From 75df2fa46608bdc6f5b78888babd2a33cbcccb4f Mon Sep 17 00:00:00 2001 From: PradeepPatil101 Date: Tue, 18 Apr 2023 02:46:01 +0000 Subject: [PATCH] Save *.out files --- out/project2-HPO.out | 206 ++++++++------- out/project2-SSM.out | 124 +++++---- out/project2-SSN.out | 243 ++++++++++-------- out/project2-auto2.out | 206 ++++++++------- out/project2-auto93.out | 104 +++++--- out/project2-china.out | 148 ++++++----- out/project2-coc1000.out | 186 ++++++++------ out/project2-coc10000.out | 229 ++++++++++------- ...oject2-healthCloseIsses12mths0001-hard.out | 120 +++++---- ...oject2-healthCloseIsses12mths0011-easy.out | 114 +++++--- out/project2-nasa93dem.out | 128 +++++---- out/project2-pom.out | 202 ++++++++------- out/project2.out | 104 +++++--- 13 files changed, 1253 insertions(+), 861 deletions(-) diff --git a/out/project2-HPO.out b/out/project2-HPO.out index d759663..fba7909 100644 --- a/out/project2-HPO.out +++ b/out/project2-HPO.out @@ -1,25 +1,27 @@ +Error -> [6, 'zitler', 0.89, 0.5, 100, 3.0, 5.0] +Error -> [14, 'bdom', 0.97, 0.5, 2100, 0.5, 4.0] +Error -> [6, 'bdom', 0.77, 0.5, 2600, 0.5, 6.0] -maker Acura Acura maker Buick Buick maker Chevrolet Chevrolet -maker Dodge Dodge maker Eagle Eagle +maker Ford Ford maker Geo Geo maker Honda Honda maker Hyundai Hyundai -maker Lexus Lexus maker Mazda Mazda -maker Mercedes-Benz Mercedes-Benz +maker Mercury Mercury maker Nissan Nissan maker Oldsmobile Oldsmobile maker Plymouth Plymouth +maker Pontiac Pontiac maker Subaru Subaru maker Suzuki Suzuki maker Toyota Toyota maker Volkswagen Volkswagen -maker Volvo Volvo type Compact Compact +type Large Large type Midsize Midsize type Small Small type Sporty Sporty @@ -37,23 +39,21 @@ Number_of_cylinders 4 5 Number_of_cylinders 5 inf Engine_size -inf 1.3 -Engine_size 1.3 2 -Engine_size 2 inf +Engine_size 1.3 1.8 +Engine_size 1.8 inf Horsepower -inf 73 -Horsepower 73 100 -Horsepower 100 inf +Horsepower 73 103 +Horsepower 103 inf -RPM -inf 4801 -RPM 4801 5200 -RPM 5200 5500 -RPM 5500 6200 -RPM 6200 inf +RPM -inf 4800 +RPM 4800 5200 +RPM 5200 inf Engine_revolutions_per_mile -inf 2220 Engine_revolutions_per_mile 2220 2565 -Engine_revolutions_per_mile 2565 2890 -Engine_revolutions_per_mile 2890 3375 +Engine_revolutions_per_mile 2565 2875 +Engine_revolutions_per_mile 2875 3375 Engine_revolutions_per_mile 3375 inf manual_transmission_available 0 0 @@ -61,8 +61,8 @@ manual_transmission_available 1 1 Fuel_tank_capacity -inf 10.2 Fuel_tank_capacity 10.2 11.9 -Fuel_tank_capacity 11.9 14 -Fuel_tank_capacity 14 16.5 +Fuel_tank_capacity 11.9 13.7 +Fuel_tank_capacity 13.7 16.5 Fuel_tank_capacity 16.5 inf Passenger_capacity -inf 5 @@ -70,23 +70,22 @@ Passenger_capacity 5 6 Passenger_capacity 6 inf Length -inf 151 -Length 151 159 -Length 159 168 -Length 168 180 -Length 180 inf +Length 151 168 +Length 168 177 +Length 177 inf Wheelbase -inf 91 Wheelbase 91 94 Wheelbase 94 98 Wheelbase 98 inf -Width -inf 64 -Width 64 66 +Width -inf 61 +Width 61 63 +Width 63 66 Width 66 inf -U-turn_space -inf 33 -U-turn_space 33 34 -U-turn_space 34 36 +U-turn_space -inf 35 +U-turn_space 35 36 U-turn_space 36 inf Rear_seat_room -inf 24 @@ -96,87 +95,118 @@ Rear_seat_room 28.5 inf Luggage_capacity -inf 9 Luggage_capacity 9 10 -Luggage_capacity 10 12 -Luggage_capacity 12 14 -Luggage_capacity 14 inf +Luggage_capacity 10 14 +Luggage_capacity 14 16 +Luggage_capacity 16 inf domestic 0 0 domestic 1 1 -{'Width': [[-inf, 64]]} -{'Width': [[-inf, 64]], 'type': ['Small']} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru']} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru']} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru']} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, 2]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Geo', 'Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru', 'Suzuki'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[-inf, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru', 'Suzuki'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[-inf, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[-inf, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru', 'Suzuki'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[-inf, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[-inf, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[-inf, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru', 'Suzuki'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[-inf, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[-inf, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[-inf, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru', 'Suzuki'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, inf]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[-inf, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[-inf, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[-inf, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru', 'Suzuki'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, inf]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[-inf, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[-inf, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 6]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[-inf, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[-inf, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru', 'Suzuki'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, inf]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[-inf, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[-inf, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 6]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[-inf, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[-inf, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru', 'Suzuki', 'Volkswagen'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, inf]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[-inf, 28.5]]} +{'U-turn_space': [[-inf, 35]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small']} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru']} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 151]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 151]], 'Rear_seat_room': [[26.5, 28.5]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 151]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[2, inf]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[2, inf]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[2, inf]], 'Fuel_tank_capacity': [[10.2, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[10.2, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 73]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[10.2, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[10.2, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Geo', 'Subaru'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[10.2, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[10.2, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[10.2, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[91, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[61, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, 3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2565, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2565, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[4800, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2565, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[4800, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2220, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 66]], 'RPM': [[4800, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2220, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10], [14, 16]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 66]], 'RPM': [[4800, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2220, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} ----------- -explain= {'Width': [[-inf, 64]]} +explain= {'U-turn_space': [[-inf, 35]]} all {'CityMPG+': 21.0, 'HighwayMPG+': 28.0, 'Weight-': 3050.0, 'Class-': 18.2, 'N': 93} {'CityMPG+': 4.65, 'HighwayMPG+': 5.04, 'Weight-': 625.97, 'Class-': 9.5, 'N': 93} -sway1 with 5 evals {'CityMPG+': 33.0, 'HighwayMPG+': 37.0, 'Weight-': 2240.0, 'Class-': 8.6, 'N': 6} {'CityMPG+': 8.14, 'HighwayMPG+': 6.59, 'Weight-': 203.49, 'Class-': 0.97, 'N': 6} -xpln1 on 5 evals {'CityMPG+': 33.0, 'HighwayMPG+': 37.0, 'Weight-': 2045.0, 'Class-': 8.4, 'N': 6} {'CityMPG+': 6.59, 'HighwayMPG+': 6.59, 'Weight-': 193.8, 'Class-': 0.43, 'N': 6} -top with 93 evals {'CityMPG+': 39.0, 'HighwayMPG+': 43.0, 'Weight-': 2055.0, 'Class-': 9.0, 'N': 6} {'CityMPG+': 5.43, 'HighwayMPG+': 5.04, 'Weight-': 149.22, 'Class-': 1.43, 'N': 6} +sway1 with 5 evals {'CityMPG+': 39.0, 'HighwayMPG+': 43.0, 'Weight-': 2240.0, 'Class-': 9.1, 'N': 5} {'CityMPG+': 8.14, 'HighwayMPG+': 6.59, 'Weight-': 203.49, 'Class-': 0.97, 'N': 5} +xpln1 on 5 evals {'CityMPG+': 29.0, 'HighwayMPG+': 34.0, 'Weight-': 2270.0, 'Class-': 9.1, 'N': 10} {'CityMPG+': 8.14, 'HighwayMPG+': 6.59, 'Weight-': 416.67, 'Class-': 9.15, 'N': 10} +top with 93 evals {'CityMPG+': 42.0, 'HighwayMPG+': 46.0, 'Weight-': 2055.0, 'Class-': 9.8, 'N': 5} {'CityMPG+': 5.04, 'HighwayMPG+': 5.04, 'Weight-': 149.22, 'Class-': 1.43, 'N': 5} ------------------ ------------------ HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 12 +better : bdom +Far : 0.85 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 600 +dist : 2.5 +rest : 5.0 ------------------ ------------------ -sway on 5 evals {'CityMPG+': 33.0, 'HighwayMPG+': 37.0, 'Weight-': 2240.0, 'Class-': 8.6, 'N': 6} +sway with 5 evals {'CityMPG+': 42.0, 'HighwayMPG+': 46.0, 'Weight-': 2345.0, 'Class-': 9.8, 'N': 5} {'CityMPG+': 5.43, 'HighwayMPG+': 5.04, 'Weight-': 149.22, 'Class-': 1.43, 'N': 5} ------------------ -explain= {'Width': [[-inf, 64]]} +explain= {'Horsepower': [[-inf, 73]]} HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 6 +better : bdom +Far : 0.93 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 2100 +dist : 1.0 +rest : 3.0 ------------------ ------------------ -xpln on 5 evals {'CityMPG+': 33.0, 'HighwayMPG+': 37.0, 'Weight-': 2045.0, 'Class-': 8.4, 'N': 6} -Best Xpln HPs +xpln1 on 5 evals {'CityMPG+': 46.0, 'HighwayMPG+': 50.0, 'Weight-': 1965.0, 'Class-': 8.6, 'N': 3} {'CityMPG+': 5.81, 'HighwayMPG+': 6.59, 'Weight-': 104.65, 'Class-': 0.47, 'N': 3} +------------------ +Stats +------------------ +all {'CityMPG+': 21.0, 'HighwayMPG+': 28.0, 'Weight-': 3050.0, 'Class-': 18.2, 'N': 93} {'CityMPG+': 4.65, 'HighwayMPG+': 5.04, 'Weight-': 625.97, 'Class-': 9.5, 'N': 93} +sway1 with 5 evals {'CityMPG+': 32.0, 'HighwayMPG+': 37.0, 'Weight-': 2865.0, 'Class-': 17.5, 'N': 5} {'CityMPG+': 6.98, 'HighwayMPG+': 5.81, 'Weight-': 267.44, 'Class-': 3.1, 'N': 5} +xpln1 on 5 evals {'CityMPG+': 26.0, 'HighwayMPG+': 33.0, 'Weight-': 2705.0, 'Class-': 13.9, 'N': 21} {'CityMPG+': 4.26, 'HighwayMPG+': 3.1, 'Weight-': 292.64, 'Class-': 4.22, 'N': 21} +top with 93 evals {'CityMPG+': 31.0, 'HighwayMPG+': 36.0, 'Weight-': 2705.0, 'Class-': 13.4, 'N': 5} {'CityMPG+': 8.14, 'HighwayMPG+': 6.59, 'Weight-': 364.34, 'Class-': 2.91, 'N': 5} +sway2 with 5 evals {'CityMPG+': 42.0, 'HighwayMPG+': 46.0, 'Weight-': 2345.0, 'Class-': 9.8, 'N': 5} {'CityMPG+': 5.43, 'HighwayMPG+': 5.04, 'Weight-': 149.22, 'Class-': 1.43, 'N': 5} +xpln2 on 5 evals {'CityMPG+': 46.0, 'HighwayMPG+': 50.0, 'Weight-': 1965.0, 'Class-': 8.6, 'N': 3} {'CityMPG+': 5.81, 'HighwayMPG+': 6.59, 'Weight-': 104.65, 'Class-': 0.47, 'N': 3} +------------------ +Using Cliffs Delta +------------------ +All to All {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +All to Sway1 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +All to Sway2 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +Sway1 to Sway2 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +Sway1 to Xpln1 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': True, 'Class-': True} +Sway2 to Xpln2 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': False, 'Class-': False} +Sway1 to Top {'CityMPG+': True, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +Sway2 to Top {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +------------------ +Using Bootstrap +------------------ +All to All {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +All to Sway1 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +All to Sway2 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +Sway1 to Sway2 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +Sway1 to Xpln1 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +Sway2 to Xpln2 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +Sway1 to Top {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +Sway2 to Top {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-SSM.out b/out/project2-SSM.out index fd5f1e8..7aebc66 100644 --- a/out/project2-SSM.out +++ b/out/project2-SSM.out @@ -32,15 +32,11 @@ ALPHA 35 45 ALPHA 45 55 ALPHA 55 inf -BETA -inf 55 -BETA 55 65 +BETA -inf 65 BETA 65 75 BETA 75 inf -PRESMOOTHING -inf 1 -PRESMOOTHING 1 2 -PRESMOOTHING 2 3 -PRESMOOTHING 3 4 +PRESMOOTHING -inf 4 PRESMOOTHING 4 5 PRESMOOTHING 5 6 PRESMOOTHING 6 7 @@ -50,65 +46,99 @@ PRESMOOTHING 8 inf POSTSMOOTHING -inf 1 POSTSMOOTHING 1 2 POSTSMOOTHING 2 3 -POSTSMOOTHING 3 inf -{'zEBRALINE': [1]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 1]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 2]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'ALPHA': [[15, 25]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'ALPHA': [[6, 25]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[75, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'ALPHA': [[6, 35]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[65, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'ALPHA': [[6, 35]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[65, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'ALPHA': [[6, 35]], 'PRESMOOTHING': [[6, 7]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[65, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'ALPHA': [[6, 35]], 'PRESMOOTHING': [[6, 7], [8, inf]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[65, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'ALPHA': [[6, 35]], 'PRESMOOTHING': [[5, 7], [8, inf]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[65, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'ALPHA': [[6, 35]], 'PRESMOOTHING': [[5, inf]]} -{'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'jACOBI': [0], 'cOLORGS': [0], 'lINE': [0], 'BETA': [[65, inf]], 'POSTSMOOTHING': [[-inf, 2]], 'ALPHA': [[6, 35]], 'PRESMOOTHING': [[4, inf]]} +POSTSMOOTHING 3 4 +POSTSMOOTHING 4 5 +POSTSMOOTHING 5 6 +POSTSMOOTHING 6 inf +{'lINE': [1]} +{'lINE': [1], 'f': [0]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 15]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 1]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 1]], 'PRESMOOTHING': [[7, 8]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 1]], 'PRESMOOTHING': [[7, inf]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 1]], 'PRESMOOTHING': [[6, inf]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 2]], 'PRESMOOTHING': [[6, inf]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 2]], 'PRESMOOTHING': [[5, inf]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 25]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[5, inf]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[6, 35]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[5, inf]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[-inf, 35]], 'POSTSMOOTHING': [[-inf, 3]], 'PRESMOOTHING': [[5, inf]]} +{'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]], 'jACOBI': [0], 'cOLORGS': [0], 'zEBRALINE': [0], 'ALPHA': [[-inf, 35]], 'POSTSMOOTHING': [[-inf, 4]], 'PRESMOOTHING': [[5, inf]]} ----------- -explain= {'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0]} -all {'NUMBERITERATIONS-': 7.0, 'TIMETOSOLUTION-': 135.32, 'N': 239360} {'NUMBERITERATIONS-': 13.95, 'TIMETOSOLUTION-': 152.34, 'N': 239360} -sway1 with 10 evals {'NUMBERITERATIONS-': 7.0, 'TIMETOSOLUTION-': 106.3, 'N': 467} {'NUMBERITERATIONS-': 8.14, 'TIMETOSOLUTION-': 109.29, 'N': 467} -xpln1 on 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 108.09, 'N': 14960} {'NUMBERITERATIONS-': 4.26, 'TIMETOSOLUTION-': 45.27, 'N': 14960} +explain= {'lINE': [1], 'f': [0], 'rELAXPARAMETER': [0], 'v': [1], 'BETA': [[75, inf]]} +all {'NUMBERITERATIONS-': 7.0, 'TIMETOSOLUTION-': 135.2, 'N': 239360} {'NUMBERITERATIONS-': 12.02, 'TIMETOSOLUTION-': 161.65, 'N': 239360} +sway1 with 10 evals {'NUMBERITERATIONS-': 6.0, 'TIMETOSOLUTION-': 105.27, 'N': 467} {'NUMBERITERATIONS-': 5.43, 'TIMETOSOLUTION-': 110.7, 'N': 467} +xpln1 on 10 evals {'NUMBERITERATIONS-': 7.0, 'TIMETOSOLUTION-': 128.8, 'N': 5440} {'NUMBERITERATIONS-': 10.08, 'TIMETOSOLUTION-': 106.29, 'N': 5440} top with 239360 evals {'NUMBERITERATIONS-': 4.0, 'TIMETOSOLUTION-': 60.05, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 15.16, 'N': 467} ------------------ ------------------ HPs ------------------ -bins : 6.8 -better : zitler +bins : 2 +better : bdom Far : 0.85 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 1600 +dist : 3.5 +rest : 3.0 ------------------ ------------------ -sway on 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 95.29, 'N': 467} +sway with 10 evals {'NUMBERITERATIONS-': 4.0, 'TIMETOSOLUTION-': 87.4, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 17.28, 'N': 467} ------------------ -explain= {'zEBRALINE': [1], 'rELAXPARAMETER': [0], 'f': [0]} +explain= {'zEBRALINE': [1], 