Closed WeiFoo closed 8 years ago
gogogoogogo auc Naive_CART Running Time: 0.0008 Tuned_CART Running Time: 0.1052 Grid_CART Running Time: 0.5452 Naive_RF Running Time: 0.0072 Tuned_RF Running Time: 21.854 Grid_RF Running Time: 155.9398 ++++++++++++++++++++ DataSet: antV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 21 (* |-- ), 0.00, 0.00, 0.00, 0.21, 0.25 1 , Tuned_RF: Y-Def , 0 , 6 (* ---- | ), 0.00, 0.00, 0.00, 0.06, 0.12 1 , Grid_RF: Y-Def , 9 , 18 ( * --| ), 0.00, 0.00, 0.09, 0.18, 0.21 1 , Naive_CART: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Naive_RF: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 2 , Grid_CART: Y-Def , 34 , 9 ( --|---- * -- ), 0.18, 0.28, 0.34, 0.37, 0.40 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 9 (* --|---- ), 0.00, 0.00, 0.00, 0.09, 0.14 1 , Grid_RF: Y-Def , 1 , 6 ( * --- | ), 0.00, 0.00, 0.01, 0.06, 0.08 1 , Tuned_RF: Y-Def , 5 , 10 ( * -| ), 0.00, 0.00, 0.05, 0.10, 0.11 2 , Naive_RF: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 2 , Grid_CART: Y-Def , 13 , 6 ( ---- | *--------- ), 0.05, 0.08, 0.13, 0.14, 0.20 2 , Naive_CART: Y-Def , 18 , 0 ( | * ), 0.18, 0.18, 0.18, 0.18, 0.18 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 17 (* --|- ), 0.00, 0.00, 0.00, 0.17, 0.22 1 , Tuned_RF: Y-Def , 0 , 6 (* ----- | ), 0.00, 0.00, 0.00, 0.06, 0.12 1 , Naive_CART: Y-Def , 7 , 0 ( * | ), 0.07, 0.07, 0.07, 0.07, 0.07 2 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Grid_RF: Y-Def , 24 , 26 ( | * -------- ), 0.00, 0.00, 0.24, 0.26, 0.37 2 , Grid_CART: Y-Def , 25 , 11 ( | * --- ), 0.19, 0.19, 0.25, 0.30, 0.34 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 20 (* | -- ), 0.00, 0.00, 0.00, 0.20, 0.22 1 , Tuned_RF: Y-Def , 0 , 6 (* ----- | ), 0.00, 0.00, 0.00, 0.06, 0.12 1 , Naive_CART: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Grid_RF: Y-Def , 15 , 21 ( * | - ), 0.00, 0.00, 0.15, 0.21, 0.22 1 , Naive_RF: Y-Def , 16 , 0 ( *| ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Grid_CART: Y-Def , 26 , 7 ( | - * --- ), 0.22, 0.23, 0.26, 0.30, 0.34 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 35 (* | -- ), 0.00, 0.00, 0.00, 0.35, 0.38 1 , Tuned_RF: Y-Def , 0 , 11 (* ----- | ), 0.00, 0.00, 0.00, 0.11, 0.21 1 , Grid_RF: Y-Def , 17 , 31 ( * | -- ), 0.00, 0.00, 0.17, 0.31, 0.35 1 , Naive_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_RF: Y-Def , 26 , 0 ( *| ), 0.26, 0.26, 0.26, 0.26, 0.26 2 , Grid_CART: Y-Def , 50 , 10 ( | ------ * ), 0.31, 0.42, 0.50, 0.52, 0.53 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 45 , 0 (* | ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Grid_CART: Y-Def , 64 , 5 ( --- |*-- ), 0.56, 0.59, 0.64, 0.64, 0.67 2 , Tuned_RF: Y-Def , 67 , 10 ( |- * --- ), 0.64, 0.65, 0.67, 0.75, 0.79 2 , Naive_RF: Y-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 2 , Tuned_CART: Y-Def , 74 , 4 ( | - *-- ), 0.69, 0.71, 0.74, 0.75, 0.77 2 , Grid_RF: Y-Def , 74 , 5 ( | -- * - ), 0.69, 0.72, 0.74, 0.77, 0.79 In terms of 5 : the times of better tuners are{'Tuned_CART: Y-Def': 1, 'Grid_RF: Y-Def': 1} Naive_CART Running Time: 0.0012 Tuned_CART Running Time: 0.1552 Grid_CART Running Time: 0.586 Naive_RF Running Time: 0.0072 Tuned_RF Running Time: 23.6014 Grid_RF Running Time: 162.8554 ++++++++++++++++++++ DataSet: antV1 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 10 (* --------|---- ), 0.00, 0.00, 0.00, 0.10, 0.26 1 , Grid_RF: Y-Def , 6 , 6 ( *-- | ), 0.00, 0.01, 0.06, 0.07, 0.09 2 , Grid_CART: Y-Def , 16 , 3 ( ----- * | ), 0.08, 0.15, 0.16, 0.18, 0.19 2 , Naive_RF: Y-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 2 , Tuned_CART: Y-Def , 18 , 20 ( *|------------- ), 0.00, 0.00, 0.18, 0.20, 0.38 2 , Naive_CART: Y-Def , 28 , 0 ( | * ), 0.28, 0.28, 0.28, 0.28, 0.28 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 1 (* -------- | ), 0.00, 0.00, 0.00, 0.01, 0.03 1 , Grid_RF: Y-Def , 0 , 0 (*--- | ), 0.00, 0.00, 0.00, 0.00, 0.01 2 , Grid_CART: Y-Def , 2 , 1 ( ----* | ), 0.01, 0.02, 0.02, 0.03, 0.03 2 , Tuned_CART: Y-Def , 4 , 5 ( | * -------- ), 0.00, 0.00, 0.04, 0.05, 0.07 2 , Naive_RF: Y-Def , 4 , 0 ( | * ), 0.04, 0.04, 0.04, 0.04, 0.04 2 , Naive_CART: Y-Def , 5 , 0 ( | * ), 0.05, 0.05, 0.05, 0.05, 0.05 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 66 (* | - ), 0.00, 0.00, 0.00, 0.66, 0.70 1 , Tuned_CART: Y-Def , 56 , 57 ( | * ), 0.00, 0.00, 0.57, 0.58, 0.63 2 , Naive_RF: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 2 , Naive_CART: Y-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 2 , Grid_CART: Y-Def , 66 , 3 ( | --*- ), 0.57, 0.65, 0.66, 0.68, 0.73 2 , Grid_RF: Y-Def , 75 , 12 (---------------|------* --- ), 0.00, 0.75, 0.75, 0.87, 1.00 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 18 (* ----|-------- ), 0.00, 0.00, 0.00, 0.18, 0.38 1 , Grid_RF: Y-Def , 12 , 12 (- *-- | ), 0.00, 0.02, 0.12, 0.14, 0.17 1 , Grid_CART: Y-Def , 26 , 3 ( ------|*-- ), 0.15, 0.25, 0.26, 0.28, 0.30 1 , Naive_RF: Y-Def , 26 , 0 ( |* ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Tuned_CART: Y-Def , 28 , 30 ( | * ---------- ), 0.00, 0.00, 0.28, 0.30, 0.47 1 , Naive_CART: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 19 (* -----|------- ), 0.00, 0.00, 0.00, 0.19, 0.41 1 , Grid_RF: Y-Def , 12 , 12 (- *-- | ), 0.00, 0.02, 0.12, 0.14, 0.17 2 , Grid_CART: Y-Def , 27 , 5 ( ------ * - ), 0.15, 0.26, 0.27, 0.31, 0.32 2 , Naive_RF: Y-Def , 28 , 0 ( |* ), 0.29, 0.29, 0.29, 0.29, 0.29 2 , Tuned_CART: Y-Def , 30 , 33 ( |* ----------- ), 0.00, 0.00, 0.30, 0.33, 0.53 2 , Naive_CART: Y-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 60 , 0 (* | ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Grid_CART: Y-Def , 64 , 4 (---- * --- | ), 0.60, 0.63, 0.64, 0.67, 0.69 1 , Tuned_CART: Y-Def , 67 , 5 ( * --| ), 0.65, 0.65, 0.67, 0.70, 0.72 1 , Naive_RF: Y-Def , 71 , 0 ( *| ), 0.71, 0.71, 0.71, 0.71, 0.71 2 , Grid_RF: Y-Def , 79 , 1 ( | *-- ), 0.78, 0.78, 0.79, 0.79, 0.81 3 , Tuned_RF: Y-Def , 82 , 1 ( | - *), 0.80, 0.81, 0.82, 0.82, 0.82 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 1, 'Tuned_CART: Y-Def': 2, 'Grid_RF: Y-Def': 1} Naive_CART Running Time: 0.0016 Tuned_CART Running Time: 0.158 Grid_CART Running Time: 0.5906 Naive_RF Running Time: 0.008 Tuned_RF Running Time: 21.1226 Grid_RF Running Time: 169.1104 ++++++++++++++++++++ DataSet: antV2 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 19 , 9 ( *--------|-------- ), 0.11, 0.11, 0.19, 0.20, 0.40 1 , Grid_CART: Y-Def , 33 , 1 ( ----|--*------- ), 0.25, 0.33, 0.33, 0.34, 0.42 1 , Naive_RF: Y-Def , 33 , 0 ( | * ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Tuned_RF: Y-Def , 34 , 12 ( -------|-- * ), 0.21, 0.33, 0.34, 0.45, 0.45 1 , Grid_RF: Y-Def , 37 , 6 ( --|- * ), 0.27, 0.32, 0.37, 0.38, 0.39 1 , Naive_CART: Y-Def , 46 , 0 ( | *), 0.46, 0.46, 0.46, 0.46, 0.46 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 1 , 3 (* --------|----------- ), 0.01, 0.01, 0.01, 0.04, 0.12 1 , Tuned_RF: Y-Def , 3 , 4 ( * | ), 0.02, 0.02, 0.03, 0.06, 0.06 1 , Grid_RF: Y-Def , 4 , 2 ( -- * | ), 0.02, 0.03, 0.04, 0.05, 0.05 1 , Grid_CART: Y-Def , 4 , 2 ( * --- | ), 0.03, 0.03, 0.04, 0.05, 0.06 1 , Naive_RF: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Naive_CART: Y-Def , 13 , 0 ( | *), 0.13, 0.13, 0.13, 0.13, 0.13 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 50 , 0 ( * | ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Naive_RF: Y-Def , 60 , 0 ( * | ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Tuned_CART: Y-Def , 63 , 6 (--------- *|------------- ), 0.48, 0.58, 0.63, 0.63, 0.78 1 , Grid_CART: Y-Def , 68 , 6 ( --| * ), 0.62, 0.64, 0.68, 0.70, 0.70 1 , Grid_RF: Y-Def , 70 , 4 ( | - * ---- ), 0.67, 0.68, 0.70, 0.72, 0.76 1 , Tuned_RF: Y-Def , 72 , 8 ( | * --- ), 0.66, 0.66, 0.72, 0.74, 0.77 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 30 , 11 ( *-----|----- ), 0.19, 0.19, 0.30, 0.30, 0.44 1 , Naive_RF: Y-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Grid_CART: Y-Def , 45 , 2 ( |---- *--- ), 0.37, 0.43, 0.45, 0.45, 0.50 1 , Tuned_RF: Y-Def , 46 , 8 ( ----|-------* ), 0.32, 0.46, 0.46, 0.54, 0.54 1 , Naive_CART: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Grid_RF: Y-Def , 49 , 4 ( | ----- * ), 0.40, 0.45, 0.49, 0.49, 0.49 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 32 , 13 ( *------|--------- ), 0.20, 0.20, 0.32, 0.33, 0.55 1 , Grid_CART: Y-Def , 49 , 1 ( -|-----*----- ), 0.40, 0.49, 0.49, 0.50, 0.58 1 , Naive_RF: Y-Def , 49 , 0 ( | * ), 0.49, 0.49, 0.49, 0.49, 0.49 1 , Tuned_RF: Y-Def , 50 , 12 ( -----|-----* ), 0.34, 0.49, 0.50, 0.61, 0.61 1 , Grid_RF: Y-Def , 54 , 6 ( |---- * ), 0.42, 0.48, 0.54, 0.54, 0.55 1 , Naive_CART: Y-Def , 60 , 0 ( | *), 0.60, 0.60, 0.60, 0.60, 0.60 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 66 , 0 (* | ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Grid_CART: Y-Def , 75 , 4 ( ---* -- ), 0.73, 0.75, 0.75, 0.79, 0.80 1 , Naive_RF: Y-Def , 76 , 0 ( | * ), 0.76, 0.76, 0.76, 0.76, 0.76 1 , Tuned_CART: Y-Def , 77 , 2 ( | --* -- ), 0.76, 0.77, 0.77, 0.79, 0.80 2 , Tuned_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 2 , Grid_RF: Y-Def , 83 , 1 ( | *), 0.82, 0.82, 0.83, 0.83, 0.83 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 1, 'Tuned_CART: Y-Def': 3, 'Grid_RF: Y-Def': 2} Naive_CART Running Time: 0.0022 Tuned_CART Running Time: 0.2304 Grid_CART Running Time: 0.7424 Naive_RF Running Time: 0.0094 Tuned_RF Running Time: 24.3536 Grid_RF Running Time: 187.372 ++++++++++++++++++++ DataSet: camelV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 3 , 4 ( *-- | ), 0.00, 0.00, 0.03, 0.04, 0.08 1 , Grid_RF: Y-Def , 24 , 20 ( *| ), 0.11, 0.11, 0.24, 0.31, 0.31 2 , Grid_CART: Y-Def , 38 , 3 ( --|----- *--- ), 0.21, 0.35, 0.38, 0.38, 0.44 2 , Tuned_CART: Y-Def , 41 , 5 ( | * ), 0.41, 0.41, 0.41, 0.46, 0.46 2 , Naive_RF: Y-Def , 46 , 0 ( | * ), 0.46, 0.46, 0.46, 0.46, 0.46 2 , Naive_CART: Y-Def , 48 , 0 ( | *), 0.48, 0.48, 0.48, 0.48, 0.48 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 3 , 4 ( * - | ), 0.01, 0.01, 0.03, 0.05, 0.06 2 , Naive_RF: Y-Def , 13 , 0 ( |* ), 0.13, 0.13, 0.13, 0.13, 0.13 2 , Grid_CART: Y-Def , 15 , 1 ( ----|-- * ), 0.09, 0.14, 0.15, 0.15, 0.15 3 , Tuned_CART: Y-Def , 19 , 0 ( | -* ), 0.18, 0.19, 0.19, 0.19, 0.19 3 , Naive_CART: Y-Def , 23 , 0 ( | *), 0.23, 0.23, 0.23, 0.23, 0.23 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 28 , 0 ( * | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Tuned_CART: Y-Def , 30 , 1 ( * | ), 0.29, 0.30, 0.30, 0.31, 0.32 1 , Grid_CART: Y-Def , 32 , 1 ( *- | ), 0.31, 0.32, 0.32, 0.33, 0.36 1 , Naive_RF: Y-Def , 40 , 0 ( *| ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Grid_RF: Y-Def , 57 , 12 ( | - * ), 0.49, 0.52, 0.58, 0.64, 0.65 1 , Tuned_RF: Y-Def , 70 , 72 ( | *--- ), 0.00, 0.00, 0.70, 0.72, 0.83 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 6 , 9 ( * ---- | ), 0.00, 0.00, 0.06, 0.09, 0.15 2 , Grid_RF: Y-Def , 34 , 19 ( - | * - ), 0.18, 0.19, 0.34, 0.38, 0.39 2 , Tuned_CART: Y-Def , 35 , 3 ( | *- ), 0.34, 0.34, 0.35, 0.37, 0.38 2 , Grid_CART: Y-Def , 35 , 1 ( | ------ *-- ), 0.25, 0.34, 0.35, 0.35, 0.40 2 , Naive_CART: Y-Def , 36 , 