'POSTSMOOTHING': [[-inf, 3]], 'rELAXPARAMETER': [0], 'f': [0], 'v': [1], 'PRESMOOTHING': [[3, inf]]} HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 2 +better : bdom +Far : 0.97 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 100 +dist : 3.0 +rest : 4.0 ------------------ ------------------ -xpln on 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 108.09, 'N': 14960} -Best Xpln HPs +xpln1 on 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 87.66, 'N': 3366} {'NUMBERITERATIONS-': 4.26, 'TIMETOSOLUTION-': 35.34, 'N': 3366} +------------------ +Stats +------------------ +all {'NUMBERITERATIONS-': 7.0, 'TIMETOSOLUTION-': 135.2, 'N': 239360} {'NUMBERITERATIONS-': 12.02, 'TIMETOSOLUTION-': 161.65, 'N': 239360} +sway1 with 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 115.15, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 16.46, 'N': 467} +xpln1 on 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 133.83, 'N': 14960} {'NUMBERITERATIONS-': 2.71, 'TIMETOSOLUTION-': 56.64, 'N': 14960} +top with 239360 evals {'NUMBERITERATIONS-': 4.0, 'TIMETOSOLUTION-': 88.45, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 20.82, 'N': 467} +sway2 with 10 evals {'NUMBERITERATIONS-': 4.0, 'TIMETOSOLUTION-': 87.4, 'N': 467} {'NUMBERITERATIONS-': 0.39, 'TIMETOSOLUTION-': 17.28, 'N': 467} +xpln2 on 10 evals {'NUMBERITERATIONS-': 5.0, 'TIMETOSOLUTION-': 87.66, 'N': 3366} {'NUMBERITERATIONS-': 4.26, 'TIMETOSOLUTION-': 35.34, 'N': 3366} +------------------ +Using Cliffs Delta +------------------ +All to All {'NUMBERITERATIONS-': True, 'TIMETOSOLUTION-': True} +All to Sway1 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +All to Sway2 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway1 to Sway2 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway1 to Xpln1 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway2 to Xpln2 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway1 to Top {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway2 to Top {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': True} +------------------ +Using Bootstrap +------------------ +All to All {'NUMBERITERATIONS-': True, 'TIMETOSOLUTION-': True} +All to Sway1 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +All to Sway2 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway1 to Sway2 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway1 to Xpln1 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway2 to Xpln2 {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway1 to Top {'NUMBERITERATIONS-': False, 'TIMETOSOLUTION-': False} +Sway2 to Top {'NUMBERITERATIONS-': True, 'TIMETOSOLUTION-': True} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-SSN.out b/out/project2-SSN.out index 71a4200..b89fa11 100644 --- a/out/project2-SSN.out +++ b/out/project2-SSN.out @@ -11,19 +11,17 @@ no_cabac 1 1 no_scenecut 0 0 no_scenecut 1 1 -Aq_strength -inf 1 -Aq_strength 1 3 -Aq_strength 3 inf +Aq_strength -inf 1.1 +Aq_strength 1.1 3 +Aq_strength 3 7 +Aq_strength 7 9 +Aq_strength 9 inf Bframes -inf 2 Bframes 2 4 Bframes 4 7 -Bframes 7 10 -Bframes 10 13 -Bframes 13 15 -Bframes 15 19 -Bframes 19 22 -Bframes 22 inf +Bframes 7 9 +Bframes 9 inf Qcomp -inf 0.6 Qcomp 0.6 2 @@ -32,139 +30,174 @@ Qcomp 2 inf Qp -inf 3 Qp 3 8 Qp 8 14 -Qp 14 22 -Qp 22 28 -Qp 28 inf +Qp 14 21 +Qp 21 27 +Qp 27 34 +Qp 34 46 +Qp 46 inf Ref -inf 1 Ref 1 2 Ref 2 3 Ref 3 4 -Ref 4 7 -Ref 7 8 +Ref 4 5 +Ref 5 6 +Ref 6 8 Ref 8 9 Ref 9 inf -Rc_lookahead -inf 14 -Rc_lookahead 14 43 -Rc_lookahead 43 71 -Rc_lookahead 71 99 -Rc_lookahead 99 inf - -B_bias -inf -41 -B_bias -41 -22 -B_bias -22 12 -B_bias 12 34 -B_bias 34 62 -B_bias 62 85 -B_bias 85 inf - -Threads -inf 6 -Threads 6 23 -Threads 23 35 -Threads 35 46 -Threads 46 86 -Threads 86 101 -Threads 101 114 -Threads 114 inf - -Keyint -inf 42 -Keyint 42 167 -Keyint 167 306 -Keyint 306 431 -Keyint 431 556 -Keyint 556 667 -Keyint 667 798 -Keyint 798 926 -Keyint 926 inf +Rc_lookahead -inf 2 +Rc_lookahead 2 43 +Rc_lookahead 43 77 +Rc_lookahead 77 101 +Rc_lookahead 101 140 +Rc_lookahead 140 170 +Rc_lookahead 170 199 +Rc_lookahead 199 222 +Rc_lookahead 222 inf + +B_bias -inf -65 +B_bias -65 -41 +B_bias -41 -13 +B_bias -13 10 +B_bias 10 37 +B_bias 37 62 +B_bias 62 82 +B_bias 82 inf + +Threads -inf 52 +Threads 52 71 +Threads 71 87 +Threads 87 97 +Threads 97 119 +Threads 119 inf + +Keyint -inf 168 +Keyint 168 304 +Keyint 304 434 +Keyint 434 559 +Keyint 559 682 +Keyint 682 773 +Keyint 773 909 +Keyint 909 inf Crf -inf 167 Crf 167 inf -Scenecut -inf 28 -Scenecut 28 41 -Scenecut 41 55 +Scenecut -inf 18 +Scenecut 18 28 +Scenecut 28 43 +Scenecut 43 55 Scenecut 55 67 Scenecut 67 80 -Scenecut 80 92 -Scenecut 92 inf - -Seek -inf 71 -Seek 71 234 -Seek 234 369 -Seek 369 512 -Seek 512 627 +Scenecut 80 90 +Scenecut 90 inf + +Seek -inf 1 +Seek 1 209 +Seek 209 364 +Seek 364 537 +Seek 537 627 Seek 627 836 -Seek 836 inf +Seek 836 1017 +Seek 1017 1105 +Seek 1105 inf Ipratio -inf 1.1 Ipratio 1.1 3 Ipratio 3 inf -{'no_cabac': [1]} -{'no_cabac': [1], 'Threads': [[-inf, 6]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 22]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 22]], 'Qcomp': [[-inf, 0.6]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 22]], 'Qcomp': [[-inf, 0.6]], 'B_bias': [[-22, 12]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 22]], 'Qcomp': [[-inf, 0.6]], 'B_bias': [[-22, 12]], 'Keyint': [[167, 306]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 22]], 'Qcomp': [[-inf, 0.6]], 'B_bias': [[-22, 12]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 3]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 22]], 'Qcomp': [[-inf, 0.6]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 4]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 22]], 'Qcomp': [[-inf, 0.6]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 4]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 28]], 'Qcomp': [[-inf, 0.6]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 4]], 'Rc_lookahead': [[14, 43]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 28]], 'Qcomp': [[-inf, 2]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 4]], 'Rc_lookahead': [[14, 71]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[41, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 28]], 'Qcomp': [[-inf, 2]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 4]], 'Rc_lookahead': [[14, 71]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[28, 55]], 'Ipratio': [[1.1, 3]], 'Qp': [[14, 28]], 'Qcomp': [[-inf, 2]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 4]], 'Rc_lookahead': [[14, 71]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[28, 55]], 'Ipratio': [[-inf, 3]], 'Qp': [[14, 28]], 'Qcomp': [[-inf, 2]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 4]], 'Rc_lookahead': [[14, 71]], 'Aq_strength': [[-inf, 1]], 'Scenecut': [[28, 55]], 'Ipratio': [[-inf, 3]], 'Qp': [[-inf, 3], [14, 28]], 'Qcomp': [[-inf, 2]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 4]], 'Rc_lookahead': [[14, 71]], 'Aq_strength': [[-inf, 3]], 'Scenecut': [[28, 55]], 'Ipratio': [[-inf, 3]], 'Qp': [[-inf, 3], [14, 28]], 'Qcomp': [[-inf, 2]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} -{'no_cabac': [1], 'Threads': [[-inf, 6]], 'Bframes': [[2, 4]], 'Seek': [[-inf, 71]], 'no_mbtree': [0], 'no_scenecut': [0], 'no_asm': [0], 'Crf': [[-inf, 167]], 'Ref': [[2, 4]], 'Rc_lookahead': [[-inf, 71]], 'Aq_strength': [[-inf, 3]], 'Scenecut': [[28, 55]], 'Ipratio': [[-inf, 3]], 'Qp': [[-inf, 3], [14, 28]], 'Qcomp': [[-inf, 2]], 'B_bias': [[-22, 34]], 'Keyint': [[167, 431]]} +{'no_scenecut': [1]} +{'no_scenecut': [1], 'Bframes': [[7, 9]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]], 'Keyint': [[304, 434]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]], 'Keyint': [[304, 434]], 'Ref': [[2, 3]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]], 'Keyint': [[304, 434]], 'Ref': [[2, 3]], 'Ipratio': [[-inf, 1.1]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]], 'Keyint': [[304, 434]], 'Ref': [[2, 3]], 'Ipratio': [[-inf, 1.1]], 'Qcomp': [[0.6, 2]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]], 'Keyint': [[304, 434]], 'Ref': [[2, 3]], 'Ipratio': [[-inf, 1.1]], 'Qcomp': [[0.6, 2]], 'Aq_strength': [[-inf, 1.1]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]], 'Keyint': [[304, 434]], 'Ref': [[2, 3]], 'Ipratio': [[-inf, 1.1]], 'Qcomp': [[0.6, 2]], 'Aq_strength': [[-inf, 3]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]], 'Keyint': [[304, 434]], 'Ref': [[2, 3]], 'Ipratio': [[-inf, 1.1]], 'Qcomp': [[-inf, 2]], 'Aq_strength': [[-inf, 3]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]], 'Keyint': [[304, 434]], 'Ref': [[2, 3]], 'Ipratio': [[-inf, 3]], 'Qcomp': [[-inf, 2]], 'Aq_strength': [[-inf, 3]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101]], 'Keyint': [[304, 434]], 'Ref': [[2, 3], [5, 6]], 'Ipratio': [[-inf, 3]], 'Qcomp': [[-inf, 2]], 'Aq_strength': [[-inf, 3]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101], [140, 170]], 'Keyint': [[304, 434]], 'Ref': [[2, 3], [5, 6]], 'Ipratio': [[-inf, 3]], 'Qcomp': [[-inf, 2]], 'Aq_strength': [[-inf, 3]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21]], 'Rc_lookahead': [[77, 101], [140, 170]], 'Keyint': [[304, 434], [559, 682]], 'Ref': [[2, 3], [5, 6]], 'Ipratio': [[-inf, 3]], 'Qcomp': [[-inf, 2]], 'Aq_strength': [[-inf, 3]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[10, 37]], 'Qp': [[14, 21], [27, 34]], 'Rc_lookahead': [[77, 101], [140, 170]], 'Keyint': [[304, 434], [559, 682]], 'Ref': [[2, 3], [5, 6]], 'Ipratio': [[-inf, 3]], 'Qcomp': [[-inf, 2]], 'Aq_strength': [[-inf, 3]]} +{'no_scenecut': [1], 'Bframes': [[7, 9]], 'Threads': [[71, 87]], 'Scenecut': [[55, 67]], 'no_asm': [0], 'no_mbtree': [0], 'no_cabac': [0], 'Crf': [[-inf, 167]], 'Seek': [[627, 836]], 'B_bias': [[-41, -13], [10, 37]], 'Qp': [[14, 21], [27, 34]], 'Rc_lookahead': [[77, 101], [140, 170]], 'Keyint': [[304, 434], [559, 682]], 'Ref': [[2, 3], [5, 6]], 'Ipratio': [[-inf, 3]], 'Qcomp': [[-inf, 2]], 'Aq_strength': [[-inf, 3]]} ----------- -explain= {'no_cabac': [1]} -all {'PSNR-': 46.05, 'Energy-': 1210.41, 'N': 53662} {'PSNR-': 5.38, 'Energy-': 1153.63, 'N': 53662} -sway1 with 9 evals {'PSNR-': 45.37, 'Energy-': 1929.94, 'N': 209} {'PSNR-': 4.12, 'Energy-': 544.62, 'N': 209} -xpln1 on 9 evals {'PSNR-': 44.31, 'Energy-': 1142.15, 'N': 12556} {'PSNR-': 5.5, 'Energy-': 687.22, 'N': 12556} +explain= {'no_scenecut': [1]} +all {'PSNR-': 45.94, 'Energy-': 1182.9, 'N': 53662} {'PSNR-': 5.48, 'Energy-': 1288.15, 'N': 53662} +sway1 with 9 evals {'PSNR-': 45.86, 'Energy-': 555.13, 'N': 209} {'PSNR-': 5.04, 'Energy-': 369.24, 'N': 209} +xpln1 on 9 evals {'PSNR-': 45.91, 'Energy-': 1243.36, 'N': 12556} {'PSNR-': 5.48, 'Energy-': 716.18, 'N': 12556} top with 53662 evals {'PSNR-': 26.75, 'Energy-': 467.1, 'N': 209} {'PSNR-': 2.72, 'Energy-': 209.56, 'N': 209} ------------------ ------------------ HPs ------------------ -bins : 6.8 +bins : 6 better : zitler -Far : 0.85 +Far : 0.97 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 1600 +dist : 1.5 +rest : 2.0 ------------------ ------------------ -sway on 9 evals {'PSNR-': 49.79, 'Energy-': 573.04, 'N': 209} +sway with 9 evals {'PSNR-': 41.4, 'Energy-': 571.06, 'N': 209} {'PSNR-': 5.35, 'Energy-': 485.85, 'N': 209} ------------------ -explain= {'no_cabac': [1]} +explain= {'Seek': [[615, inf]], 'Qp': [[25, inf]], 'Threads': [[63, inf]], 'no_mbtree': [0], 'no_cabac': [0], 'no_asm': [0], 'no_scenecut': [0]} HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 2 +better : bdom +Far : 0.93 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 2100 +dist : 3.5 +rest : 4.0 +------------------ +------------------ +xpln1 on 9 evals {'PSNR-': 42.43, 'Energy-': 529.75, 'N': 1203} {'PSNR-': 4.92, 'Energy-': 124.7, 'N': 1203} +------------------ +Stats +------------------ +all {'PSNR-': 45.94, 'Energy-': 1182.9, 'N': 53662} {'PSNR-': 5.48, 'Energy-': 1288.15, 'N': 53662} +sway1 with 9 evals {'PSNR-': 45.93, 'Energy-': 1410.46, 'N': 209} {'PSNR-': 5.64, 'Energy-': 588.08, 'N': 209} +xpln1 on 9 evals {'PSNR-': 45.91, 'Energy-': 1064.53, 'N': 2063} {'PSNR-': 5.34, 'Energy-': 517.18, 'N': 2063} +top with 53662 evals {'PSNR-': 40.15, 'Energy-': 777.22, 'N': 209} {'PSNR-': 3.36, 'Energy-': 534.0, 'N': 209} +sway2 with 9 evals {'PSNR-': 41.4, 'Energy-': 571.06, 'N': 209} {'PSNR-': 5.35, 'Energy-': 485.85, 'N': 209} +xpln2 on 9 evals {'PSNR-': 42.43, 'Energy-': 529.75, 'N': 1203} {'PSNR-': 4.92, 'Energy-': 124.7, 'N': 1203} +------------------ +Using Cliffs Delta +------------------ +All to All {'PSNR-': True, 'Energy-': True} +All to Sway1 {'PSNR-': True, 'Energy-': True} +All to Sway2 {'PSNR-': True, 'Energy-': False} +Sway1 to Sway2 {'PSNR-': True, 'Energy-': False} +Sway1 to Xpln1 {'PSNR-': True, 'Energy-': False} +Sway2 to Xpln2 {'PSNR-': False, 'Energy-': False} +Sway1 to Top {'PSNR-': False, 'Energy-': False} +Sway2 to Top {'PSNR-': False, 'Energy-': True} ------------------ +Using Bootstrap ------------------ -xpln on 9 evals {'PSNR-': 44.31, 'Energy-': 1142.15, 'N': 12556} -Best Xpln HPs +All to All {'PSNR-': True, 'Energy-': True} +All to Sway1 {'PSNR-': True, 'Energy-': False} +All to Sway2 {'PSNR-': True, 'Energy-': False} +Sway1 to Sway2 {'PSNR-': True, 'Energy-': False} +Sway1 to Xpln1 {'PSNR-': True, 'Energy-': False} +Sway2 to Xpln2 {'PSNR-': False, 'Energy-': False} +Sway1 to Top {'PSNR-': False, 'Energy-': False} +Sway2 to Top {'PSNR-': False, 'Energy-': False} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-auto2.out b/out/project2-auto2.out index d759663..fba7909 100644 --- a/out/project2-auto2.out +++ b/out/project2-auto2.out @@ -1,25 +1,27 @@ +Error -> [6, 'zitler', 0.89, 0.5, 100, 3.0, 5.0] +Error -> [14, 'bdom', 0.97, 0.5, 2100, 0.5, 4.0] +Error -> [6, 'bdom', 0.77, 0.5, 2600, 0.5, 6.0] -maker Acura Acura maker Buick Buick maker Chevrolet Chevrolet -maker Dodge Dodge maker Eagle Eagle +maker Ford Ford maker Geo Geo maker Honda Honda maker Hyundai Hyundai -maker Lexus Lexus maker Mazda Mazda -maker Mercedes-Benz Mercedes-Benz +maker Mercury Mercury maker Nissan Nissan maker Oldsmobile Oldsmobile maker Plymouth Plymouth +maker Pontiac Pontiac maker Subaru Subaru maker Suzuki Suzuki maker Toyota Toyota maker Volkswagen Volkswagen -maker Volvo Volvo type Compact Compact +type Large Large type Midsize Midsize type Small Small type Sporty Sporty @@ -37,23 +39,21 @@ Number_of_cylinders 4 5 Number_of_cylinders 5 inf Engine_size -inf 1.3 -Engine_size 1.3 2 -Engine_size 2 inf +Engine_size 1.3 1.8 +Engine_size 1.8 inf Horsepower -inf 73 -Horsepower 73 100 -Horsepower 100 inf +Horsepower 73 103 +Horsepower 103 inf -RPM -inf 4801 -RPM 4801 5200 -RPM 5200 5500 -RPM 5500 6200 -RPM 6200 inf +RPM -inf 4800 +RPM 4800 5200 +RPM 5200 inf Engine_revolutions_per_mile -inf 2220 Engine_revolutions_per_mile 2220 2565 -Engine_revolutions_per_mile 2565 2890 -Engine_revolutions_per_mile 2890 3375 +Engine_revolutions_per_mile 2565 2875 +Engine_revolutions_per_mile 2875 3375 Engine_revolutions_per_mile 3375 inf manual_transmission_available 0 0 @@ -61,8 +61,8 @@ manual_transmission_available 1 1 Fuel_tank_capacity -inf 10.2 Fuel_tank_capacity 10.2 11.9 -Fuel_tank_capacity 11.9 14 -Fuel_tank_capacity 14 16.5 +Fuel_tank_capacity 11.9 13.7 +Fuel_tank_capacity 13.7 16.5 Fuel_tank_capacity 16.5 inf Passenger_capacity -inf 5 @@ -70,23 +70,22 @@ Passenger_capacity 5 6 Passenger_capacity 6 inf Length -inf 151 -Length 151 159 -Length 159 168 -Length 168 180 -Length 180 inf +Length 151 168 +Length 168 177 +Length 177 inf Wheelbase -inf 91 Wheelbase 91 94 Wheelbase 94 98 Wheelbase 98 inf -Width -inf 64 -Width 64 66 +Width -inf 61 +Width 61 63 +Width 63 66 Width 66 inf -U-turn_space -inf 33 -U-turn_space 33 34 -U-turn_space 34 36 +U-turn_space -inf 35 +U-turn_space 35 36 U-turn_space 36 inf Rear_seat_room -inf 24 @@ -96,87 +95,118 @@ Rear_seat_room 28.5 inf Luggage_capacity -inf 9 Luggage_capacity 9 10 -Luggage_capacity 10 12 -Luggage_capacity 12 14 -Luggage_capacity 14 inf +Luggage_capacity 10 14 +Luggage_capacity 14 16 +Luggage_capacity 16 inf domestic 0 0 domestic 1 1 -{'Width': [[-inf, 64]]} -{'Width': [[-inf, 64]], 'type': ['Small']} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 1.3]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru']} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 73]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru']} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru']} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, 2]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5500, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 34]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 4]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2890, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[26.5, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Geo', 'Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 'Luggage_capacity': [[9, 10]], 'Wheelbase': [[91, 94]], 'domestic': [0], 'manual_transmission_available': [1], 'Passenger_capacity': [[-inf, 5]], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 2]], 'Horsepower': [[-inf, 100]], 'Fuel_tank_capacity': [[10.2, 11.9]], 'Length': [[-inf, 151], [159, 168]], 'U-turn_space': [[33, 36]], 'maker': ['Geo', 'Hyundai', 'Subaru', 'Suzuki'], 'RPM': [[5200, 6200]], 'Engine_revolutions_per_mile': [[2565, 3375]], 'Drive_train_type': [[1, inf]], 'Rear_seat_room': [[24, 28.5]]} -{'Width': [[-inf, 64]], 'type': ['Small'], 'Air_Bags_standard': [[-inf, 1]], 