0 ( | * ), 0.36, 0.36, 0.36, 0.36, 0.36 2 , Naive_RF: Y-Def , 43 , 0 ( | *), 0.43, 0.43, 0.43, 0.43, 0.43 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 6 , 9 ( * --- | ), 0.00, 0.00, 0.06, 0.09, 0.16 2 , Grid_RF: Y-Def , 39 , 26 ( | * - ), 0.19, 0.20, 0.39, 0.46, 0.47 2 , Grid_CART: Y-Def , 52 , 3 ( |-------- *-- ), 0.34, 0.50, 0.52, 0.53, 0.58 2 , Tuned_CART: Y-Def , 54 , 3 ( | * ), 0.54, 0.54, 0.54, 0.58, 0.58 2 , Naive_CART: Y-Def , 59 , 0 ( | *), 0.59, 0.59, 0.59, 0.59, 0.59 2 , Naive_RF: Y-Def , 60 , 0 ( | *), 0.60, 0.60, 0.60, 0.60, 0.60 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 62 , 0 ( * | ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Grid_CART: Y-Def , 64 , 1 (-----* ------ | ), 0.61, 0.64, 0.64, 0.65, 0.68 1 , Tuned_CART: Y-Def , 66 , 2 ( ---- * | ), 0.63, 0.65, 0.66, 0.67, 0.67 2 , Naive_RF: Y-Def , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 2 , Tuned_RF: Y-Def , 75 , 1 ( | --* ), 0.74, 0.75, 0.75, 0.76, 0.76 3 , Grid_RF: Y-Def , 76 , 1 ( | * ), 0.76, 0.76, 0.76, 0.77, 0.77 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 1, 'Tuned_CART: Y-Def': 4, 'Grid_RF: Y-Def': 3} Naive_CART Running Time: 0.0036 Tuned_CART Running Time: 0.2746 Grid_CART Running Time: 0.928 Naive_RF Running Time: 0.0114 Tuned_RF Running Time: 29.4746 Grid_RF Running Time: 214.4946 ++++++++++++++++++++ DataSet: camelV1 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 20 , 0 (-*- | ), 0.19, 0.20, 0.20, 0.20, 0.21 2 , Tuned_RF: Y-Def , 22 , 1 ( -- *- | ), 0.20, 0.21, 0.22, 0.22, 0.23 3 , Naive_RF: Y-Def , 27 , 0 ( *| ), 0.27, 0.27, 0.27, 0.27, 0.27 3 , Grid_CART: Y-Def , 28 , 1 ( |*------------ ), 0.27, 0.27, 0.28, 0.28, 0.35 3 , Tuned_CART: Y-Def , 32 , 9 ( ---- | *--- ), 0.21, 0.23, 0.32, 0.32, 0.34 3 , Naive_CART: Y-Def , 35 , 0 ( | *), 0.35, 0.35, 0.35, 0.35, 0.35 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 5 , 1 (* | ), 0.05, 0.05, 0.05, 0.06, 0.06 1 , Grid_RF: Y-Def , 6 , 1 ( * | ), 0.06, 0.06, 0.06, 0.07, 0.07 1 , Naive_RF: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 2 , Tuned_CART: Y-Def , 11 , 3 ( ----- |* --- ), 0.08, 0.10, 0.11, 0.13, 0.14 2 , Naive_CART: Y-Def , 12 , 0 ( | * ), 0.12, 0.12, 0.12, 0.12, 0.12 2 , Grid_CART: Y-Def , 13 , 0 ( | --*------- ), 0.12, 0.13, 0.13, 0.13, 0.16 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 34 , 0 (-* | ), 0.33, 0.34, 0.34, 0.34, 0.34 2 , Tuned_CART: Y-Def , 37 , 2 ( -- *-------| ), 0.34, 0.35, 0.37, 0.37, 0.42 3 , Naive_CART: Y-Def , 41 , 0 ( *| ), 0.41, 0.41, 0.41, 0.41, 0.41 3 , Grid_RF: Y-Def , 41 , 0 ( *|-- ), 0.41, 0.41, 0.41, 0.41, 0.43 3 , Naive_RF: Y-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 4 , Tuned_RF: Y-Def , 47 , 1 ( | --------* - ), 0.43, 0.47, 0.47, 0.48, 0.49 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 27 , 0 (*- | ), 0.27, 0.27, 0.27, 0.27, 0.28 2 , Tuned_RF: Y-Def , 30 , 3 ( --- * | ), 0.28, 0.29, 0.30, 0.31, 0.31 3 , Grid_CART: Y-Def , 31 , 1 ( --- *----|----- ), 0.29, 0.30, 0.31, 0.31, 0.35 3 , Naive_RF: Y-Def , 33 , 0 ( |* ), 0.33, 0.33, 0.33, 0.33, 0.33 3 , Tuned_CART: Y-Def , 34 , 7 (-- | * ------ ), 0.27, 0.28, 0.34, 0.35, 0.37 3 , Naive_CART: Y-Def , 38 , 0 ( | *), 0.38, 0.38, 0.38, 0.38, 0.38 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 33 , 0 (-*-- | ), 0.32, 0.33, 0.33, 0.33, 0.35 1 , Tuned_RF: Y-Def , 36 , 2 ( -- *- | ), 0.33, 0.34, 0.36, 0.36, 0.37 2 , Naive_RF: Y-Def , 42 , 0 ( |* ), 0.42, 0.42, 0.42, 0.42, 0.42 2 , Grid_CART: Y-Def , 43 , 1 ( -| *--------- ), 0.41, 0.42, 0.43, 0.43, 0.49 2 , Tuned_CART: Y-Def , 47 , 11 ( ---- | * ), 0.35, 0.37, 0.47, 0.48, 0.48 2 , Naive_CART: Y-Def , 50 , 0 ( | *), 0.50, 0.50, 0.50, 0.50, 0.50 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 63 , 0 ( * | ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Grid_CART: Y-Def , 63 , 3 ( * ------ | ), 0.61, 0.61, 0.63, 0.64, 0.66 2 , Tuned_CART: Y-Def , 67 , 1 ( | *----- ), 0.66, 0.66, 0.67, 0.67, 0.69 2 , Naive_RF: Y-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 3 , Tuned_RF: Y-Def , 69 , 0 ( | *-- ), 0.69, 0.69, 0.69, 0.69, 0.70 4 , Grid_RF: Y-Def , 70 , 0 ( | *-- ), 0.70, 0.70, 0.70, 0.70, 0.71 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 1, 'Tuned_CART: Y-Def': 5, 'Grid_RF: Y-Def': 4} Naive_CART Running Time: 0.001 Tuned_CART Running Time: 0.1056 Grid_CART Running Time: 0.5654 Naive_RF Running Time: 0.0084 Tuned_RF Running Time: 21.842 Grid_RF Running Time: 157.5212 ++++++++++++++++++++ DataSet: ivyV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 2 , 7 (* | ), 0.00, 0.00, 0.02, 0.07, 0.07 1 , Naive_RF: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Tuned_CART: Y-Def , 20 , 30 ( * -| ), 0.00, 0.00, 0.20, 0.30, 0.32 2 , Grid_CART: Y-Def , 32 , 17 ( - * ----------- ), 0.17, 0.20, 0.32, 0.37, 0.60 2 , Naive_CART: Y-Def , 42 , 0 ( | * ), 0.42, 0.42, 0.42, 0.42, 0.42 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 0 , 1 (* | ), 0.00, 0.00, 0.00, 0.01, 0.01 1 , Tuned_CART: Y-Def , 5 , 7 ( * | ), 0.00, 0.00, 0.05, 0.07, 0.07 2 , Naive_RF: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 2 , Grid_CART: Y-Def , 11 , 9 ( --- | * --- ), 0.03, 0.05, 0.11, 0.14, 0.16 2 , Naive_CART: Y-Def , 19 , 0 ( | *), 0.19, 0.19, 0.19, 0.19, 0.19 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 2 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Naive_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 2 , Grid_CART: Y-Def , 28 , 4 ( --|-* ---- ), 0.22, 0.29, 0.29, 0.32, 0.40 2 , Tuned_CART: Y-Def , 32 , 35 ( | *-- ), 0.00, 0.00, 0.32, 0.35, 0.37 2 , Grid_RF: Y-Def , 37 , 42 ( | * ---- ), 0.00, 0.00, 0.37, 0.42, 0.50 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 4 , 12 ( * | ), 0.00, 0.00, 0.04, 0.12, 0.12 2 , Naive_RF: Y-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 2 , Tuned_CART: Y-Def , 24 , 32 ( | * -- ), 0.00, 0.00, 0.24, 0.32, 0.34 2 , Grid_CART: Y-Def , 26 , 6 ( -|--* ------- ), 0.21, 0.26, 0.26, 0.32, 0.42 2 , Naive_CART: Y-Def , 28 , 0 ( | * ), 0.28, 0.28, 0.28, 0.28, 0.28 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 4 , 13 ( * | ), 0.00, 0.00, 0.04, 0.13, 0.13 2 , Naive_RF: Y-Def , 22 , 0 ( * | ), 0.22, 0.22, 0.22, 0.22, 0.22 2 , Tuned_CART: Y-Def , 33 , 45 ( *| - ), 0.00, 0.00, 0.33, 0.45, 0.48 2 , Grid_CART: Y-Def , 47 , 19 ( -- | * ------- ), 0.29, 0.33, 0.47, 0.52, 0.69 2 , Naive_CART: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 61 , 0 (* | ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Naive_RF: Y-Def , 70 , 0 ( * | ), 0.70, 0.70, 0.70, 0.70, 0.70 1 , Grid_CART: Y-Def , 72 , 4 (-------------- * ----- ), 0.61, 0.71, 0.72, 0.75, 0.78 1 , Tuned_CART: Y-Def , 74 , 2 ( | *--- ), 0.73, 0.73, 0.74, 0.75, 0.77 2 , Grid_RF: Y-Def , 81 , 1 ( | -* ), 0.80, 0.81, 0.81, 0.82, 0.82 2 , Tuned_RF: Y-Def , 82 , 1 ( | *), 0.81, 0.81, 0.82, 0.82, 0.82 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 2, 'Tuned_CART: Y-Def': 6, 'Grid_RF: Y-Def': 4} Naive_CART Running Time: 0.0012 Tuned_CART Running Time: 0.1494 Grid_CART Running Time: 0.6198 Naive_RF Running Time: 0.0076 Tuned_RF Running Time: 22.5022 Grid_RF Running Time: 166.6952 ++++++++++++++++++++ DataSet: jeditV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 44 , 10 (- * | ), 0.35, 0.36, 0.44, 0.46, 0.46 1 , Naive_RF: Y-Def , 46 , 0 ( * | ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Tuned_CART: Y-Def , 48 , 6 ( ------- *-|------------- ), 0.36, 0.43, 0.48, 0.49, 0.63 1 , Grid_RF: Y-Def , 48 , 4 ( * | ), 0.45, 0.45, 0.48, 0.49, 0.49 1 , Tuned_RF: Y-Def , 50 , 1 ( - |* ), 0.48, 0.49, 0.50, 0.50, 0.51 1 , Naive_CART: Y-Def , 51 , 0 ( | * ), 0.51, 0.51, 0.51, 0.51, 0.51 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 3 , 1 (-* ----- | ), 0.02, 0.03, 0.03, 0.04, 0.07 2 , Tuned_RF: Y-Def , 7 , 1 ( -* ---- | ), 0.06, 0.07, 0.07, 0.08, 0.10 2 , Naive_RF: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 2 , Naive_CART: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 2 , Grid_CART: Y-Def , 10 , 4 ( - *|- ), 0.06, 0.07, 0.10, 0.11, 0.12 2 , Tuned_CART: Y-Def , 12 , 1 ( -----|-* ---------- ), 0.08, 0.12, 0.12, 0.13, 0.19 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 56 , 5 (--- * ---- | ), 0.47, 0.52, 0.56, 0.58, 0.64 1 , Grid_CART: Y-Def , 59 , 7 ( - * -- | ), 0.55, 0.56, 0.59, 0.63, 0.65 2 , Naive_CART: Y-Def , 66 , 0 ( *| ), 0.66, 0.66, 0.66, 0.66, 0.66 2 , Naive_RF: Y-Def , 66 , 0 ( *| ), 0.66, 0.66, 0.66, 0.66, 0.66 2 , Tuned_RF: Y-Def , 69 , 3 ( --- |*--- ), 0.62, 0.66, 0.69, 0.69, 0.74 3 , Grid_RF: Y-Def , 80 , 2 ( |------- *---- ), 0.68, 0.79, 0.80, 0.81, 0.87 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 49 , 4 ( - * -|- ), 0.45, 0.46, 0.49, 0.50, 0.52 1 , Tuned_CART: Y-Def , 52 , 2 (---------------| *------- ), 0.41, 0.51, 0.52, 0.53, 0.57 2 , Naive_RF: Y-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Tuned_RF: Y-Def , 56 , 4 ( | * - ), 0.55, 0.55, 0.57, 0.59, 0.60 2 , Naive_CART: Y-Def , 57 , 0 ( | * ), 0.58, 0.58, 0.58, 0.58, 0.58 2 , Grid_RF: Y-Def , 59 , 3 ( | - * ), 0.57, 0.58, 0.59, 0.60, 0.60 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 59 , 8 (- * -| ), 0.51, 0.52, 0.59, 0.60, 0.61 1 , Tuned_CART: Y-Def , 62 , 6 (----------- | *----------- ), 0.51, 0.58, 0.62, 0.63, 0.70 1 , Naive_RF: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Tuned_RF: Y-Def , 64 , 1 ( | --* - ), 0.63, 0.64, 0.64, 0.65, 0.66 1 , Grid_RF: Y-Def , 64 , 2 ( |- *- ), 0.61, 0.62, 0.64, 0.64, 0.65 1 , Naive_CART: Y-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 71 , 0 (* | ), 0.71, 0.71, 0.71, 0.71, 0.71 1 , Tuned_CART: Y-Def , 76 , 3 ( --- * | ), 0.74, 0.75, 0.76, 0.78, 0.78 1 , Grid_CART: Y-Def , 76 , 1 ( --- * | ), 0.74, 0.75, 0.76, 0.76, 0.76 2 , Naive_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 2 , Tuned_RF: Y-Def , 83 , 1 ( | * ), 0.83, 0.83, 0.83, 0.84, 0.84 2 , Grid_RF: Y-Def , 84 , 1 ( | *), 0.83, 0.83, 0.84, 0.84, 0.84 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 2, 'Tuned_CART: Y-Def': 7, 'Grid_RF: Y-Def': 5} Naive_CART Running Time: 0.0012 Tuned_CART Running Time: 0.1556 Grid_CART Running Time: 0.6314 Naive_RF Running Time: 0.0076 Tuned_RF Running Time: 21.8502 Grid_RF Running Time: 167.6572 ++++++++++++++++++++ DataSet: jeditV1 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 54 , 0 ( * | ), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Grid_RF: Y-Def , 56 , 0 ( ---*--| ), 0.54, 0.56, 0.56, 0.56, 0.58 2 , Tuned_RF: Y-Def , 62 , 2 ( |-- * ), 0.58, 0.60, 0.62, 0.62, 0.62 2 , Grid_CART: Y-Def , 62 , 10 ( | *----- ), 0.52, 0.52, 0.62, 0.62, 0.66 2 , Naive_CART: Y-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 2 , Tuned_CART: Y-Def , 64 , 2 (---------------|----- *---- ), 0.47, 0.62, 0.64, 0.64, 0.68 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 10 , 0 (---* | ), 0.09, 0.10, 0.10, 0.10, 0.10 1 , Tuned_RF: Y-Def , 11 , 0 (------*-- | ), 0.09, 0.11, 0.11, 0.11, 0.12 1 , Grid_CART: Y-Def , 11 , 2 (------* --| ), 0.09, 0.11, 0.11, 0.13, 0.14 2 , Naive_RF: Y-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 2 , Tuned_CART: Y-Def , 15 , 3 (--------- | *--------- ), 0.09, 0.12, 0.15, 0.15, 0.18 2 , Naive_CART: Y-Def , 17 , 0 ( | * ), 0.17, 0.17, 