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3375]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 11.9]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2875, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 94]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2565, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[5200, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2565, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[4800, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2565, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 63]], 'RPM': [[4800, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2220, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 66]], 'RPM': [[4800, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2220, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} +{'U-turn_space': [[-inf, 35]], 'Luggage_capacity': [[9, 10], [14, 16]], 'type': ['Small'], 'domestic': [0], 'Air_Bags_standard': [[-inf, 1]], 'Passenger_capacity': [[-inf, 5]], 'manual_transmission_available': [1], 'Number_of_cylinders': [[-inf, 5]], 'Engine_size': [[-inf, 1.8]], 'Horsepower': [[-inf, 103]], 'Width': [[-inf, 66]], 'RPM': [[4800, inf]], 'Wheelbase': [[-inf, 98]], 'maker': ['Geo', 'Subaru', 'Suzuki', 'Volkswagen'], 'Engine_revolutions_per_mile': [[2220, inf]], 'Length': [[-inf, 168]], 'Rear_seat_room': [[-inf, 24], [26.5, 28.5]], 'Drive_train_type': [[1, inf]], 'Fuel_tank_capacity': [[-inf, 13.7]]} ----------- -explain= {'Width': [[-inf, 64]]} +explain= {'U-turn_space': [[-inf, 35]]} all {'CityMPG+': 21.0, 'HighwayMPG+': 28.0, 'Weight-': 3050.0, 'Class-': 18.2, 'N': 93} {'CityMPG+': 4.65, 'HighwayMPG+': 5.04, 'Weight-': 625.97, 'Class-': 9.5, 'N': 93} -sway1 with 5 evals {'CityMPG+': 33.0, 'HighwayMPG+': 37.0, 'Weight-': 2240.0, 'Class-': 8.6, 'N': 6} {'CityMPG+': 8.14, 'HighwayMPG+': 6.59, 'Weight-': 203.49, 'Class-': 0.97, 'N': 6} -xpln1 on 5 evals {'CityMPG+': 33.0, 'HighwayMPG+': 37.0, 'Weight-': 2045.0, 'Class-': 8.4, 'N': 6} {'CityMPG+': 6.59, 'HighwayMPG+': 6.59, 'Weight-': 193.8, 'Class-': 0.43, 'N': 6} -top with 93 evals {'CityMPG+': 39.0, 'HighwayMPG+': 43.0, 'Weight-': 2055.0, 'Class-': 9.0, 'N': 6} {'CityMPG+': 5.43, 'HighwayMPG+': 5.04, 'Weight-': 149.22, 'Class-': 1.43, 'N': 6} +sway1 with 5 evals {'CityMPG+': 39.0, 'HighwayMPG+': 43.0, 'Weight-': 2240.0, 'Class-': 9.1, 'N': 5} {'CityMPG+': 8.14, 'HighwayMPG+': 6.59, 'Weight-': 203.49, 'Class-': 0.97, 'N': 5} +xpln1 on 5 evals {'CityMPG+': 29.0, 'HighwayMPG+': 34.0, 'Weight-': 2270.0, 'Class-': 9.1, 'N': 10} {'CityMPG+': 8.14, 'HighwayMPG+': 6.59, 'Weight-': 416.67, 'Class-': 9.15, 'N': 10} +top with 93 evals {'CityMPG+': 42.0, 'HighwayMPG+': 46.0, 'Weight-': 2055.0, 'Class-': 9.8, 'N': 5} {'CityMPG+': 5.04, 'HighwayMPG+': 5.04, 'Weight-': 149.22, 'Class-': 1.43, 'N': 5} ------------------ ------------------ HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 12 +better : bdom +Far : 0.85 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 600 +dist : 2.5 +rest : 5.0 ------------------ ------------------ -sway on 5 evals {'CityMPG+': 33.0, 'HighwayMPG+': 37.0, 'Weight-': 2240.0, 'Class-': 8.6, 'N': 6} +sway with 5 evals {'CityMPG+': 42.0, 'HighwayMPG+': 46.0, 'Weight-': 2345.0, 'Class-': 9.8, 'N': 5} {'CityMPG+': 5.43, 'HighwayMPG+': 5.04, 'Weight-': 149.22, 'Class-': 1.43, 'N': 5} ------------------ -explain= {'Width': [[-inf, 64]]} +explain= {'Horsepower': [[-inf, 73]]} HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 6 +better : bdom +Far : 0.93 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 2100 +dist : 1.0 +rest : 3.0 ------------------ ------------------ -xpln on 5 evals {'CityMPG+': 33.0, 'HighwayMPG+': 37.0, 'Weight-': 2045.0, 'Class-': 8.4, 'N': 6} -Best Xpln HPs +xpln1 on 5 evals {'CityMPG+': 46.0, 'HighwayMPG+': 50.0, 'Weight-': 1965.0, 'Class-': 8.6, 'N': 3} {'CityMPG+': 5.81, 'HighwayMPG+': 6.59, 'Weight-': 104.65, 'Class-': 0.47, 'N': 3} +------------------ +Stats +------------------ +all {'CityMPG+': 21.0, 'HighwayMPG+': 28.0, 'Weight-': 3050.0, 'Class-': 18.2, 'N': 93} {'CityMPG+': 4.65, 'HighwayMPG+': 5.04, 'Weight-': 625.97, 'Class-': 9.5, 'N': 93} +sway1 with 5 evals {'CityMPG+': 32.0, 'HighwayMPG+': 37.0, 'Weight-': 2865.0, 'Class-': 17.5, 'N': 5} {'CityMPG+': 6.98, 'HighwayMPG+': 5.81, 'Weight-': 267.44, 'Class-': 3.1, 'N': 5} +xpln1 on 5 evals {'CityMPG+': 26.0, 'HighwayMPG+': 33.0, 'Weight-': 2705.0, 'Class-': 13.9, 'N': 21} {'CityMPG+': 4.26, 'HighwayMPG+': 3.1, 'Weight-': 292.64, 'Class-': 4.22, 'N': 21} +top with 93 evals {'CityMPG+': 31.0, 'HighwayMPG+': 36.0, 'Weight-': 2705.0, 'Class-': 13.4, 'N': 5} {'CityMPG+': 8.14, 'HighwayMPG+': 6.59, 'Weight-': 364.34, 'Class-': 2.91, 'N': 5} +sway2 with 5 evals {'CityMPG+': 42.0, 'HighwayMPG+': 46.0, 'Weight-': 2345.0, 'Class-': 9.8, 'N': 5} {'CityMPG+': 5.43, 'HighwayMPG+': 5.04, 'Weight-': 149.22, 'Class-': 1.43, 'N': 5} +xpln2 on 5 evals {'CityMPG+': 46.0, 'HighwayMPG+': 50.0, 'Weight-': 1965.0, 'Class-': 8.6, 'N': 3} {'CityMPG+': 5.81, 'HighwayMPG+': 6.59, 'Weight-': 104.65, 'Class-': 0.47, 'N': 3} +------------------ +Using Cliffs Delta +------------------ +All to All {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +All to Sway1 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +All to Sway2 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +Sway1 to Sway2 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +Sway1 to Xpln1 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': True, 'Class-': True} +Sway2 to Xpln2 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': False, 'Class-': False} +Sway1 to Top {'CityMPG+': True, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +Sway2 to Top {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +------------------ +Using Bootstrap +------------------ +All to All {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +All to Sway1 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +All to Sway2 {'CityMPG+': False, 'HighwayMPG+': False, 'Weight-': False, 'Class-': False} +Sway1 to Sway2 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +Sway1 to Xpln1 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +Sway2 to Xpln2 {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +Sway1 to Top {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} +Sway2 to Top {'CityMPG+': True, 'HighwayMPG+': True, 'Weight-': True, 'Class-': True} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-auto93.out b/out/project2-auto93.out index bfe1259..3df73af 100644 --- a/out/project2-auto93.out +++ b/out/project2-auto93.out @@ -1,69 +1,99 @@ +Error -> [4, 'zitler', 0.97, 0.5, 100, 0.5, 2.0] +Error -> [4, 'bdom', 0.97, 0.5, 1600, 1.5, 6.0] +Error -> [4, 'bdom', 0.65, 0.5, 1100, 3.5, 5.0] +Error -> [12, 'bdom', 0.81, 0.5, 600, 3.5, 2.0] -Clndrs -inf 4 -Clndrs 4 5 +Clndrs -inf 5 Clndrs 5 inf -Volume -inf 71 -Volume 71 112 -Volume 112 156 -Volume 156 inf +Volume -inf 73 +Volume 73 119 +Volume 119 inf -Model -inf 71 -Model 71 72 -Model 72 74 +Model -inf 73 +Model 73 74 Model 74 75 Model 75 77 -Model 77 inf +Model 77 78 +Model 78 inf origin 1 1 origin 2 2 origin 3 3 -{'Clndrs': [[4, 5]]} -{'Clndrs': [[4, 5]], 'origin': [1]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 112]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[72, 74]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[72, 74], [75, 77]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[72, 77]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[71, 77]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[-inf, 77]]} +{'origin': [2]} +{'origin': [2], 'Volume': [[73, 119]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]], 'Model': [[75, 77]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]], 'Model': [[73, 74], [75, 77]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]], 'Model': [[73, 77]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]], 'Model': [[73, 78]]} ----------- -explain= {'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156], [112, 156]], 'Model': [[71, 74], [72, 77], [75, 77]]} +explain= {'origin': [2], 'Volume': [[73, 119]]} all {'Lbs-': 2807.0, 'Acc+': 15.5, 'Mpg+': 20.0, 'N': 398} {'Lbs-': 886.82, 'Acc+': 2.71, 'Mpg+': 7.75, 'N': 398} -sway1 with 6 evals {'Lbs-': 2164.0, 'Acc+': 18.5, 'Mpg+': 30.0, 'N': 12} {'Lbs-': 234.11, 'Acc+': 2.79, 'Mpg+': 3.88, 'N': 12} -xpln1 on 6 evals {'Lbs-': 2310.0, 'Acc+': 17.0, 'Mpg+': 30.0, 'N': 22} {'Lbs-': 211.63, 'Acc+': 2.95, 'Mpg+': 3.88, 'N': 22} -top with 398 evals {'Lbs-': 2070.0, 'Acc+': 19.2, 'Mpg+': 40.0, 'N': 12} {'Lbs-': 197.67, 'Acc+': 2.6, 'Mpg+': 3.88, 'N': 12} +sway1 with 6 evals {'Lbs-': 1990.0, 'Acc+': 15.5, 'Mpg+': 30.0, 'N': 13} {'Lbs-': 184.11, 'Acc+': 2.91, 'Mpg+': 3.88, 'N': 13} +xpln1 on 6 evals {'Lbs-': 2144.0, 'Acc+': 15.5, 'Mpg+': 30.0, 'N': 45} {'Lbs-': 239.92, 'Acc+': 2.98, 'Mpg+': 7.75, 'N': 45} +top with 398 evals {'Lbs-': 2070.0, 'Acc+': 19.2, 'Mpg+': 40.0, 'N': 13} {'Lbs-': 197.67, 'Acc+': 2.6, 'Mpg+': 3.88, 'N': 13} ------------------ ------------------ HPs ------------------ -bins : 9 +bins : 6 better : zitler -Far : 0.95 +Far : 0.77 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 100 +dist : 1.0 +rest : 5.0 ------------------ ------------------ -sway on 6 evals {'Lbs-': 2164.0, 'Acc+': 18.5, 'Mpg+': 30.0, 'N': 12} +sway with 6 evals {'Lbs-': 2320.0, 'Acc+': 19.9, 'Mpg+': 40.0, 'N': 12} {'Lbs-': 544.57, 'Acc+': 3.68, 'Mpg+': 3.88, 'N': 12} ------------------ -explain= {'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156], [112, 156]], 'Model': [[71, 74], [72, 77], [74, 77], [75, 77]]} +explain= {'origin': [3], 'Clndrs': [[-inf, 5]], 'Volume': [[-inf, 98]], 'Model': [[81, inf]]} HPs ------------------ -bins : 9 +bins : 14 better : zitler -Far : 0.95 +Far : 0.65 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 600 +dist : 2.0 +rest : 3.0 ------------------ ------------------ -xpln on 6 evals {'Lbs-': 2310.0, 'Acc+': 17.0, 'Mpg+': 30.0, 'N': 22} -Best Xpln HPs +xpln1 on 6 evals {'Lbs-': 1985.0, 'Acc+': 17.3, 'Mpg+': 40.0, 'N': 11} {'Lbs-': 118.22, 'Acc+': 1.43, 'Mpg+': 3.88, 'N': 11} +------------------ +Stats +------------------ +all {'Lbs-': 2807.0, 'Acc+': 15.5, 'Mpg+': 20.0, 'N': 398} {'Lbs-': 886.82, 'Acc+': 2.71, 'Mpg+': 7.75, 'N': 398} +sway1 with 6 evals {'Lbs-': 2375.0, 'Acc+': 17.5, 'Mpg+': 30.0, 'N': 12} {'Lbs-': 443.41, 'Acc+': 2.52, 'Mpg+': 3.88, 'N': 12} +xpln1 on 6 evals {'Lbs-': 2246.0, 'Acc+': 15.7, 'Mpg+': 30.0, 'N': 70} {'Lbs-': 490.31, 'Acc+': 2.98, 'Mpg+': 7.75, 'N': 70} +top with 398 evals {'Lbs-': 1955.0, 'Acc+': 20.5, 'Mpg+': 30.0, 'N': 12} {'Lbs-': 293.8, 'Acc+': 1.94, 'Mpg+': 3.88, 'N': 12} +sway2 with 6 evals {'Lbs-': 2320.0, 'Acc+': 19.9, 'Mpg+': 40.0, 'N': 12} {'Lbs-': 544.57, 'Acc+': 3.68, 'Mpg+': 3.88, 'N': 12} +xpln2 on 6 evals {'Lbs-': 1985.0, 'Acc+': 17.3, 'Mpg+': 40.0, 'N': 11} {'Lbs-': 118.22, 'Acc+': 1.43, 'Mpg+': 3.88, 'N': 11} +------------------ +Using Cliffs Delta +------------------ +All to All {'Lbs-': True, 'Acc+': True, 'Mpg+': True} +All to Sway1 {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +All to Sway2 {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +Sway1 to Sway2 {'Lbs-': True, 'Acc+': False, 'Mpg+': False} +Sway1 to Xpln1 {'Lbs-': True, 'Acc+': True, 'Mpg+': True} +Sway2 to Xpln2 {'Lbs-': False, 'Acc+': False, 'Mpg+': True} +Sway1 to Top {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +Sway2 to Top {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +------------------ +Using Bootstrap +------------------ +All to All {'Lbs-': True, 'Acc+': True, 'Mpg+': True} +All to Sway1 {'Lbs-': False, 'Acc+': True, 'Mpg+': True} +All to Sway2 {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +Sway1 to Sway2 {'Lbs-': True, 'Acc+': True, 'Mpg+': False} +Sway1 to Xpln1 {'Lbs-': True, 'Acc+': True, 'Mpg+': True} +Sway2 to Xpln2 {'Lbs-': False, 'Acc+': True, 'Mpg+': True} +Sway1 to Top {'Lbs-': False, 'Acc+': False, 'Mpg+': True} +Sway2 to Top {'Lbs-': True, 'Acc+': True, 'Mpg+': False} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-china.out b/out/project2-china.out index 33aff1c..6650e8b 100644 --- a/out/project2-china.out +++ b/out/project2-china.out @@ -1,41 +1,39 @@ -AFP -inf 1092 -AFP 1092 inf +AFP -inf 856 +AFP 856 inf -Input -inf 555 -Input 555 inf +Input -inf inf -Output -inf 145 -Output 145 432 -Output 432 inf +Output -inf 118 +Output 118 inf -Enquiry -inf 59 -Enquiry 59 170 -Enquiry 170 inf +Enquiry -inf 54 +Enquiry 54 112 +Enquiry 112 inf -File -inf 173 -File 173 inf +File -inf 175 +File 175 inf Interface -inf 80 Interface 80 inf -Added -inf 796 -Added 796 inf +Added -inf 729 +Added 729 inf -Changed -inf 312 -Changed 312 inf +Changed -inf 243 +Changed 243 inf -Deleted -inf 61 -Deleted 61 inf +Deleted -inf 136 +Deleted 136 inf PDR_AFP -inf 5.1 PDR_AFP 5.1 inf -PDR_UFP -inf 6 -PDR_UFP 6 inf +PDR_UFP -inf 5.8 +PDR_UFP 5.8 inf -NPDR_AFP -inf 6.2 -NPDR_AFP 6.2 inf +NPDR_AFP -inf 6 +NPDR_AFP 6 inf NPDU_UFP -inf 6.5 NPDU_UFP 6.5 inf @@ -46,64 +44,90 @@ Resource 2 inf DevType -inf inf Duration -inf 5 -Duration 5 15 -Duration 15 inf +Duration 5 inf {'PDR_AFP': [[-inf, 5.1]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]], 'Output': [[-inf, 145]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]], 'Output': [[-inf, 145]], 'Deleted': [[-inf, 61]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]], 'Output': [[-inf, 145]], 'Deleted': [[-inf, 61]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]], 'Output': [[-inf, 145]], 'Deleted': [[-inf, 61]], 'Changed': [[-inf, 312]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]], 'Output': [[-inf, 145]], 'Deleted': [[-inf, 61]], 'Changed': [[-inf, 312]], 'Enquiry': [[-inf, 59]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]], 'Output': [[-inf, 145]], 'Deleted': [[-inf, 61]], 'Changed': [[-inf, 312]], 'Enquiry': [[-inf, 59]], 'Duration': [[-inf, 5]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]], 'Output': [[-inf, 145]], 'Deleted': [[-inf, 61]], 'Changed': [[-inf, 312]], 'Enquiry': [[-inf, 59]], 'Duration': [[-inf, 15]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]], 'Output': [[-inf, 145]], 'Deleted': [[-inf, 61]], 'Changed': [[-inf, 312]], 'Enquiry': [[-inf, 170]], 'Duration': [[-inf, 15]]} -{'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]], 'Interface': [[-inf, 80]], 'Input': [[-inf, 555]], 'Output': [[-inf, 145]], 'Deleted': [[-inf, 61]], 'Enquiry': [[-inf, 170]], 'Duration': [[-inf, 15]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]], 'File': [[-inf, 175]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]], 'File': [[-inf, 175]], 'Interface': [[-inf, 80]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]], 'File': [[-inf, 175]], 'Interface': [[-inf, 80]], 'Added': [[-inf, 729]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]], 'File': [[-inf, 175]], 'Interface': [[-inf, 80]], 'Added': [[-inf, 729]], 'AFP': [[-inf, 856]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]], 'File': [[-inf, 175]], 'Interface': [[-inf, 80]], 'Added': [[-inf, 729]], 'AFP': [[-inf, 856]], 'Changed': [[-inf, 243]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]], 'File': [[-inf, 175]], 'Interface': [[-inf, 80]], 'Added': [[-inf, 729]], 'AFP': [[-inf, 856]], 'Changed': [[-inf, 243]], 'Deleted': [[-inf, 136]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]], 'File': [[-inf, 175]], 'Interface': [[-inf, 80]], 'Added': [[-inf, 729]], 'AFP': [[-inf, 856]], 'Changed': [[-inf, 243]], 'Deleted': [[-inf, 136]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]], 'File': [[-inf, 175]], 'Interface': [[-inf, 80]], 'Added': [[-inf, 729]], 'AFP': [[-inf, 856]], 'Changed': [[-inf, 243]], 'Deleted': [[-inf, 136]]} +{'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]], 'NPDU_UFP': [[-inf, 6.5]], 'Resource': [[-inf, 2]], 'Output': [[-inf, 118]], 'File': [[-inf, 175]], 'Interface': [[-inf, 80]], 'Added': [[-inf, 729]], 'AFP': [[-inf, 856]], 'Changed': [[-inf, 243]], 'Deleted': [[-inf, 136]], 'Enquiry': [[-inf, 54]]} ----------- -explain= {'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]]} +explain= {'PDR_AFP': [[-inf, 5.1]], 'Duration': [[-inf, 5]], 'PDR_UFP': [[-inf, 5.8]], 'NPDR_AFP': [[-inf, 6]]} all {'N_effort-': 2109.0, 'N': 499} {'N_effort-': 3799.61, 'N': 499} -sway1 with 6 evals {'N_effort-': 575.0, 'N': 16} {'N_effort-': 346.51, 'N': 16} -xpln1 on 6 evals {'N_effort-': 668.0, 'N': 93} {'N_effort-': 631.01, 'N': 93} -top with 499 evals {'N_effort-': 155.0, 'N': 16} {'N_effort-': 35.27, 'N': 16} +sway1 with 6 evals {'N_effort-': 296.0, 'N': 15} {'N_effort-': 224.81, 'N': 15} +xpln1 on 6 evals {'N_effort-': 450.0, 'N': 55} {'N_effort-': 388.76, 'N': 55} +top with 499 evals {'N_effort-': 155.0, 'N': 15} {'N_effort-': 35.27, 'N': 15} ------------------ ------------------ HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 10 +better : bdom +Far : 0.93 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 2600 +dist : 3.0 +rest : 6.0 ------------------ ------------------ -sway on 6 evals {'N_effort-': 575.0, 'N': 16} +sway with 6 evals {'N_effort-': 198.0, 'N': 15} {'N_effort-': 1081.4, 'N': 15} ------------------ -explain= {'PDR_AFP': [[-inf, 5.1]], 'NPDR_AFP': [[-inf, 6.2]], 'NPDU_UFP': [[-inf, 6.5]], 'PDR_UFP': [[-inf, 6]], 'Resource': [[-inf, 2]], 'Added': [[-inf, 796]], 'AFP': [[-inf, 1092]], 'File': [[-inf, 173]]} +explain= {'NPDR_AFP': [[-inf, 4.5]], 'NPDU_UFP': [[-inf, 4.9]], 'PDR_UFP': [[-inf, 4.1]], 'PDR_AFP': [[-inf, 2.6]], 'Enquiry': [[-inf, 41]], 'Resource': [[-inf, 2]]} HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 12 +better : bdom +Far : 0.81 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 1600 +dist : 4.0 +rest : 4.0 ------------------ ------------------ -xpln on 6 evals {'N_effort-': 668.0, 'N': 93} -Best Xpln HPs +xpln1 on 6 evals {'N_effort-': 225.0, 'N': 24} {'N_effort-': 152.33, 'N': 24} +------------------ +Stats +------------------ +all {'N_effort-': 2109.0, 'N': 499} {'N_effort-': 3799.61, 'N': 499} +sway1 with 6 evals {'N_effort-': 201.0, 'N': 15} {'N_effort-': 198.45, 'N': 15} +xpln1 on 6 evals {'N_effort-': 763.0, 'N': 126} {'N_effort-': 1468.22, 'N': 126} +top with 499 evals {'N_effort-': 155.0, 'N': 15} {'N_effort-': 35.27, 'N': 15} +sway2 with 6 evals {'N_effort-': 198.0, 'N': 15} {'N_effort-': 1081.4, 'N': 15} +xpln2 on 6 evals {'N_effort-': 225.0, 'N': 24} {'N_effort-': 152.33, 'N': 24} +------------------ +Using Cliffs Delta +------------------ +All to All {'N_effort-': True} +All to Sway1 {'N_effort-': False} +All to Sway2 {'N_effort-': False} +Sway1 to Sway2 {'N_effort-': True} +Sway1 to Xpln1 {'N_effort-': False} +Sway2 to Xpln2 {'N_effort-': False} +Sway1 to Top {'N_effort-': False} +Sway2 to Top {'N_effort-': False} +------------------ +Using Bootstrap +------------------ +All to All {'N_effort-': True} +All to Sway1 {'N_effort-': False} +All to Sway2 {'N_effort-': False} +Sway1 to Sway2 {'N_effort-': True} +Sway1 to Xpln1 {'N_effort-': False} +Sway2 to Xpln2 {'N_effort-': True} +Sway1 to Top {'N_effort-': True} +Sway2 to Top {'N_effort-': True} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-coc1000.out b/out/project2-coc1000.out index 4a9ad3c..ec28a6a 100644 --- a/out/project2-coc1000.out +++ b/out/project2-coc1000.out @@ -20,8 +20,7 @@ DATA 5 inf DOCU -inf 2 DOCU 2 3 DOCU 3 4 -DOCU 4 5 -DOCU 5 inf +DOCU 4 inf PCAP -inf 2 PCAP 2 3 @@ -100,98 +99,131 @@ TOOL 2 3 TOOL 3 4 TOOL 4 5 TOOL 5 inf -{'TOOL': [[2, 3]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[4, 5]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[4, 5]], 'PVOL': [[5, inf]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[4, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[4, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[4, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[4, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 4]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[4, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[4, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 2]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 2]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 2]], 'ARCH': [[3, 4]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[3, 4]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[3, 4]], 'DATA': [[3, 4]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[3, 4]], 'DATA': [[3, 4]], 'SCED': [[2, 3]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[3, 4]], 'DATA': [[3, 4]], 'SCED': [[2, 4]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[3, 4]], 'DATA': [[3, 4]], 'SCED': [[2, 4]], 'SITE': [[4, 5]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[3, 5]], 'DATA': [[3, 4]], 'SCED': [[2, 4]], 'SITE': [[4, 5]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[3, 5]], 'DATA': [[3, 4]], 'SCED': [[2, 4]], 'SITE': [[4, 5]], 'TIME': [[6, inf]]} -{'TOOL': [[2, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[3, 5]], 'DATA': [[3, 4]], 'SCED': [[2, 4]], 'SITE': [[4, 5]], 'TIME': [[6, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[3, 5]], 'DATA': [[3, 4]], 'SCED': [[2, 4]], 'SITE': [[4, 5]], 'TIME': [[6, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 3]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[3, 4]], 'SCED': [[2, 4]], 'SITE': [[4, 5]], 'TIME': [[6, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 3]], 'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, 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'RUSE': [[3, 4]], 'DOCU': [[4, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[4, 5]], 'TIME': [[4, 5], [6, inf]], 'PREC': [[2, 3]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[4, 5]], 'TIME': [[4, 5], [6, inf]], 'PREC': [[2, 3]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, 3], [4, 5]], 'TIME': [[4, 5], [6, inf]], 'PREC': [[2, 3]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, 3], [4, 5]], 'TIME': [[4, inf]], 'PREC': [[2, 3]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, 3], [4, inf]], 'TIME': [[4, inf]], 'PREC': [[2, 3]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'TIME': [[4, inf]], 'PREC': [[2, 3]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[4, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'TIME': [[4, inf]], 'PREC': [[-inf, 3]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'TIME': [[4, inf]], 'PREC': [[-inf, 3]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'TIME': [[4, inf]], 'PREC': [[-inf, 4]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3], [4, 5]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'TIME': [[4, inf]], 'PREC': [[-inf, 4]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3], [4, 6]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'TIME': [[4, inf]], 'PREC': [[-inf, 4]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3], [4, 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5]], 'PVOL': [[3, 4], [5, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 3]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[2, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 4]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[-inf, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[2, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 4]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[-inf, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[3, 5]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[-inf, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 4]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[-inf, 4]], 'RUSE': [[3, 4]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[2, 5]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[-inf, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 4]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[-inf, 4]], 'RUSE': [[3, 4], [5, 6]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[2, 5]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[-inf, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 4]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[-inf, 4]], 'RUSE': [[3, 4], [5, 6]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[2, inf]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[-inf, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 4]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[-inf, 4]], 'RUSE': [[-inf, 4], [5, 6]], 'DOCU': [[3, 5]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[2, inf]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[-inf, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 4]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[-inf, 4]], 'RUSE': [[-inf, 4], [5, 6]], 'DOCU': [[3, inf]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[2, inf]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[-inf, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 4]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} -{'TOOL': [[-inf, 3]], 'PCON': [[-inf, 4]], 'RUSE': [[-inf, 6]], 'DOCU': [[3, inf]], 'STOR': [[-inf, 5]], 'PVOL': [[3, inf]], 'PCAP': [[2, inf]], 'PMAT': [[2, 3], [4, inf]], 'TEAM': [[-inf, 4]], 'ACAP': [[3, 5]], 'RELY': [[-inf, 4]], 'ARCH': [[-inf, 2], [3, 5]], 'DATA': [[-inf, 5]], 'SCED': [[2, 5]], 'SITE': [[2, inf]], 'PREC': [[-inf, 4], [5, inf]]} +{'STOR': [[-inf, 4]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]], 'RUSE': [[3, 4]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]], 'RUSE': [[3, 4]], 'SITE': [[2, 3]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]], 'RUSE': [[3, 4]], 'SITE': [[2, 3]], 'DATA': [[4, 5]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]], 'RUSE': [[3, 4]], 'SITE': [[2, 3]], 'DATA': [[4, 5]], 'SCED': [[4, 5]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]], 'RUSE': [[3, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, 5]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]], 'RUSE': [[3, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, 5]], 'TOOL': [[4, 5]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]], 'RUSE': [[3, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, 5]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]], 'RUSE': [[3, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, 5]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, 6]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, inf]], 'RUSE': [[3, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, 5]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, 6]], 'PMAT': [[2, 3]]} +{'STOR': [[-inf, 4]], 'DOCU': [[4, 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[[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]], 'RELY': [[5, inf]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]], 'RELY': [[5, inf]], 'PCON': [[3, 4]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]], 'RELY': [[5, inf]], 'PCON': [[2, 4]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]], 'RELY': [[5, inf]], 'PCON': [[2, 4]], 'PCAP': [[4, 5]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]], 'RELY': [[5, inf]], 'PCON': [[2, 4]], 'PCAP': [[4, 5]], 'TIME': [[5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]], 'RELY': [[5, inf]], 'PCON': [[2, 4]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, 5]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 4]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 4]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[3, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[2, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 3]], 'ACAP': [[2, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]], 'ARCH': [[5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 4]], 'ACAP': [[2, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]], 'ARCH': [[5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[2, 4]], 'ACAP': [[2, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, 4], [5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, 6]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, 4], [5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 4]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[4, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, 4], [5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, 4], [5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 3]], 'RELY': [[4, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, 4], [5, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 3]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 3]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [5, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 3]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4], [5, 6]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[4, inf]], 'PVOL': [[3, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4], [5, 6]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, inf]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[4, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4], [5, 6]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, inf]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[5, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4], [5, 6]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, inf]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4], [5, 6]], 'RELY': [[3, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, inf]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4], [5, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, inf]], 'TIME': [[4, inf]], 'ARCH': [[2, 3], [4, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4], [5, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, 3], [4, inf]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 4], [5, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, inf]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 4]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, inf]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 5]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'PCAP': [[2, inf]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[3, inf]], 'RUSE': [[-inf, 5]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[2, inf]], 'RUSE': [[-inf, 5]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'PVOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[2, inf]], 'RUSE': [[-inf, 5]], 'SITE': [[2, 4]], 'DATA': [[4, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[2, inf]], 'RUSE': [[-inf, 5]], 'SITE': [[2, 4]], 'DATA': [[3, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4]], 'ACAP': [[2, 5]], 'PREC': [[2, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[2, inf]], 'RUSE': [[-inf, 5]], 'SITE': [[2, 4]], 'DATA': [[3, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4], [5, 6]], 'ACAP': [[2, 5]], 'PREC': [[2, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[2, inf]], 'RUSE': [[-inf, 5]], 'SITE': [[-inf, 4]], 'DATA': [[3, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4], [5, 6]], 'ACAP': [[2, 5]], 'PREC': [[2, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} +{'STOR': [[-inf, 5]], 'DOCU': [[2, inf]], 'RUSE': [[-inf, 5]], 'SITE': [[-inf, 4], [5, inf]], 'DATA': [[3, inf]], 'SCED': [[3, inf]], 'TOOL': [[3, inf]], 'TEAM': [[4, inf]], 'PMAT': [[-inf, 4], [5, 6]], 'ACAP': [[2, 5]], 'PREC': [[2, 6]], 'RELY': [[2, inf]], 'PCON': [[2, 5]], 'TIME': [[4, inf]], 'ARCH': [[2, 6]]} ----------- -explain= {'TOOL': [[2, 3]]} -all {'LOC+': 1085.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 5.0, 'EFFORT-': 21102.0, 'N': 1000} {'LOC+': 627.52, 'AEXP-': 1.55, 'PLEX-': 1.55, 'RISK-': 5.43, 'EFFORT-': 28010.08, 'N': 1000} -sway1 with 7 evals {'LOC+': 1443.0, 'AEXP-': 3.0, 'PLEX-': 4.0, 'RISK-': 4.0, 'EFFORT-': 37716.0, 'N': 16} {'LOC+': 481.4, 'AEXP-': 1.16, 'PLEX-': 0.39, 'RISK-': 3.1, 'EFFORT-': 20927.52, 'N': 16} -xpln1 on 7 evals {'LOC+': 1030.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 6.0, 'EFFORT-': 22550.0, 'N': 259} {'LOC+': 612.4, 'AEXP-': 1.16, 'PLEX-': 1.55, 'RISK-': 5.81, 'EFFORT-': 31220.93, 'N': 259} -top with 1000 evals {'LOC+': 1672.0, 'AEXP-': 2.0, 'PLEX-': 1.0, 'RISK-': 4.0, 'EFFORT-': 31323.0, 'N': 16} {'LOC+': 213.57, 'AEXP-': 0.39, 'PLEX-': 0.39, 'RISK-': 4.26, 'EFFORT-': 16789.53, 'N': 16} +explain= {'STOR': [[-inf, 4]]} +all {'LOC+': 1078.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 5.0, 'EFFORT-': 19548.0, 'N': 1000} {'LOC+': 627.91, 'AEXP-': 1.16, 'PLEX-': 1.55, 'RISK-': 5.81, 'EFFORT-': 26093.41, 'N': 1000} +sway1 with 6 evals {'LOC+': 1161.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 4.0, 'EFFORT-': 19764.0, 'N': 31} {'LOC+': 664.34, 'AEXP-': 1.55, 'PLEX-': 1.16, 'RISK-': 3.1, 'EFFORT-': 34749.22, 'N': 31} +xpln1 on 6 evals {'LOC+': 1097.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 4.0, 'EFFORT-': 17241.0, 'N': 161} {'LOC+': 616.28, 'AEXP-': 1.55, 'PLEX-': 1.16, 'RISK-': 4.65, 'EFFORT-': 20410.08, 'N': 161} +top with 1000 evals {'LOC+': 1543.0, 'AEXP-': 2.0, 'PLEX-': 1.0, 'RISK-': 3.0, 'EFFORT-': 31323.0, 'N': 31} {'LOC+': 268.6, 'AEXP-': 0.39, 'PLEX-': 0.78, 'RISK-': 4.65, 'EFFORT-': 16789.53, 'N': 31} ------------------ ------------------ HPs ------------------ -bins : 9 +bins : 4 better : zitler -Far : 0.95 +Far : 0.65 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 100 +dist : 1.0 +rest : 2.0 ------------------ ------------------ -sway on 7 evals {'LOC+': 1443.0, 'AEXP-': 3.0, 'PLEX-': 4.0, 'RISK-': 4.0, 'EFFORT-': 37716.0, 'N': 16} +sway with 6 evals {'LOC+': 1156.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 5.0, 'EFFORT-': 20508.0, 'N': 249} {'LOC+': 605.81, 'AEXP-': 1.16, 'PLEX-': 1.55, 'RISK-': 5.43, 'EFFORT-': 24423.26, 'N': 249} ------------------ -explain= {'STOR': [[-inf, 5]]} +explain= {'PVOL': [[3, inf]], 'TIME': [[4, inf]], 'PMAT': [[3, inf]], 'SCED': [[2, inf]], 'RUSE': [[-inf, 4], [5, 6]], 'PCON': [[2, 5]], 'ACAP': [[3, inf]], 'SITE': [[3, inf]], 'TEAM': [[2, 3], [4, inf]], 'STOR': [[-inf, 6]], 'TOOL': [[-inf, 4]], 'DOCU': [[-inf, 3], [4, inf]], 'ARCH': [[2, 4], [5, inf]], 'PREC': [[-inf, 2], [3, 5], [6, inf]], 'RELY': [[-inf, 5]], 'PCAP': [[2, inf]]} HPs ------------------ -bins : 6.8 -better : zitler -Far : 0.85 +bins : 14 +better : bdom +Far : 0.73 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 2600 +dist : 3.5 +rest : 2.0 +------------------ +------------------ +xpln1 on 6 evals {'LOC+': 965.0, 'AEXP-': 2.0, 'PLEX-': 3.0, 'RISK-': 2.0, 'EFFORT-': 6608.0, 'N': 18} {'LOC+': 648.06, 'AEXP-': 1.16, 'PLEX-': 1.16, 'RISK-': 3.1, 'EFFORT-': 22515.5, 'N': 18} +------------------ +Stats +------------------ +all {'LOC+': 1078.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 5.0, 'EFFORT-': 19548.0, 'N': 1000} {'LOC+': 627.91, 'AEXP-': 1.16, 'PLEX-': 1.55, 'RISK-': 5.81, 'EFFORT-': 26093.41, 'N': 1000} +sway1 with 6 evals {'LOC+': 1117.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 2.0, 'EFFORT-': 14998.0, 'N': 31} {'LOC+': 582.56, 'AEXP-': 1.16, 'PLEX-': 1.55, 'RISK-': 4.26, 'EFFORT-': 18525.19, 'N': 31} +xpln1 on 6 evals {'LOC+': 1097.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 4.0, 'EFFORT-': 17241.0, 'N': 161} {'LOC+': 616.28, 'AEXP-': 1.55, 'PLEX-': 1.16, 'RISK-': 4.65, 'EFFORT-': 20410.08, 'N': 161} +top with 1000 evals {'LOC+': 1030.