0.17, 0.17, 0.17 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Tuned_CART: Y-Def , 38 , 4 ( -----* | ----- ), 0.36, 0.38, 0.38, 0.42, 0.44 1 , Naive_RF: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 2 , Tuned_RF: Y-Def , 44 , 1 ( | -----* ---- ), 0.42, 0.44, 0.44, 0.45, 0.47 2 , Grid_RF: Y-Def , 45 , 1 ( | --- *- ), 0.43, 0.44, 0.45, 0.45, 0.46 2 , Grid_CART: Y-Def , 45 , 3 (---------------|-- *- ), 0.34, 0.42, 0.45, 0.45, 0.46 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 44 , 0 ( * | ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Naive_CART: Y-Def , 45 , 0 ( * | ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Tuned_CART: Y-Def , 48 , 1 ( --| *---- ), 0.46, 0.47, 0.48, 0.48, 0.50 2 , Grid_RF: Y-Def , 49 , 1 ( | * --- ), 0.49, 0.49, 0.49, 0.50, 0.51 2 , Grid_CART: Y-Def , 51 , 3 (---------------|----- * ), 0.41, 0.49, 0.51, 0.52, 0.52 2 , Tuned_RF: Y-Def , 52 , 1 ( | ------ *), 0.49, 0.51, 0.52, 0.52, 0.52 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 66 , 0 ( * | ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Grid_RF: Y-Def , 69 , 1 ( -- |*- ), 0.67, 0.68, 0.69, 0.69, 0.70 1 , Naive_CART: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Tuned_CART: Y-Def , 73 , 1 (---------------|------- *- ), 0.62, 0.72, 0.73, 0.73, 0.74 1 , Tuned_RF: Y-Def , 73 , 2 ( | -- * ), 0.70, 0.71, 0.73, 0.73, 0.73 1 , Grid_CART: Y-Def , 73 , 7 ( ----- | *--- ), 0.64, 0.66, 0.73, 0.73, 0.75 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 73 , 0 (* | ), 0.73, 0.73, 0.73, 0.73, 0.73 1 , Tuned_CART: Y-Def , 78 , 5 ( * | ), 0.77, 0.77, 0.78, 0.82, 0.82 1 , Grid_CART: Y-Def , 82 , 1 ( -------|---* ), 0.77, 0.82, 0.82, 0.83, 0.83 1 , Naive_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 2 , Tuned_RF: Y-Def , 85 , 1 ( | * ), 0.85, 0.85, 0.85, 0.86, 0.86 2 , Grid_RF: Y-Def , 86 , 1 ( | *- ), 0.85, 0.85, 0.86, 0.86, 0.87 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 2, 'Grid_CART: Y-Def': 1, 'Tuned_CART: Y-Def': 7, 'Grid_RF: Y-Def': 6} Naive_CART Running Time: 0.0016 Tuned_CART Running Time: 0.143 Grid_CART Running Time: 0.6764 Naive_RF Running Time: 0.0082 Tuned_RF Running Time: 20.7158 Grid_RF Running Time: 171.3476 ++++++++++++++++++++ DataSet: jeditV2 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Tuned_CART: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Tuned_RF: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Grid_RF: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Grid_CART: Y-Def , 45 , 0 (---------------|---* ), 0.27, 0.45, 0.45, 0.45, 0.45 1 , Naive_RF: Y-Def , 54 , 0 ( | *), 0.54, 0.54, 0.54, 0.54, 0.54 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 7 , 1 ( ----* | ), 0.05, 0.07, 0.07, 0.08, 0.08 1 , Tuned_CART: Y-Def , 9 , 2 (------ * | ), 0.04, 0.07, 0.09, 0.09, 0.09 1 , Grid_RF: Y-Def , 9 , 2 ( * | ), 0.07, 0.07, 0.09, 0.09, 0.09 2 , Naive_RF: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 2 , Grid_CART: Y-Def , 11 , 1 ( |* ), 0.11, 0.11, 0.11, 0.12, 0.12 2 , Naive_CART: Y-Def , 17 , 0 ( | *), 0.17, 0.17, 0.17, 0.17, 0.17 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 5 , 0 (* | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Grid_CART: Y-Def , 7 , 1 (----* | ), 0.05, 0.07, 0.07, 0.08, 0.08 2 , Tuned_CART: Y-Def , 10 , 2 ( * | ------------ ), 0.10, 0.10, 0.10, 0.12, 0.17 2 , Grid_RF: Y-Def , 10 , 1 ( * -|- ), 0.10, 0.10, 0.10, 0.11, 0.12 2 , Naive_RF: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 2 , Tuned_RF: Y-Def , 12 , 2 ( | *--------- ), 0.10, 0.10, 0.12, 0.12, 0.16 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Grid_CART: Y-Def , 12 , 2 (-------* | ), 0.08, 0.12, 0.12, 0.14, 0.14 2 , Tuned_CART: Y-Def , 16 , 3 ( *| ---------- ), 