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 5.0, 'EFFORT-': 22927.0, 'N': 31} {'LOC+': 468.22, 'AEXP-': 1.55, 'PLEX-': 1.16, 'RISK-': 4.26, 'EFFORT-': 19286.05, 'N': 31} +sway2 with 6 evals {'LOC+': 1156.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 5.0, 'EFFORT-': 20508.0, 'N': 249} {'LOC+': 605.81, 'AEXP-': 1.16, 'PLEX-': 1.55, 'RISK-': 5.43, 'EFFORT-': 24423.26, 'N': 249} +xpln2 on 6 evals {'LOC+': 965.0, 'AEXP-': 2.0, 'PLEX-': 3.0, 'RISK-': 2.0, 'EFFORT-': 6608.0, 'N': 18} {'LOC+': 648.06, 'AEXP-': 1.16, 'PLEX-': 1.16, 'RISK-': 3.1, 'EFFORT-': 22515.5, 'N': 18} +------------------ +Using Cliffs Delta +------------------ +All to All {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': True, 'EFFORT-': True} +All to Sway1 {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': False, 'EFFORT-': False} +All to Sway2 {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': True, 'EFFORT-': True} +Sway1 to Sway2 {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': False, 'EFFORT-': False} +Sway1 to Xpln1 {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': False, 'EFFORT-': True} +Sway2 to Xpln2 {'LOC+': False, 'AEXP-': False, 'PLEX-': True, 'RISK-': False, 'EFFORT-': False} +Sway1 to Top {'LOC+': True, 'AEXP-': False, 'PLEX-': True, 'RISK-': False, 'EFFORT-': False} +Sway2 to Top {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': True, 'EFFORT-': True} ------------------ +Using Bootstrap ------------------ -xpln on 6 evals {'LOC+': 1068.0, 'AEXP-': 3.0, 'PLEX-': 3.0, 'RISK-': 4.0, 'EFFORT-': 17890.0, 'N': 463} -Best Xpln HPs +All to All {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': True, 'EFFORT-': True} +All to Sway1 {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': False, 'EFFORT-': True} +All to Sway2 {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': False, 'EFFORT-': True} +Sway1 to Sway2 {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': False, 'EFFORT-': True} +Sway1 to Xpln1 {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': True, 'EFFORT-': True} +Sway2 to Xpln2 {'LOC+': True, 'AEXP-': False, 'PLEX-': True, 'RISK-': False, 'EFFORT-': True} +Sway1 to Top {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': True, 'EFFORT-': True} +Sway2 to Top {'LOC+': True, 'AEXP-': True, 'PLEX-': True, 'RISK-': True, 'EFFORT-': True} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-coc10000.out b/out/project2-coc10000.out index 3830833..8db2e46 100644 --- a/out/project2-coc10000.out +++ b/out/project2-coc10000.out @@ -62,7 +62,8 @@ Pcon 4 5 Pcon 5 inf Plex -inf 2 -Plex 2 4 +Plex 2 3 +Plex 3 4 Plex 4 5 Plex 5 inf @@ -88,7 +89,8 @@ Pvol 5 inf Rely -inf 2 Rely 2 3 Rely 3 4 -Rely 4 inf +Rely 4 5 +Rely 5 inf Ruse -inf 3 Ruse 3 4 @@ -130,118 +132,151 @@ Tool 2 3 Tool 3 4 Tool 4 5 Tool 5 inf -{'Rely': [[2, 3]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[6, inf]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[6, inf]], 'Ltex': [[4, 5]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[6, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[6, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[6, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[6, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[6, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[6, inf]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[6, inf]], 'Plex': [[2, 4]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[6, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[6, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]], 'Data': [[4, 5]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[6, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]], 'Data': [[4, 5]], 'Team': [[2, 3]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]], 'Data': [[4, 5]], 'Team': [[2, 3]]} -{'Rely': [[2, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, 5]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[5, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 4]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, 5]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]], 'Tool': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]], 'Tool': [[2, 3]], 'Pcap': [[4, 5]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]], 'Tool': [[2, 3]], 'Pcap': [[4, 5]], 'Flex': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, 5]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]], 'Tool': [[2, 3]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]], 'Tool': [[2, 3]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]], 'Tool': [[2, 4]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]], 'Tool': [[2, 4]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 3]], 'Tool': [[2, 4]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]], 'Arch': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[2, 4]], 'Tool': [[2, 4]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]], 'Arch': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[2, 4]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]], 'Arch': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[2, 4]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]], 'Arch': [[2, 3]], 'Docu': [[2, 3]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[2, 4]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]], 'Arch': [[2, 3]], 'Docu': [[2, 3]], 'Prec': [[5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[4, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]], 'Arch': [[2, 3]], 'Docu': [[2, 3]], 'Prec': [[5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[6, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]], 'Arch': [[2, 3]], 'Docu': [[2, 3]], 'Prec': [[5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]], 'Arch': [[2, 3]], 'Docu': [[2, 3]], 'Prec': [[5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 3]], 'Arch': [[2, 3]], 'Docu': [[2, 4]], 'Prec': [[5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 4]], 'Arch': [[2, 3]], 'Docu': [[2, 4]], 'Prec': [[5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3]], 'Pmat': [[2, 4]], 'Arch': [[2, 4]], 'Docu': [[2, 4]], 'Prec': [[5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 3]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 5]], 'Pmat': [[2, 4]], 'Arch': [[2, 4]], 'Docu': [[2, 4]], 'Prec': [[5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 4]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 5]], 'Pmat': [[2, 4]], 'Arch': [[2, 4]], 'Docu': [[2, 4]], 'Prec': [[5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 4]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 4]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 5]], 'Pmat': [[2, 4]], 'Arch': [[2, 4]], 'Docu': [[2, 4]], 'Prec': [[2, 3], [5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[2, 4]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 5]], 'Pmat': [[2, 4]], 'Arch': [[2, 4]], 'Docu': [[2, 4]], 'Prec': [[2, 3], [5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 5]], 'Pmat': [[2, 4]], 'Arch': [[2, 4]], 'Docu': [[2, 4]], 'Prec': [[2, 3], [5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[2, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 5]], 'Pmat': [[2, 4]], 'Arch': [[-inf, 4]], 'Docu': [[2, 4]], 'Prec': [[2, 3], [5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 5]], 'Pmat': [[2, 4]], 'Arch': [[-inf, 4]], 'Docu': [[2, 4]], 'Prec': [[2, 3], [5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 5]], 'Pmat': [[2, 4]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, 6]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 5]], 'Pmat': [[2, 4]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[4, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 4]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[3, inf]], 'Cplx': [[5, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 4]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 4]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[4, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 3]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 5]], 'Data': [[4, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 6]], 'Data': [[4, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3], [4, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 4]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[4, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3], [4, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3], [4, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [5, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3], [4, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[5, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3], [4, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, 5]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 3], [4, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 3]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 4]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 4]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 4]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 5]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[2, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 4]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 5]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[-inf, 5]], 'Arch': [[-inf, 4]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 4]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 5]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[-inf, 5]], 'Arch': [[-inf, 4], [5, 6]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 4]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 5]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[-inf, 6]], 'Arch': [[-inf, 4], [5, 6]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 4]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 5]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 5]], 'Pcap': [[3, inf]], 'Flex': [[2, 3], [4, 6]], 'Pmat': [[-inf, 6]], 'Arch': [[-inf, 4], [5, 6]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 4]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[3, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 5]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 5]], 'Pcap': [[3, inf]], 'Flex': [[2, 6]], 'Pmat': [[-inf, 6]], 'Arch': [[-inf, 4], [5, 6]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 4]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 4]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[-inf, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 5]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 5]], 'Pcap': [[3, inf]], 'Flex': [[2, 6]], 'Pmat': [[-inf, 6]], 'Arch': [[-inf, 4], [5, 6]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} -{'Rely': [[-inf, 4]], 'Pvol': [[4, inf]], 'Stor': [[5, inf]], 'Ltex': [[3, inf]], 'Aexp': [[3, inf]], 'Pcon': [[-inf, 5]], 'Acap': [[-inf, 5]], 'Site': [[3, inf]], 'Cplx': [[4, inf]], 'Time': [[4, inf]], 'Plex': [[2, inf]], 'Ruse': [[-inf, 6]], 'Data': [[3, inf]], 'Team': [[-inf, 5]], 'Sced': [[-inf, 4]], 'Tool': [[-inf, 5]], 'Pcap': [[3, inf]], 'Flex': [[2, 6]], 'Pmat': [[-inf, 6]], 'Arch': [[-inf, 4], [5, 6]], 'Docu': [[-inf, 5]], 'Prec': [[2, 3], [4, inf]]} +{'Pvol': [[-inf, 3]]} +{'Pvol': [[-inf, 3]], 'Stor': [[6, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]], 'Arch': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[5, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[5, inf]], 'Site': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[5, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, 5]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, 5]], 'Sced': [[4, 5]]} +{'Pvol': [[-inf, 4]], 'Stor': [[6, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, 5]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, 5]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[5, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[5, inf]], 'Prec': [[5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[2, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[5, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[5, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[5, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[5, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[5, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]], 'Acap': [[4, 5]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[5, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]], 'Acap': [[4, 5]], 'Ruse': [[3, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]], 'Acap': [[4, 5]], 'Ruse': [[3, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 3]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]], 'Acap': [[4, 5]], 'Ruse': [[-inf, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]], 'Acap': [[4, 5]], 'Ruse': [[-inf, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 4]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]], 'Acap': [[4, 5]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]], 'Acap': [[4, 5]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]], 'Acap': [[4, 5]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4]], 'Acap': [[4, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 5]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4], [5, inf]], 'Acap': [[4, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 3]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4], [5, inf]], 'Acap': [[4, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 4]], 'Rely': [[4, inf]], 'Sced': [[4, 5]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4], [5, inf]], 'Acap': [[4, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 4]], 'Rely': [[4, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 3]], 'Aexp': [[4, 5]], 'Plex': [[3, 4], [5, inf]], 'Acap': [[4, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 4]], 'Rely': [[4, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 4]], 'Aexp': [[4, 5]], 'Plex': [[3, 4], [5, inf]], 'Acap': [[4, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 4]], 'Rely': [[4, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, 6]], 'Docu': [[2, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, 4], [5, inf]], 'Acap': [[4, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[2, 4]], 'Rely': [[4, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 2]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, inf]], 'Docu': [[2, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, 4], [5, inf]], 'Acap': [[4, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, 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'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[4, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 3]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]], 'Pmat': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[4, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[4, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]], 'Pmat': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[4, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]], 'Pmat': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 4]], 'Ltex': [[2, 4]], 'Pmat': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 3]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 3]], 'Team': [[5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 4]], 'Team': [[5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[4, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 4], [5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 3]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 4], [5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[2, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 4], [5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[5, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 4], [5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 3]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[4, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 4], [5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 4]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[4, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 4], [5, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 4]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, 5]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[4, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 4]], 'Time': [[4, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[4, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 4]], 'Time': [[-inf, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[4, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 4]], 'Time': [[-inf, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, 6]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 4]], 'Time': [[-inf, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 4]], 'Pmat': [[2, 5]], 'Team': [[3, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 4]], 'Time': [[-inf, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 5]], 'Pmat': [[2, 5]], 'Team': [[3, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 4]], 'Time': [[-inf, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 5]], 'Pmat': [[-inf, 5]], 'Team': [[3, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[4, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 5]], 'Pmat': [[-inf, 5]], 'Team': [[3, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 4]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 5]], 'Pmat': [[-inf, 5]], 'Team': [[3, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 5]], 'Pmat': [[-inf, 5]], 'Team': [[3, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[2, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 4]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 5]], 'Aexp': [[3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 5]], 'Aexp': [[-inf, 2], [3, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 5]], 'Aexp': [[-inf, 2], [3, inf]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 5]], 'Plex': [[3, inf]], 'Acap': [[3, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 5]], 'Plex': [[3, inf]], 'Acap': [[2, inf]], 'Ruse': [[-inf, 5]], 'Ltex': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 4]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 5]], 'Plex': [[3, inf]], 'Acap': [[2, inf]], 'Ruse': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[2, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 5]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 5]], 'Plex': [[3, inf]], 'Acap': [[2, inf]], 'Ruse': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[-inf, 5]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 5]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 5]], 'Plex': [[3, inf]], 'Acap': [[2, inf]], 'Ruse': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} +{'Pvol': [[-inf, 4]], 'Stor': [[5, inf]], 'Arch': [[-inf, 6]], 'Time': [[-inf, 6]], 'Data': [[3, inf]], 'Site': [[-inf, 4]], 'Tool': [[-inf, 4]], 'Rely': [[3, inf]], 'Sced': [[3, inf]], 'Pcon': [[3, inf]], 'Cplx': [[-inf, 5]], 'Flex': [[-inf, 5]], 'Pcap': [[3, inf]], 'Prec': [[3, inf]], 'Docu': [[-inf, 5]], 'Plex': [[3, inf]], 'Acap': [[2, inf]], 'Ruse': [[-inf, 5]], 'Pmat': [[-inf, 5]], 'Team': [[2, inf]]} ----------- -explain= {'Rely': [[2, 3]]} -all {'Loc+': 970.0, 'Risk-': 5.0, 'Effort-': 19757.0, 'N': 10000} {'Loc+': 592.25, 'Risk-': 5.43, 'Effort-': 23203.49, 'N': 10000} -sway1 with 8 evals {'Loc+': 1156.0, 'Risk-': 9.0, 'Effort-': 27870.0, 'N': 78} {'Loc+': 612.4, 'Risk-': 6.2, 'Effort-': 28714.73, 'N': 78} -xpln1 on 8 evals {'Loc+': 1079.0, 'Risk-': 5.0, 'Effort-': 18501.0, 'N': 2551} {'Loc+': 620.16, 'Risk-': 4.65, 'Effort-': 22101.94, 'N': 2551} +explain= {'Pvol': [[-inf, 3]]} +all {'Loc+': 958.0, 'Risk-': 5.0, 'Effort-': 20501.0, 'N': 10000} {'Loc+': 622.09, 'Risk-': 5.81, 'Effort-': 27656.59, 'N': 10000} +sway1 with 8 evals {'Loc+': 929.0, 'Risk-': 2.0, 'Effort-': 16510.0, 'N': 78} {'Loc+': 563.95, 'Risk-': 3.1, 'Effort-': 19158.53, 'N': 78} +xpln1 on 8 evals {'Loc+': 1053.0, 'Risk-': 5.0, 'Effort-': 17836.0, 'N': 1639} {'Loc+': 592.64, 'Risk-': 5.81, 'Effort-': 23986.05, 'N': 1639} top with 10000 evals {'Loc+': 1961.0, 'Risk-': 0.0, 'Effort-': 17752.0, 'N': 78} {'Loc+': 47.29, 'Risk-': 0.39, 'Effort-': 9927.52, 'N': 78} ------------------ ------------------ HPs ------------------ -bins : 6.8 -better : zitler -Far : 0.85 +bins : 4 +better : bdom +Far : 0.77 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 100 +dist : 4.0 +rest : 5.0 ------------------ ------------------ -sway on 8 evals {'Loc+': 1009.0, 'Risk-': 3.0, 'Effort-': 7949.0, 'N': 78} +sway with 8 evals {'Loc+': 1253.0, 'Risk-': 2.0, 'Effort-': 21599.0, 'N': 78} {'Loc+': 613.95, 'Risk-': 3.49, 'Effort-': 28344.57, 'N': 78} ------------------ -explain= {'Rely': [[2, 3]]} +explain= {'Sced': [[5, inf]]} HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 12 +better : bdom +Far : 0.89 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 100 +dist : 2.5 +rest : 5.0 ------------------ ------------------ -xpln on 8 evals {'Loc+': 1079.0, 'Risk-': 5.0, 'Effort-': 18501.0, 'N': 2551} -Best Xpln HPs +xpln1 on 8 evals {'Loc+': 1196.0, 'Risk-': 3.0, 'Effort-': 10903.0, 'N': 1243} {'Loc+': 617.44, 'Risk-': 4.26, 'Effort-': 16612.4, 'N': 1243} +------------------ +Stats +------------------ +all {'Loc+': 958.0, 'Risk-': 5.0, 'Effort-': 20501.0, 'N': 10000} {'Loc+': 622.09, 'Risk-': 5.81, 'Effort-': 27656.59, 'N': 10000} +sway1 with 8 evals {'Loc+': 1243.0, 'Risk-': 2.0, 'Effort-': 24177.0, 'N': 78} {'Loc+': 536.05, 'Risk-': 4.26, 'Effort-': 26475.19, 'N': 78} +xpln1 on 8 evals {'Loc+': 1018.0, 'Risk-': 5.0, 'Effort-': 16867.0, 'N': 1639} {'Loc+': 599.22, 'Risk-': 5.43, 'Effort-': 22024.81, 'N': 1639} +top with 10000 evals {'Loc+': 1143.0, 'Risk-': 6.0, 'Effort-': 20782.0, 'N': 78} {'Loc+': 610.08, 'Risk-': 5.04, 'Effort-': 29905.04, 'N': 78} +sway2 with 8 evals {'Loc+': 1253.0, 'Risk-': 2.0, 'Effort-': 21599.0, 'N': 78} {'Loc+': 613.95, 'Risk-': 3.49, 'Effort-': 28344.57, 'N': 78} +xpln2 on 8 evals {'Loc+': 1196.0, 'Risk-': 3.0, 'Effort-': 10903.0, 'N': 1243} {'Loc+': 617.44, 'Risk-': 4.26, 'Effort-': 16612.4, 'N': 1243} +------------------ +Using Cliffs Delta +------------------ +All to All {'Loc+': True, 'Risk-': True, 'Effort-': True} +All to Sway1 {'Loc+': True, 'Risk-': False, 'Effort-': True} +All to Sway2 {'Loc+': True, 'Risk-': False, 'Effort-': True} +Sway1 to Sway2 {'Loc+': True, 'Risk-': True, 'Effort-': True} +Sway1 to Xpln1 {'Loc+': False, 'Risk-': False, 'Effort-': False} +Sway2 to Xpln2 {'Loc+': True, 'Risk-': True, 'Effort-': False} +Sway1 to Top {'Loc+': True, 'Risk-': False, 'Effort-': True} +Sway2 to Top {'Loc+': True, 'Risk-': False, 'Effort-': True} +------------------ +Using Bootstrap +------------------ +All to All {'Loc+': True, 'Risk-': True, 'Effort-': True} +All to Sway1 {'Loc+': False, 'Risk-': False, 'Effort-': True} +All to Sway2 {'Loc+': True, 'Risk-': False, 'Effort-': True} +Sway1 to Sway2 {'Loc+': True, 'Risk-': True, 'Effort-': True} +Sway1 to Xpln1 {'Loc+': False, 'Risk-': False, 'Effort-': True} +Sway2 to Xpln2 {'Loc+': True, 'Risk-': True, 'Effort-': False} +Sway1 to Top {'Loc+': True, 'Risk-': False, 'Effort-': True} +Sway2 to Top {'Loc+': True, 'Risk-': False, 'Effort-': True} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-healthCloseIsses12mths0001-hard.out b/out/project2-healthCloseIsses12mths0001-hard.out index ece2b2f..f81874f 100644 --- a/out/project2-healthCloseIsses12mths0001-hard.out +++ b/out/project2-healthCloseIsses12mths0001-hard.out @@ -6,7 +6,8 @@ N_estimators 50 80 N_estimators 80 100 N_estimators 100 130 N_estimators 130 150 -N_estimators 150 inf +N_estimators 150 170 +N_estimators 170 inf criterion absolute_error absolute_error criterion poisson poisson @@ -17,75 +18,102 @@ Min_sample_leaves 2 3 Min_sample_leaves 3 5 Min_sample_leaves 5 8 Min_sample_leaves 8 10 -Min_sample_leaves 10 inf +Min_sample_leaves 10 13 +Min_sample_leaves 13 15 +Min_sample_leaves 15 inf -Min_impurity_decrease -inf 3 -Min_impurity_decrease 3 4.25 +Min_impurity_decrease -inf 4.25 Min_impurity_decrease 4.25 5.5 Min_impurity_decrease 5.5 6.75 Min_impurity_decrease 6.75 8 Min_impurity_decrease 8 9.25 Min_impurity_decrease 9.25 inf -Max_depth -inf 2 -Max_depth 2 3 -Max_depth 3 5 -Max_depth 5 8 -Max_depth 8 10 -Max_depth 10 inf -{'criterion': ['poisson']} -{'criterion': ['poisson'], 'Min_sample_leaves': [[2, 3]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[2, 3]], 'Min_impurity_decrease': [[5.5, 6.75]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[2, 3]], 'Min_impurity_decrease': [[5.5, 6.75]], 'N_estimators': [[100, 130]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[2, 5]], 'Min_impurity_decrease': [[5.5, 6.75]], 'N_estimators': [[100, 130]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[2, 5]], 'Min_impurity_decrease': [[5.5, 6.75]], 'N_estimators': [[100, 130]], 'Max_depth': [[3, 5]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[2, 5]], 'Min_impurity_decrease': [[5.5, 6.75]], 'N_estimators': [[100, 130]], 'Max_depth': [[2, 5]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[2, 5]], 'Min_impurity_decrease': [[5.5, 6.75]], 'N_estimators': [[100, 130]], 'Max_depth': [[2, 8]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[2, 5]], 'Min_impurity_decrease': [[5.5, 8]], 'N_estimators': [[100, 130]], 'Max_depth': [[2, 8]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[2, 5]], 'Min_impurity_decrease': [[5.5, 8]], 'N_estimators': [[80, 130]], 'Max_depth': [[2, 8]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[-inf, 5]], 'Min_impurity_decrease': [[5.5, 8]], 'N_estimators': [[80, 130]], 'Max_depth': [[2, 8]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[-inf, 5]], 'Min_impurity_decrease': [[4.25, 8]], 'N_estimators': [[80, 130]], 'Max_depth': [[2, 8]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[-inf, 5]], 'Min_impurity_decrease': [[4.25, 9.25]], 'N_estimators': [[80, 130]], 'Max_depth': [[2, 8]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[-inf, 5]], 'Min_impurity_decrease': [[4.25, 9.25]], 'N_estimators': [[50, 130]], 'Max_depth': [[2, 8]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[-inf, 5]], 'Min_impurity_decrease': [[4.25, 9.25]], 'N_estimators': [[30, 130]], 'Max_depth': [[2, 8]]} -{'criterion': ['poisson'], 'Min_sample_leaves': [[-inf, 5]], 'Min_impurity_decrease': [[4.25, 9.25]], 'N_estimators': [[30, 130]], 'Max_depth': [[-inf, 8]]} +Max_depth -inf 10 +Max_depth 10 13 +Max_depth 13 15 +Max_depth 15 17 +Max_depth 17 inf +{'criterion': ['squared_error']} +{'criterion': ['squared_error'], 'Max_depth': [[17, inf]]} +{'criterion': ['squared_error'], 'Max_depth': [[17, inf]], 'Min_impurity_decrease': [[8, 9.25]]} +{'criterion': ['squared_error'], 'Max_depth': [[17, inf]], 'Min_impurity_decrease': [[8, 9.25]], 'Min_sample_leaves': [[5, 8]]} +{'criterion': ['squared_error'], 'Max_depth': [[17, inf]], 'Min_impurity_decrease': [[8, 9.25]], 'Min_sample_leaves': [[5, 8]], 'N_estimators': [[100, 130]]} +{'criterion': ['squared_error'], 'Max_depth': [[17, inf]], 'Min_impurity_decrease': [[8, 9.25]], 'Min_sample_leaves': [[5, 8]], 'N_estimators': [[50, 80], [100, 130]]} +{'criterion': ['squared_error'], 'Max_depth': [[17, inf]], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[5, 8]], 'N_estimators': [[50, 80], [100, 130]]} +{'criterion': ['squared_error'], 'Max_depth': [[17, inf]], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[5, 10]], 'N_estimators': [[50, 80], [100, 130]]} +{'criterion': ['squared_error'], 'Max_depth': [[15, inf]], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[5, 10]], 'N_estimators': [[50, 80], [100, 130]]} +{'criterion': ['squared_error'], 'Max_depth': [[15, inf]], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[5, 10]], 'N_estimators': [[50, 130]]} +{'criterion': ['squared_error'], 'Max_depth': [[15, inf]], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[5, 13]], 'N_estimators': [[50, 130]]} +{'criterion': ['squared_error'], 'Max_depth': [[15, inf]], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[3, 13]], 'N_estimators': [[50, 130]]} +{'criterion': ['squared_error'], 'Max_depth': [[15, inf]], 'Min_impurity_decrease': [[5.5, 9.25]], 'Min_sample_leaves': [[3, 13]], 'N_estimators': [[50, 130]]} ----------- -explain= {'criterion': ['poisson']} -all {'MRE-': 75.16, 'ACC+': 7.12, 'PRED40+': 25.0, 'N': 10000} {'MRE-': 11.02, 'ACC+': 3.21, 'PRED40+': 14.53, 'N': 10000} -sway1 with 8 evals {'MRE-': 73.9, 'ACC+': 7.5, 'PRED40+': 25.0, 'N': 78} {'MRE-': 1.79, 'ACC+': 0.55, 'PRED40+': 9.69, 'N': 78} -xpln1 on 8 evals {'MRE-': 73.76, 'ACC+': 7.52, 'PRED40+': 25.0, 'N': 3335} {'MRE-': 2.08, 'ACC+': 0.66, 'PRED40+': 9.69, 'N': 3335} +explain= {'criterion': ['squared_error']} +all {'MRE-': 75.16, 'ACC+': 7.15, 'PRED40+': 25.0, 'N': 10000} {'MRE-': 10.82, 'ACC+': 3.21, 'PRED40+': 14.53, 'N': 10000} +sway1 with 8 evals {'MRE-': 73.53, 'ACC+': 7.61, 'PRED40+': 25.0, 'N': 78} {'MRE-': 2.05, 'ACC+': 0.62, 'PRED40+': 9.69, 'N': 78} +xpln1 on 8 evals {'MRE-': 73.8, 'ACC+': 7.55, 'PRED40+': 25.0, 'N': 3363} {'MRE-': 2.12, 'ACC+': 0.85, 'PRED40+': 9.69, 'N': 3363} top with 10000 evals {'MRE-': 64.91, 'ACC+': 11.4, 'PRED40+': 25.0, 'N': 78} {'MRE-': 4.68, 'ACC+': 3.98, 'PRED40+': 4.84, 'N': 78} ------------------ ------------------ HPs ------------------ -bins : 6.8 -better : zitler -Far : 0.85 +bins : 4 +better : bdom +Far : 0.89 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 1600 +dist : 1.0 +rest : 2.0 ------------------ ------------------ -sway on 8 evals {'MRE-': 73.76, 'ACC+': 7.54, 'PRED40+': 25.0, 'N': 78} +sway with 8 evals {'MRE-': 73.56, 'ACC+': 8.57, 'PRED40+': 25.0, 'N': 78} {'MRE-': 2.57, 'ACC+': 3.33, 'PRED40+': 9.69, 'N': 78} ------------------ -explain= {'criterion': ['squared_error']} +explain= {'criterion': ['squared_error'], 'N_estimators': [[-inf, 90]], 'Max_depth': [[-inf, 9]], 'Min_impurity_decrease': [[4.75, inf]], 'Min_sample_leaves': [[9, inf]]} HPs ------------------ -bins : 6.8 -better : zitler -Far : 0.85 +bins : 4 +better : bdom +Far : 0.93 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 100 +dist : 3.0 +rest : 2.0 +------------------ +------------------ +xpln1 on 8 evals {'MRE-': 73.42, 'ACC+': 7.77, 'PRED40+': 25.0, 'N': 166} {'MRE-': 2.78, 'ACC+': 0.82, 'PRED40+': 9.69, 'N': 166} +------------------ +Stats +------------------ +all {'MRE-': 75.16, 'ACC+': 7.15, 'PRED40+': 25.0, 'N': 10000} {'MRE-': 10.82, 'ACC+': 3.21, 'PRED40+': 14.53, 'N': 10000} +sway1 with 8 evals {'MRE-': 73.58, 'ACC+': 7.59, 'PRED40+': 25.0, 'N': 78} {'MRE-': 1.36, 'ACC+': 0.52, 'PRED40+': 9.69, 'N': 78} +xpln1 on 8 evals {'MRE-': 73.81, 'ACC+': 7.55, 'PRED40+': 25.0, 'N': 3363} {'MRE-': 2.28, 'ACC+': 0.84, 'PRED40+': 9.69, 'N': 3363} +top with 10000 evals {'MRE-': 74.66, 'ACC+': 7.39, 'PRED40+': 25.0, 'N': 78} {'MRE-': 11.54, 'ACC+': 3.48, 'PRED40+': 14.53, 'N': 78} +sway2 with 8 evals {'MRE-': 73.56, 'ACC+': 8.57, 'PRED40+': 25.0, 'N': 78} {'MRE-': 2.57, 'ACC+': 3.33, 'PRED40+': 9.69, 'N': 78} +xpln2 on 8 evals {'MRE-': 73.42, 'ACC+': 7.77, 'PRED40+': 25.0, 'N': 166} {'MRE-': 2.78, 'ACC+': 0.82, 'PRED40+': 9.69, 'N': 166} +------------------ +Using Cliffs Delta +------------------ +All to All {'MRE-': True, 'ACC+': True, 'PRED40+': True} +All to Sway1 {'MRE-': False, 'ACC+': False, 'PRED40+': True} +All to Sway2 {'MRE-': False, 'ACC+': False, 'PRED40+': False} +Sway1 to Sway2 {'MRE-': True, 'ACC+': False, 'PRED40+': True} +Sway1 to Xpln1 {'MRE-': True, 'ACC+': True, 'PRED40+': True} +Sway2 to Xpln2 {'MRE-': True, 'ACC+': False, 'PRED40+': True} +Sway1 to Top {'MRE-': False, 'ACC+': False, 'PRED40+': True} +Sway2 to Top {'MRE-': False, 'ACC+': False, 'PRED40+': False} ------------------ +Using Bootstrap ------------------ -xpln on 8 evals {'MRE-': 73.77, 'ACC+': 7.56, 'PRED40+': 25.0, 'N': 3363} -Best Xpln HPs +All to All {'MRE-': True, 'ACC+': True, 'PRED40+': True} +All to Sway1 {'MRE-': False, 'ACC+': False, 'PRED40+': True} +All to Sway2 {'MRE-': False, 'ACC+': False, 'PRED40+': True} +Sway1 to Sway2 {'MRE-': True, 'ACC+': False, 'PRED40+': True} +Sway1 to Xpln1 {'MRE-': True, 'ACC+': True, 'PRED40+': False} +Sway2 to Xpln2 {'MRE-': True, 'ACC+': False, 'PRED40+': True} +Sway1 to Top {'MRE-': False, 'ACC+': True, 'PRED40+': True} +Sway2 to Top {'MRE-': False, 'ACC+': False, 'PRED40+': True} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-healthCloseIsses12mths0011-easy.out b/out/project2-healthCloseIsses12mths0011-easy.out index 05fb761..2acf371 100644 --- a/out/project2-healthCloseIsses12mths0011-easy.out +++ b/out/project2-healthCloseIsses12mths0011-easy.out @@ -3,8 +3,7 @@ N_estimators -inf 11 N_estimators 11 30 N_estimators 30 50 N_estimators 50 80 -N_estimators 80 100 -N_estimators 100 inf +N_estimators 80 inf criterion absolute_error absolute_error criterion poisson poisson @@ -15,71 +14,104 @@ Min_sample_leaves 2 3 Min_sample_leaves 3 5 Min_sample_leaves 5 8 Min_sample_leaves 8 10 -Min_sample_leaves 10 inf +Min_sample_leaves 10 13 +Min_sample_leaves 13 15 +Min_sample_leaves 15 17 +Min_sample_leaves 17 inf -Min_impurity_decrease -inf 5.5 +Min_impurity_decrease -inf 0.5 +Min_impurity_decrease 0.5 1.75 +Min_impurity_decrease 1.75 3 +Min_impurity_decrease 3 4.25 +Min_impurity_decrease 4.25 5.5 Min_impurity_decrease 5.5 6.75 -Min_impurity_decrease 6.75 8 -Min_impurity_decrease 8 9.25 -Min_impurity_decrease 9.25 inf +Min_impurity_decrease 6.75 inf -Max_depth -inf 10 -Max_depth 10 13 -Max_depth 13 15 +Max_depth -inf 15 Max_depth 15 17 Max_depth 17 inf {'criterion': ['absolute_error']} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 8]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[2, 3]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[2, 3]], 'Max_depth': [[17, inf]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 3]], 'Max_depth': [[17, inf]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 3]], 'Max_depth': [[17, inf]], 'N_estimators': [[11, 30]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 3]], 'Max_depth': [[15, inf]], 'N_estimators': [[11, 30]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 3]], 'Max_depth': [[15, inf]], 'N_estimators': [[11, 30], [50, 80]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 5]], 'Max_depth': [[15, inf]], 'N_estimators': [[11, 30], [50, 80]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 5]], 'Max_depth': [[13, inf]], 'N_estimators': [[11, 30], [50, 80]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 5]], 'Max_depth': [[13, inf]], 'N_estimators': [[-inf, 30], [50, 80]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 5]], 'Max_depth': [[13, inf]], 'N_estimators': [[-inf, 80]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 5]], 'Max_depth': [[10, inf]], 'N_estimators': [[-inf, 80]]} -{'criterion': ['absolute_error'], 'Min_impurity_decrease': [[6.75, 9.25]], 'Min_sample_leaves': [[-inf, 8]], 'Max_depth': [[10, inf]], 'N_estimators': [[-inf, 80]]} +{'criterion': ['absolute_error'], 'Max_depth': [[17, inf]]} +{'criterion': ['absolute_error'], 'Max_depth': [[17, inf]], 'N_estimators': [[11, 30]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[11, 30]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[11, 30]], 'Min_sample_leaves': [[5, 8]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 30]], 'Min_sample_leaves': [[5, 8]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 30]], 'Min_sample_leaves': [[5, 8]], 'Min_impurity_decrease': [[0.5, 1.75]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 30]], 'Min_sample_leaves': [[5, 8], [10, 13]], 'Min_impurity_decrease': [[0.5, 1.75]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 50]], 'Min_sample_leaves': [[5, 8], [10, 13]], 'Min_impurity_decrease': [[0.5, 1.75]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 50]], 'Min_sample_leaves': [[5, 8], [10, 13]], 'Min_impurity_decrease': [[-inf, 1.75]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 50]], 'Min_sample_leaves': [[5, 8], [10, 13]], 'Min_impurity_decrease': [[-inf, 1.75], [3, 4.25]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 50]], 'Min_sample_leaves': [[5, 13]], 'Min_impurity_decrease': [[-inf, 1.75], [3, 4.25]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 50]], 'Min_sample_leaves': [[5, 13]], 'Min_impurity_decrease': [[-inf, 4.25]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 50]], 'Min_sample_leaves': [[3, 13]], 'Min_impurity_decrease': [[-inf, 4.25]]} +{'criterion': ['absolute_error'], 'Max_depth': [[15, inf]], 'N_estimators': [[-inf, 50]], 'Min_sample_leaves': [[3, 13]], 'Min_impurity_decrease': [[-inf, 5.5]]} ----------- -explain= {'criterion': ['absolute_error']} -all {'MRE-': 119.4, 'ACC+': -12.24, 'PRED40+': 0.0, 'N': 10000} {'MRE-': 46.91, 'ACC+': 5.03, 'PRED40+': 32.3, 'N': 10000} -sway1 with 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 78} {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 0.0, 'N': 78} -xpln1 on 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 3302} {'MRE-': 39.31, 'ACC+': 0.47, 'PRED40+': 32.3, 'N': 3302} +explain= {'criterion': ['absolute_error'], 'Max_depth': [[17, inf]]} +all {'MRE-': 119.5, 'ACC+': -12.32, 'PRED40+': 0.0, 'N': 10000} {'MRE-': 47.06, 'ACC+': 5.03, 'PRED40+': 32.3, 'N': 10000} +sway1 with 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 78} {'MRE-': 39.41, 'ACC+': 0.62, 'PRED40+': 32.3, 'N': 78} +xpln1 on 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 657} {'MRE-': 39.24, 'ACC+': 0.47, 'PRED40+': 32.3, 'N': 657} top with 10000 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 78} {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 0.0, 'N': 78} ------------------ ------------------ HPs ------------------ -bins : 6.8 +bins : 4 better : zitler -Far : 0.85 +Far : 0.65 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 100 +dist : 1.0 +rest : 2.0 ------------------ ------------------ -sway on 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 78} +sway with 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 3302} {'MRE-': 39.34, 'ACC+': 0.57, 'PRED40+': 32.3, 'N': 3302} ------------------ explain= {'criterion': ['absolute_error']} HPs ------------------ -bins : 6.8 +bins : 4 better : zitler -Far : 0.85 +Far : 0.65 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 100 +dist : 1.0 +rest : 2.0 +------------------ +------------------ +xpln1 on 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 3302} {'MRE-': 39.34, 'ACC+': 0.57, 'PRED40+': 32.3, 'N': 3302} +------------------ +Stats +------------------ +all {'MRE-': 119.5, 'ACC+': -12.32, 'PRED40+': 0.0, 'N': 10000} {'MRE-': 47.06, 'ACC+': 5.03, 'PRED40+': 32.3, 'N': 10000} +sway1 with 8 evals {'MRE-': 100.53, 'ACC+': -0.49, 'PRED40+': 0.0, 'N': 78} {'MRE-': 39.19, 'ACC+': 0.42, 'PRED40+': 32.3, 'N': 78} +xpln1 on 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 3302} {'MRE-': 39.24, 'ACC+': 0.47, 'PRED40+': 32.3, 'N': 3302} +top with 10000 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 78} {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 0.0, 'N': 78} +sway2 with 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 3302} {'MRE-': 39.34, 'ACC+': 0.57, 'PRED40+': 32.3, 'N': 3302} +xpln2 on 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 3302} {'MRE-': 39.34, 'ACC+': 0.57, 'PRED40+': 32.3, 'N': 3302} +------------------ +Using Cliffs Delta +------------------ +All to All {'MRE-': True, 'ACC+': True, 'PRED40+': True} +All to Sway1 {'MRE-': False, 'ACC+': False, 'PRED40+': True} +All to Sway2 {'MRE-': False, 'ACC+': False, 'PRED40+': False} +Sway1 to Sway2 {'MRE-': False, 'ACC+': False, 'PRED40+': False} +Sway1 to Xpln1 {'MRE-': False, 'ACC+': False, 'PRED40+': False} +Sway2 to Xpln2 {'MRE-': True, 'ACC+': True, 'PRED40+': True} +Sway1 to Top {'MRE-': False, 'ACC+': False, 'PRED40+': False} +Sway2 to Top {'MRE-': False, 'ACC+': False, 'PRED40+': False} ------------------ +Using Bootstrap ------------------ -xpln on 8 evals {'MRE-': 0.0, 'ACC+': 0.0, 'PRED40+': 83.33, 'N': 3302} -Best Xpln HPs +All to All {'MRE-': True, 'ACC+': True, 'PRED40+': True} +All to Sway1 {'MRE-': False, 'ACC+': False, 'PRED40+': False} +All to Sway2 {'MRE-': False, 'ACC+': False, 'PRED40+': False} +Sway1 to Sway2 {'MRE-': False, 'ACC+': True, 'PRED40+': False} +Sway1 to Xpln1 {'MRE-': False, 'ACC+': True, 'PRED40+': False} +Sway2 to Xpln2 {'MRE-': True, 'ACC+': True, 'PRED40+': True} +Sway1 to Top {'MRE-': False, 'ACC+': False, 'PRED40+': False} +Sway2 to Top {'MRE-': False, 'ACC+': False, 'PRED40+': False} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-nasa93dem.out b/out/project2-nasa93dem.out index d83c392..f4cf549 100644 --- a/out/project2-nasa93dem.out +++ b/out/project2-nasa93dem.out @@ -13,6 +13,7 @@ pmat n n rely h h rely n n +rely vh vh data h h data l l @@ -20,7 +21,6 @@ data n n data vh vh cplx h h -cplx l l cplx n n cplx vh vh cplx xh xh @@ -63,6 +63,7 @@ plex n n plex vl vl ltex h h +ltex l l ltex n n ltex vl vl @@ -73,73 +74,100 @@ site n n sced l l sced n n -{'rely': ['n']} -{'rely': ['n'], 'pmat': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h'], 'data': ['l']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h'], 'data': ['l'], 'tool': ['n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h'], 'data': ['l'], 'tool': ['n'], 'ltex': ['h']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h'], 'data': ['l'], 'tool': ['n'], 'ltex': ['h'], 'acap': ['h']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h'], 'data': ['l'], 'tool': ['n'], 'ltex': ['h'], 'acap': ['h'], 'pvol': ['l']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h'], 'data': ['l'], 'tool': ['n'], 'ltex': ['h'], 'acap': ['h'], 'pvol': ['l', 'n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h'], 'data': ['l'], 'tool': ['n'], 'ltex': ['h'], 'acap': ['h', 'n'], 'pvol': ['l', 'n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h'], 'data': ['l', 'n'], 'tool': ['n'], 'ltex': ['h'], 'acap': ['h', 'n'], 'pvol': ['l', 'n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h'], 'data': ['l', 'n'], 'tool': ['n'], 'ltex': ['h', 'n'], 'acap': ['h', 'n'], 'pvol': ['l', 'n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h', 'n'], 'data': ['l', 'n'], 'tool': ['n'], 'ltex': ['h', 'n'], 'acap': ['h', 'n'], 'pvol': ['l', 'n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h', 'vh'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h', 'n'], 'data': ['l', 'n'], 'tool': ['n'], 'ltex': ['h', 'n'], 'acap': ['h', 'n'], 'pvol': ['l', 'n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h', 'vh'], 'apex': ['vh'], 'stor': ['n'], 'cplx': ['h', 'n'], 'data': ['l', 'n'], 'ltex': ['h', 'n'], 'acap': ['h', 'n'], 'pvol': ['l', 'n']} -{'rely': ['n'], 'pmat': ['n'], 'time': ['n'], 'plex': ['n'], 'sced': ['n'], 'pcap': ['h', 'vh'], 'apex': ['vh'], 'stor': ['n', 'xh'], 'cplx': ['h', 'n'], 'data': ['l', 'n'], 'ltex': ['h', 'n'], 'acap': ['h', 'n'], 'pvol': ['l', 'n']} +{'apex': ['n']} +{'apex': ['n'], 'ltex': ['l']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n'], 'stor': ['vh']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n'], 'stor': ['vh'], 'time': ['vh']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n'], 'sced': ['n'], 'tool': ['n'], 'stor': ['vh'], 'time': ['vh', 'xh']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n', 'vh'], 'sced': ['n'], 'tool': ['n'], 'stor': ['vh'], 'time': ['vh', 'xh']} +{'apex': ['n'], 'ltex': ['l'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h', 'n'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n', 'vh'], 'sced': ['n'], 'tool': ['n'], 'stor': ['vh'], 'time': ['vh', 'xh']} +{'apex': ['n'], 'ltex': ['l', 'n'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h', 'n'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n', 'vh'], 'sced': ['n'], 'tool': ['n'], 'stor': ['vh'], 'time': ['vh', 'xh']} +{'apex': ['n'], 'ltex': ['l', 'n'], 'pcap': ['n'], 'pmat': ['n'], 'acap': ['n'], 'pvol': ['h', 'n'], 'rely': ['h'], 'cplx': ['vh'], 'plex': ['l'], 'data': ['n', 'vh'], 'sced': ['n'], 'tool': ['n'], 'stor': ['vh', 'xh'], 'time': ['vh', 'xh']} ----------- -explain= {'rely': ['n']} +explain= {'apex': ['n']} all {'Kloc+': 48.5, 'Effort-': 278.0, 'Defects-': 2077.0, 'Months-': 21.5, 'N': 93} {'Kloc+': 102.13, 'Effort-': 673.06, 'Defects-': 3200.39, 'Months-': 10.23, 'N': 93} -sway1 with 5 evals {'Kloc+': 20.0, 'Effort-': 48.0, 'Defects-': 626.0, 'Months-': 15.1, 'N': 6} {'Kloc+': 54.26, 'Effort-': 153.49, 'Defects-': 1721.32, 'Months-': 7.79, 'N': 6} -xpln1 on 5 evals {'Kloc+': 40.0, 'Effort-': 192.0, 'Defects-': 1763.0, 'Months-': 20.2, 'N': 39} {'Kloc+': 64.53, 'Effort-': 213.95, 'Defects-': 2196.12, 'Months-': 7.25, 'N': 39} -top with 93 evals {'Kloc+': 5.5, 'Effort-': 18.0, 'Defects-': 172.0, 'Months-': 9.1, 'N': 6} {'Kloc+': 2.13, 'Effort-': 8.84, 'Defects-': 66.28, 'Months-': 1.36, 'N': 6} +sway1 with 5 evals {'Kloc+': 16.3, 'Effort-': 480.0, 'Defects-': 1253.0, 'Months-': 21.5, 'N': 5} {'Kloc+': 10.0, 'Effort-': 508.53, 'Defects-': 1044.19, 'Months-': 8.37, 'N': 5} +xpln1 on 5 evals {'Kloc+': 24.6, 'Effort-': 117.6, 'Defects-': 887.0, 'Months-': 16.0, 'N': 34} {'Kloc+': 103.68, 'Effort-': 518.6, 'Defects-': 3244.57, 'Months-': 10.31, 'N': 34} +top with 93 evals {'Kloc+': 5.5, 'Effort-': 18.0, 'Defects-': 172.0, 'Months-': 9.1, 'N': 5} {'Kloc+': 1.47, 'Effort-': 6.05, 'Defects-': 46.12, 'Months-': 1.28, 'N': 5} ------------------ ------------------ HPs ------------------ -bins : 6.8 +bins : 4 better : zitler -Far : 0.85 +Far : 0.93 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 2600 +dist : 1.5 +rest : 5.0 ------------------ ------------------ -sway on 5 evals {'Kloc+': 9.7, 'Effort-': 36.0, 'Defects-': 302.0, 'Months-': 11.0, 'N': 6} +sway with 5 evals {'Kloc+': 8.2, 'Effort-': 31.2, 'Defects-': 256.0, 'Months-': 10.4, 'N': 6} {'Kloc+': 12.4, 'Effort-': 70.23, 'Defects-': 641.09, 'Months-': 4.46, 'N': 6} ------------------ -explain= {'data': ['l'], 'acap': ['n'], 'sced': ['l']} +explain= {'acap': ['n'], 'sced': ['l']} HPs ------------------ -bins : 6.8 -better : zitler -Far : 0.85 +bins : 2 +better : bdom +Far : 0.81 min_size : 0.5 -Max : 1200 -dist : 2.375 -rest : 5.55 +Max : 100 +dist : 0.5 +rest : 6.0 +------------------ +------------------ +xpln1 on 5 evals {'Kloc+': 14.0, 'Effort-': 60.0, 'Defects-': 437.0, 'Months-': 12.4, 'N': 15} {'Kloc+': 24.46, 'Effort-': 132.56, 'Defects-': 762.79, 'Months-': 5.12, 'N': 15} +------------------ +Stats +------------------ +all {'Kloc+': 48.5, 'Effort-': 278.0, 'Defects-': 2077.0, 'Months-': 21.5, 'N': 93} {'Kloc+': 102.13, 'Effort-': 673.06, 'Defects-': 3200.39, 'Months-': 10.23, 'N': 93} +sway1 with 5 evals {'Kloc+': 90.0, 'Effort-': 444.0, 'Defects-': 3343.0, 'Months-': 26.7, 'N': 5} {'Kloc+': 66.47, 'Effort-': 724.03, 'Defects-': 3780.62, 'Months-': 7.95, 'N': 5} +xpln1 on 5 evals {'Kloc+': 50.0, 'Effort-': 370.0, 'Defects-': 2685.0, 'Months-': 25.4, 'N': 12} {'Kloc+': 128.29, 'Effort-': 805.43, 'Defects-': 4395.74, 'Months-': 12.95, 'N': 12} +top with 93 evals {'Kloc+': 24.6, 'Effort-': 117.6, 'Defects-': 767.0, 'Months-': 15.0, 'N': 5} {'Kloc+': 6.86, 'Effort-': 33.49, 'Defects-': 213.95, 'Months-': 1.9, 'N': 5} +sway2 with 5 evals {'Kloc+': 8.2, 'Effort-': 31.2, 'Defects-': 256.0, 'Months-': 10.4, 'N': 6} {'Kloc+': 12.4, 'Effort-': 70.23, 'Defects-': 641.09, 'Months-': 4.46, 'N': 6} +xpln2 on 5 evals {'Kloc+': 14.0, 'Effort-': 60.0, 'Defects-': 437.0, 'Months-': 12.4, 'N': 15} {'Kloc+': 24.46, 'Effort-': 132.56, 'Defects-': 762.79, 'Months-': 5.12, 'N': 15} +------------------ +Using Cliffs Delta +------------------ +All to All {'Kloc+': True, 'Effort-': True, 'Defects-': True, 'Months-': True} +All to Sway1 {'Kloc+': False, 'Effort-': True, 'Defects-': True, 'Months-': True} +All to Sway2 {'Kloc+': False, 'Effort-': False, 'Defects-': False, 'Months-': False} +Sway1 to Sway2 {'Kloc+': False, 'Effort-': False, 'Defects-': False, 'Months-': False} +Sway1 to Xpln1 {'Kloc+': True, 'Effort-': True, 'Defects-': True, 'Months-': True} +Sway2 to Xpln2 {'Kloc+': False, 'Effort-': False, 'Defects-': False, 'Months-': False} +Sway1 to Top {'Kloc+': False, 'Effort-': False, 'Defects-': False, 'Months-': False} +Sway2 to Top {'Kloc+': False, 'Effort-': False, 'Defects-': False, 'Months-': False} ------------------ +Using Bootstrap ------------------ -xpln on 5 evals {'Kloc+': 14.0, 'Effort-': 60.0, 'Defects-': 437.0, 'Months-': 12.4, 'N': 15} -Best Xpln HPs +All to All {'Kloc+': True, 'Effort-': True, 'Defects-': True, 'Months-': True} +All to Sway1 {'Kloc+': True, 'Effort-': True, 'Defects-': True, 'Months-': True} +All to Sway2 {'Kloc+': False, 'Effort-': False, 'Defects-': False, 'Months-': False} +Sway1 to Sway2 {'Kloc+': True, 'Effort-': True, 'Defects-': True, 'Months-': False} +Sway1 to Xpln1 {'Kloc+': True, 'Effort-': True, 'Defects-': True, 'Months-': True} +Sway2 to Xpln2 {'Kloc+': True, 'Effort-': True, 'Defects-': True, 'Months-': True} +Sway1 to Top {'Kloc+': True, 'Effort-': True, 'Defects-': True, 'Months-': False} +Sway2 to Top {'Kloc+': True, 'Effort-': True, 'Defects-': True, 'Months-': True} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2-pom.out b/out/project2-pom.out index 7b7ee0e..368cecb 100644 --- a/out/project2-pom.out +++ b/out/project2-pom.out @@ -1,23 +1,21 @@ -Culture -inf 0.105342176 -Culture 0.105342176 0.118345041 -Culture 0.118345041 0.130754392 -Culture 0.130754392 0.143495912 -Culture 0.143495912 0.155207781 -Culture 0.155207781 0.168554241 -Culture 0.168554241 0.180885123 -Culture 0.180885123 0.193594538 +Culture -inf 0.105963995 +Culture 0.105963995 0.118546086 +Culture 0.118546086 0.130827285 +Culture 0.130827285 0.143608776 +Culture 0.143608776 0.156058121 +Culture 0.156058121 0.168397488 +Culture 0.168397488 0.181041327 +Culture 0.181041327 0.193594538 Culture 0.193594538 inf -Criticality -inf 0.850690228 -Criticality 0.850690228 0.906204228 -Criticality 0.906204228 0.960743338 -Criticality 0.960743338 1.01681341 -Criticality 1.01681341 1.072144403 -Criticality 1.072144403 1.1269503 -Criticality 1.1269503 1.180544329 -Criticality 1.180544329 1.235633825 -Criticality 1.235633825 inf +Criticality -inf 0.851563043 +Criticality 0.851563043 0.906997934 +Criticality 0.906997934 0.96050418 +Criticality 0.96050418 1.015622321 +Criticality 1.015622321 1.071614658 +Criticality 1.071614658 1.126801375 +Criticality 1.126801375 inf Criticality Modifier -inf 3 Criticality Modifier 3 4 @@ -26,17 +24,19 @@ Criticality Modifier 5 6 Criticality Modifier 6 7 Criticality Modifier 7 inf -Initial Known -inf 0.633511024 -Initial Known 0.633511024 0.677677137 -Initial Known 0.677677137 0.721157489 -Initial Known 0.721157489 0.765413159 -Initial Known 0.765413159 0.808587071 -Initial Known 0.808587071 0.851228317 -Initial Known 0.851228317 0.896704288 -Initial Known 0.896704288 0.939670068 -Initial Known 0.939670068 inf +Initial Known -inf 0.633637172 +Initial Known 0.633637172 0.677648472 +Initial Known 0.677648472 0.721774763 +Initial Known 0.721774763 0.763217625 +Initial Known 0.763217625 0.804698507 +Initial Known 0.804698507 0.852428685 +Initial Known 0.852428685 0.896178012 +Initial Known 0.896178012 0.94024157 +Initial Known 0.94024157 inf -InterDependency -inf 86 +InterDependency -inf 81 +InterDependency 81 84 +InterDependency 84 86 InterDependency 86 89 InterDependency 89 91 InterDependency 91 93 @@ -47,7 +47,8 @@ InterDependency 98 inf Dynamism -inf 2 Dynamism 2 3 Dynamism 3 4 -Dynamism 4 6 +Dynamism 4 5 +Dynamism 5 6 Dynamism 6 7 Dynamism 7 8 Dynamism 8 9 @@ -62,85 +63,114 @@ Plan 2 3 Plan 3 4 Plan 4 inf -Team Size -inf 11 -Team Size 11 12 -Team Size 12 13 +Team Size -inf 13 Team Size 13 14 Team Size 14 15 -Team Size 15 inf +Team Size 15 16 +Team Size 16 17 +Team Size 17 18 +Team Size 18 inf -Score: -inf 1 -Score: 1 0.546227532 -Score: 0.546227532 0.591176621 -Score: 0.591176621 0.81090465 -Score: 0.81090465 0.936349826 -Score: 0.936349826 inf -{'Size': [[-inf, 1]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[96, 98]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.936349826, inf]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.936349826, inf]], 'Team Size': [[11, 12]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.81090465, inf]], 'Team Size': [[11, 12]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.81090465, inf]], 'Team Size': [[11, 12]], 'Criticality Modifier': [[4, 5]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.81090465, inf]], 'Team Size': [[11, 12]], 'Criticality Modifier': [[4, 5]], 'Dynamism': [[4, 6]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12]], 'Criticality Modifier': [[4, 5]], 'Dynamism': [[4, 6]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12]], 'Criticality Modifier': [[4, 5]], 'Dynamism': [[4, 6]], 'Culture': [[0.155207781, 0.168554241]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12]], 'Criticality Modifier': [[4, 5]], 'Dynamism': [[4, 6]], 'Culture': [[0.155207781, 0.168554241]], 'Criticality': [[0.850690228, 0.906204228]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12]], 'Criticality Modifier': [[4, 5]], 'Dynamism': [[4, 6]], 'Culture': [[0.155207781, 0.168554241]], 'Criticality': [[0.850690228, 0.906204228]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12]], 'Criticality Modifier': [[4, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241]], 'Criticality': [[0.850690228, 0.906204228]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, 98]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12]], 'Criticality Modifier': [[3, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241]], 'Criticality': [[0.850690228, 0.906204228]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12]], 'Criticality Modifier': [[3, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241]], 'Criticality': [[0.850690228, 0.906204228]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[4, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241]], 'Criticality': [[0.850690228, 0.906204228]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241]], 'Criticality': [[0.850690228, 0.906204228]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 12], [13, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241]], 'Criticality': [[0.850690228, 0.906204228]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241]], 'Criticality': [[0.850690228, 0.906204228]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241], [0.180885123, 0.193594538]], 'Criticality': [[0.850690228, 0.906204228]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241], [0.180885123, 0.193594538]], 'Criticality': [[0.850690228, 0.906204228], [0.960743338, 1.01681341]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241], [0.180885123, 0.193594538]], 'Criticality': [[0.850690228, 0.906204228], [0.960743338, 1.072144403]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.155207781, 0.168554241], [0.180885123, 0.193594538]], 'Criticality': [[-inf, 0.906204228], [0.960743338, 1.072144403]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.143495912, 0.168554241], [0.180885123, 0.193594538]], 'Criticality': [[-inf, 0.906204228], [0.960743338, 1.072144403]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.143495912, 0.193594538]], 'Criticality': [[-inf, 0.906204228], [0.960743338, 1.072144403]], 'Initial Known': [[0.721157489, 0.765413159]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.143495912, 0.193594538]], 'Criticality': [[-inf, 0.906204228], [0.960743338, 1.072144403]], 'Initial Known': [[0.721157489, 0.765413159], [0.896704288, 0.939670068]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.143495912, 0.193594538]], 'Criticality': [[-inf, 0.906204228], [0.960743338, 1.072144403]], 'Initial Known': [[0.721157489, 0.765413159], [0.808587071, 0.851228317], [0.896704288, 0.939670068]]} -{'Size': [[-inf, 1]], 'Plan': [[3, inf]], 'InterDependency': [[93, inf]], 'Score:': [[0.81090465, inf]], 'Team Size': [[-inf, 14]], 'Criticality Modifier': [[-inf, 5]], 'Dynamism': [[4, 7]], 'Culture': [[0.143495912, 0.193594538]], 'Criticality': [[-inf, 0.906204228], [0.960743338, 1.072144403]], 'Initial Known': [[0.721157489, 0.765413159], [0.808587071, 0.851228317], [0.896704288, inf]]} +Score: -inf 0.810630622 +Score: 0.810630622 0.937215848 +Score: 0.937215848 inf +{'Size': [[1, inf]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]], 'Score:': [[0.810630622, 0.937215848]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[0.851563043, 0.906997934]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[0.851563043, 0.906997934]], 'Criticality Modifier': [[4, 5]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[0.851563043, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, 18]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, 18]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, 18]], 'Dynamism': [[9, inf]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, 18]], 'Dynamism': [[9, inf]], 'Initial Known': [[0.896178012, 0.94024157]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, 18]], 'Dynamism': [[9, inf]], 'Initial Known': [[0.896178012, 0.94024157]], 'InterDependency': [[93, 96]]} +{'Size': [[1, inf]], 'Plan': [[4, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, 18]], 'Dynamism': [[8, inf]], 'Initial Known': [[0.896178012, 0.94024157]], 'InterDependency': [[93, 96]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, 18]], 'Dynamism': [[8, inf]], 'Initial Known': [[0.896178012, 0.94024157]], 'InterDependency': [[93, 96]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, inf]], 'Dynamism': [[8, inf]], 'Initial Known': [[0.896178012, 0.94024157]], 'InterDependency': [[93, 96]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, inf]], 'Dynamism': [[8, inf]], 'Initial Known': [[0.896178012, 0.94024157]], 'InterDependency': [[93, 98]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, inf]], 'Dynamism': [[8, inf]], 'Initial Known': [[0.896178012, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.906997934]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, inf]], 'Dynamism': [[8, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, inf]], 'Dynamism': [[8, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, inf]], 'Dynamism': [[8, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, inf]], 'Dynamism': [[7, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[17, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[16, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, 0.937215848]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[15, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, inf]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 5]], 'Team Size': [[15, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, inf]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 6]], 'Team Size': [[15, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[93, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, inf]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 6]], 'Team Size': [[15, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[91, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, inf]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[4, 6]], 'Team Size': [[15, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[91, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776], [0.156058121, 0.168397488]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, inf]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[3, 6]], 'Team Size': [[15, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[91, 98]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776], [0.156058121, 0.168397488]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, inf]], 'Criticality': [[-inf, 0.96050418]], 'Criticality Modifier': [[3, 6]], 'Team Size': [[15, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[91, inf]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776], [0.156058121, 0.168397488]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, inf]], 'Criticality': [[-inf, 1.015622321]], 'Criticality Modifier': [[3, 6]], 'Team Size': [[15, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[91, inf]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776], [0.156058121, 0.168397488]]} +{'Size': [[1, inf]], 'Plan': [[3, inf]], 'Score:': [[0.810630622, inf]], 'Criticality': [[-inf, 1.015622321]], 'Criticality Modifier': [[3, 7]], 'Team Size': [[15, inf]], 'Dynamism': [[6, inf]], 'Initial Known': [[0.852428685, 0.94024157]], 'InterDependency': [[91, inf]], 'Culture': [[0.105963995, 0.118546086], [0.130827285, 0.143608776], [0.156058121, 0.168397488]]} ----------- -explain= {'Size': [[-inf, 1]]} -all {'Cost-': 321.88, 'Completion+': 0.9, 'Idle-': 0.27, 'N': 10000} {'Cost-': 195.3, 'Completion+': 0.11, 'Idle-': 0.2, 'N': 10000} -sway1 with 8 evals {'Cost-': 197.84, 'Completion+': 0.88, 'Idle-': 0.24, 'N': 78} {'Cost-': 76.47, 'Completion+': 0.08, 'Idle-': 0.2, 'N': 78} -xpln1 on 8 evals {'Cost-': 247.36, 'Completion+': 0.89, 'Idle-': 0.24, 'N': 4998} {'Cost-': 136.02, 'Completion+': 0.1, 'Idle-': 0.21, 'N': 4998} +explain= {'Size': [[1, inf]]} +all {'Cost-': 331.13, 'Completion+': 0.89, 'Idle-': 0.24, 'N': 10000} {'Cost-': 190.75, 'Completion+': 0.11, 'Idle-': 0.2, 'N': 10000} +sway1 with 8 evals {'Cost-': 342.09, 'Completion+': 0.93, 'Idle-': 0.2, 'N': 78} {'Cost-': 137.94, 'Completion+': 0.1, 'Idle-': 0.17, 'N': 78} +xpln1 on 8 evals {'Cost-': 428.77, 'Completion+': 0.91, 'Idle-': 0.21, 'N': 5002} {'Cost-': 232.79, 'Completion+': 0.13, 'Idle-': 0.19, 'N': 5002} top with 10000 evals {'Cost-': 138.75, 'Completion+': 1.0, 'Idle-': 0.0, 'N': 78} {'Cost-': 56.68, 'Completion+': 0.04, 'Idle-': 0.0, 'N': 78} ------------------ ------------------ HPs ------------------ -bins : 9 -better : zitler -Far : 0.95 +bins : 8 +better : bdom +Far : 0.97 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 2100 +dist : 2.0 +rest : 4.0 ------------------ ------------------ -sway on 8 evals {'Cost-': 197.84, 'Completion+': 0.88, 'Idle-': 0.24, 'N': 78} +sway with 8 evals {'Cost-': 197.55, 'Completion+': 0.88, 'Idle-': 0.08, 'N': 78} {'Cost-': 94.19, 'Completion+': 0.17, 'Idle-': 0.21, 'N': 78} ------------------ -explain= {'Size': [[-inf, 1]]} +explain= {'Size': [[-inf, 1]], 'Score:': [[0.928537856, inf]]} HPs ------------------ -bins : 9 +bins : 8 better : zitler -Far : 0.95 +Far : 0.77 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 1600 +dist : 3.5 +rest : 3.0 +------------------ +------------------ +xpln1 on 8 evals {'Cost-': 269.07, 'Completion+': 0.88, 'Idle-': 0.13, 'N': 2703} {'Cost-': 150.7, 'Completion+': 0.12, 'Idle-': 0.18, 'N': 2703} +------------------ +Stats +------------------ +all {'Cost-': 331.13, 'Completion+': 0.89, 'Idle-': 0.24, 'N': 10000} {'Cost-': 190.75, 'Completion+': 0.11, 'Idle-': 0.2, 'N': 10000} +sway1 with 8 evals {'Cost-': 485.27, 'Completion+': 0.89, 'Idle-': 0.24, 'N': 78} {'Cost-': 132.48, 'Completion+': 0.09, 'Idle-': 0.22, 'N': 78} +xpln1 on 8 evals {'Cost-': 262.17, 'Completion+': 0.89, 'Idle-': 0.25, 'N': 4998} {'Cost-': 147.25, 'Completion+': 0.12, 'Idle-': 0.21, 'N': 4998} +top with 10000 evals {'Cost-': 331.6, 'Completion+': 0.92, 'Idle-': 0.18, 'N': 78} {'Cost-': 182.15, 'Completion+': 0.11, 'Idle-': 0.19, 'N': 78} +sway2 with 8 evals {'Cost-': 197.55, 'Completion+': 0.88, 'Idle-': 0.08, 'N': 78} {'Cost-': 94.19, 'Completion+': 0.17, 'Idle-': 0.21, 'N': 78} +xpln2 on 8 evals {'Cost-': 269.07, 'Completion+': 0.88, 'Idle-': 0.13, 'N': 2703} {'Cost-': 150.7, 'Completion+': 0.12, 'Idle-': 0.18, 'N': 2703} +------------------ +Using Cliffs Delta +------------------ +All to All {'Cost-': True, 'Completion+': True, 'Idle-': True} +All to Sway1 {'Cost-': False, 'Completion+': True, 'Idle-': True} +All to Sway2 {'Cost-': False, 'Completion+': False, 'Idle-': True} +Sway1 to Sway2 {'Cost-': False, 'Completion+': False, 'Idle-': False} +Sway1 to Xpln1 {'Cost-': False, 'Completion+': True, 'Idle-': True} +Sway2 to Xpln2 {'Cost-': False, 'Completion+': True, 'Idle-': True} +Sway1 to Top {'Cost-': False, 'Completion+': False, 'Idle-': True} +Sway2 to Top {'Cost-': False, 'Completion+': False, 'Idle-': True} ------------------ +Using Bootstrap ------------------ -xpln on 8 evals {'Cost-': 247.36, 'Completion+': 0.89, 'Idle-': 0.24, 'N': 4998} -Best Xpln HPs +All to All {'Cost-': True, 'Completion+': True, 'Idle-': True} +All to Sway1 {'Cost-': False, 'Completion+': True, 'Idle-': True} +All to Sway2 {'Cost-': False, 'Completion+': False, 'Idle-': True} +Sway1 to Sway2 {'Cost-': False, 'Completion+': True, 'Idle-': True} +Sway1 to Xpln1 {'Cost-': False, 'Completion+': True, 'Idle-': True} +Sway2 to Xpln2 {'Cost-': False, 'Completion+': True, 'Idle-': True} +Sway1 to Top {'Cost-': False, 'Completion+': True, 'Idle-': True} +Sway2 to Top {'Cost-': False, 'Completion+': False, 'Idle-': True} ✅ pass: hpo #W ?k #W ?v diff --git a/out/project2.out b/out/project2.out index bfe1259..3df73af 100644 --- a/out/project2.out +++ b/out/project2.out @@ -1,69 +1,99 @@ +Error -> [4, 'zitler', 0.97, 0.5, 100, 0.5, 2.0] +Error -> [4, 'bdom', 0.97, 0.5, 1600, 1.5, 6.0] +Error -> [4, 'bdom', 0.65, 0.5, 1100, 3.5, 5.0] +Error -> [12, 'bdom', 0.81, 0.5, 600, 3.5, 2.0] -Clndrs -inf 4 -Clndrs 4 5 +Clndrs -inf 5 Clndrs 5 inf -Volume -inf 71 -Volume 71 112 -Volume 112 156 -Volume 156 inf +Volume -inf 73 +Volume 73 119 +Volume 119 inf -Model -inf 71 -Model 71 72 -Model 72 74 +Model -inf 73 +Model 73 74 Model 74 75 Model 75 77 -Model 77 inf +Model 77 78 +Model 78 inf origin 1 1 origin 2 2 origin 3 3 -{'Clndrs': [[4, 5]]} -{'Clndrs': [[4, 5]], 'origin': [1]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 112]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[72, 74]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[72, 74], [75, 77]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[72, 77]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[71, 77]]} -{'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156]], 'Model': [[-inf, 77]]} +{'origin': [2]} +{'origin': [2], 'Volume': [[73, 119]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]], 'Model': [[75, 77]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]], 'Model': [[73, 74], [75, 77]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]], 'Model': [[73, 77]]} +{'origin': [2], 'Volume': [[73, 119]], 'Clndrs': [[-inf, 5]], 'Model': [[73, 78]]} ----------- -explain= {'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156], [112, 156]], 'Model': [[71, 74], [72, 77], [75, 77]]} +explain= {'origin': [2], 'Volume': [[73, 119]]} all {'Lbs-': 2807.0, 'Acc+': 15.5, 'Mpg+': 20.0, 'N': 398} {'Lbs-': 886.82, 'Acc+': 2.71, 'Mpg+': 7.75, 'N': 398} -sway1 with 6 evals {'Lbs-': 2164.0, 'Acc+': 18.5, 'Mpg+': 30.0, 'N': 12} {'Lbs-': 234.11, 'Acc+': 2.79, 'Mpg+': 3.88, 'N': 12} -xpln1 on 6 evals {'Lbs-': 2310.0, 'Acc+': 17.0, 'Mpg+': 30.0, 'N': 22} {'Lbs-': 211.63, 'Acc+': 2.95, 'Mpg+': 3.88, 'N': 22} -top with 398 evals {'Lbs-': 2070.0, 'Acc+': 19.2, 'Mpg+': 40.0, 'N': 12} {'Lbs-': 197.67, 'Acc+': 2.6, 'Mpg+': 3.88, 'N': 12} +sway1 with 6 evals {'Lbs-': 1990.0, 'Acc+': 15.5, 'Mpg+': 30.0, 'N': 13} {'Lbs-': 184.11, 'Acc+': 2.91, 'Mpg+': 3.88, 'N': 13} +xpln1 on 6 evals {'Lbs-': 2144.0, 'Acc+': 15.5, 'Mpg+': 30.0, 'N': 45} {'Lbs-': 239.92, 'Acc+': 2.98, 'Mpg+': 7.75, 'N': 45} +top with 398 evals {'Lbs-': 2070.0, 'Acc+': 19.2, 'Mpg+': 40.0, 'N': 13} {'Lbs-': 197.67, 'Acc+': 2.6, 'Mpg+': 3.88, 'N': 13} ------------------ ------------------ HPs ------------------ -bins : 9 +bins : 6 better : zitler -Far : 0.95 +Far : 0.77 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 100 +dist : 1.0 +rest : 5.0 ------------------ ------------------ -sway on 6 evals {'Lbs-': 2164.0, 'Acc+': 18.5, 'Mpg+': 30.0, 'N': 12} +sway with 6 evals {'Lbs-': 2320.0, 'Acc+': 19.9, 'Mpg+': 40.0, 'N': 12} {'Lbs-': 544.57, 'Acc+': 3.68, 'Mpg+': 3.88, 'N': 12} ------------------ -explain= {'Clndrs': [[4, 5]], 'origin': [1], 'Volume': [[71, 156], [112, 156]], 'Model': [[71, 74], [72, 77], [74, 77], [75, 77]]} +explain= {'origin': [3], 'Clndrs': [[-inf, 5]], 'Volume': [[-inf, 98]], 'Model': [[81, inf]]} HPs ------------------ -bins : 9 +bins : 14 better : zitler -Far : 0.95 +Far : 0.65 min_size : 0.5 -Max : 512 -dist : 2 -rest : 4 +Max : 600 +dist : 2.0 +rest : 3.0 ------------------ ------------------ -xpln on 6 evals {'Lbs-': 2310.0, 'Acc+': 17.0, 'Mpg+': 30.0, 'N': 22} -Best Xpln HPs +xpln1 on 6 evals {'Lbs-': 1985.0, 'Acc+': 17.3, 'Mpg+': 40.0, 'N': 11} {'Lbs-': 118.22, 'Acc+': 1.43, 'Mpg+': 3.88, 'N': 11} +------------------ +Stats +------------------ +all {'Lbs-': 2807.0, 'Acc+': 15.5, 'Mpg+': 20.0, 'N': 398} {'Lbs-': 886.82, 'Acc+': 2.71, 'Mpg+': 7.75, 'N': 398} +sway1 with 6 evals {'Lbs-': 2375.0, 'Acc+': 17.5, 'Mpg+': 30.0, 'N': 12} {'Lbs-': 443.41, 'Acc+': 2.52, 'Mpg+': 3.88, 'N': 12} +xpln1 on 6 evals {'Lbs-': 2246.0, 'Acc+': 15.7, 'Mpg+': 30.0, 'N': 70} {'Lbs-': 490.31, 'Acc+': 2.98, 'Mpg+': 7.75, 'N': 70} +top with 398 evals {'Lbs-': 1955.0, 'Acc+': 20.5, 'Mpg+': 30.0, 'N': 12} {'Lbs-': 293.8, 'Acc+': 1.94, 'Mpg+': 3.88, 'N': 12} +sway2 with 6 evals {'Lbs-': 2320.0, 'Acc+': 19.9, 'Mpg+': 40.0, 'N': 12} {'Lbs-': 544.57, 'Acc+': 3.68, 'Mpg+': 3.88, 'N': 12} +xpln2 on 6 evals {'Lbs-': 1985.0, 'Acc+': 17.3, 'Mpg+': 40.0, 'N': 11} {'Lbs-': 118.22, 'Acc+': 1.43, 'Mpg+': 3.88, 'N': 11} +------------------ +Using Cliffs Delta +------------------ +All to All {'Lbs-': True, 'Acc+': True, 'Mpg+': True} +All to Sway1 {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +All to Sway2 {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +Sway1 to Sway2 {'Lbs-': True, 'Acc+': False, 'Mpg+': False} +Sway1 to Xpln1 {'Lbs-': True, 'Acc+': True, 'Mpg+': True} +Sway2 to Xpln2 {'Lbs-': False, 'Acc+': False, 'Mpg+': True} +Sway1 to Top {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +Sway2 to Top {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +------------------ +Using Bootstrap +------------------ +All to All {'Lbs-': True, 'Acc+': True, 'Mpg+': True} +All to Sway1 {'Lbs-': False, 'Acc+': True, 'Mpg+': True} +All to Sway2 {'Lbs-': False, 'Acc+': False, 'Mpg+': False} +Sway1 to Sway2 {'Lbs-': True, 'Acc+': True, 'Mpg+': False} +Sway1 to Xpln1 {'Lbs-': True, 'Acc+': True, 'Mpg+': True} +Sway2 to Xpln2 {'Lbs-': False, 'Acc+': True, 'Mpg+': True} +Sway1 to Top {'Lbs-': False, 'Acc+': False, 'Mpg+': True} +Sway2 to Top {'Lbs-': True, 'Acc+': True, 'Mpg+': False} ✅ pass: hpo #W ?k #W ?v