0.16, 0.16, 0.16, 0.19, 0.25 2 , Grid_RF: Y-Def , 16 , 2 ( *| -- ), 0.16, 0.16, 0.16, 0.18, 0.19 2 , Naive_RF: Y-Def , 17 , 0 ( * ), 0.17, 0.17, 0.17, 0.17, 0.17 2 , Tuned_RF: Y-Def , 19 , 2 ( | *------ ), 0.17, 0.17, 0.19, 0.19, 0.23 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 57 , 0 ( | * ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Grid_CART: Y-Def , 59 , 1 (---------------|----* ), 0.41, 0.59, 0.59, 0.60, 0.60 1 , Tuned_CART: Y-Def , 60 , 1 ( | * ), 0.60, 0.60, 0.60, 0.61, 0.61 1 , Tuned_RF: Y-Def , 60 , 1 ( | * ), 0.60, 0.60, 0.60, 0.61, 0.61 1 , Grid_RF: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_RF: Y-Def , 67 , 0 ( | *), 0.67, 0.67, 0.67, 0.67, 0.67 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 63 , 0 ( * | ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Tuned_RF: Y-Def , 64 , 1 ( *--- | ), 0.63, 0.63, 0.64, 0.64, 0.66 1 , Tuned_CART: Y-Def , 65 , 0 ( ---*- | ), 0.63, 0.65, 0.65, 0.65, 0.66 1 , Grid_CART: Y-Def , 67 , 8 (------ * | ------- ), 0.59, 0.63, 0.67, 0.71, 0.75 1 , Grid_RF: Y-Def , 69 , 2 ( -------- *- ), 0.62, 0.67, 0.69, 0.69, 0.70 1 , Naive_RF: Y-Def , 78 , 0 ( | *), 0.78, 0.78, 0.78, 0.78, 0.78 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 2, 'Grid_CART: Y-Def': 2, 'Tuned_CART: Y-Def': 7, 'Grid_RF: Y-Def': 7} Naive_CART Running Time: 0.0008 Tuned_CART Running Time: 0.0908 Grid_CART Running Time: 0.5494 Naive_RF Running Time: 0.0066 Tuned_RF Running Time: 22.6146 Grid_RF Running Time: 151.347 ++++++++++++++++++++ DataSet: log4jV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 15 , 0 (---------*-----|-- ), 0.07, 0.15, 0.15, 0.15, 0.23 2 , Tuned_CART: Y-Def , 23 , 0 ( --|--*---------- ), 0.19, 0.23, 0.23, 0.23, 0.33 2 , Naive_RF: Y-Def , 24 , 0 ( | * ), 0.24, 0.24, 0.24, 0.24, 0.24 2 , Grid_RF: Y-Def , 27 , 3 ( --|---- * ), 0.19, 0.25, 0.27, 0.28, 0.28 2 , Grid_CART: Y-Def , 28 , 3 ( -|-------- * -- ), 0.20, 0.28, 0.29, 0.31, 0.33 2 , Naive_CART: Y-Def , 33 , 0 ( | *), 0.33, 0.33, 0.33, 0.33, 0.33 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (*---- | ), 0.00, 0.00, 0.00, 0.00, 0.06 1 , Tuned_CART: Y-Def , 6 , 0 (-----*---------|------------- ), 0.00, 0.06, 0.06, 0.06, 0.31 1 , Grid_RF: Y-Def , 6 , 0 (-----* | ), 0.00, 0.06, 0.06, 0.06, 0.06 2 , Grid_CART: Y-Def , 12 , 0 ( ------*---|------------- ), 0.06, 0.12, 0.12, 0.12, 0.31 2 , Naive_RF: Y-Def , 18 , 0 ( | * ), 0.18, 0.18, 0.18, 0.18, 0.18 2 , Naive_CART: Y-Def , 25 , 0 ( | * ), 0.25, 0.25, 0.25, 0.25, 0.25 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 93 , 0 ( * | ), 0.93, 0.93, 0.93, 0.93, 0.93 1 , Naive_CART: Y-Def , 94 , 0 ( * | ), 0.94, 0.94, 0.94, 0.94, 0.94 1 , Grid_CART: Y-Def , 96 , 0 (--------------*|-- ), 0.92, 0.96, 0.96, 0.96, 0.97 1 , Tuned_CART: Y-Def , 97 , 0 (---------------|--*---------- ), 0.92, 0.97, 0.97, 0.97, 1.00 2 , Grid_RF: Y-Def , 98 , 0 ( | *------ ), 0.98, 0.98, 0.98, 0.98, 1.00 3 , Tuned_RF: Y-Def , 100 , 0 ( | -----------*), 0.97, 1.00, 1.00, 1.00, 1.00 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 27 , 1 (---------- *---|---- ), 0.13, 0.26, 0.27, 0.27, 0.38 2 , Tuned_CART: Y-Def , 38 , 0 ( |----*-------- ), 0.32, 0.38, 0.38, 0.38, 0.49 2 , Naive_RF: Y-Def , 38 , 0 ( | * ), 0.38, 0.38, 0.38, 0.38, 0.38 2 , Grid_RF: Y-Def , 42 , 2 ( |------- * ), 0.32, 0.41, 0.42, 0.43, 0.44 2 , Grid_CART: Y-Def , 44 , 3 ( | --------* - ), 0.34, 0.44, 0.44, 0.47, 0.49 2 , Naive_CART: Y-Def , 49 , 0 ( | *), 0.49, 0.49, 0.49, 0.49, 0.49 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 27 , 1 (----------- *--|----- ), 0.13, 0.26, 0.27, 0.27, 0.37 2 , Tuned_CART: Y-Def , 37 , 0 ( | ----*------- ), 0.32, 0.37, 0.37, 0.37, 0.45 2 , Naive_RF: Y-Def , 37 , 0 ( | * ), 0.37, 0.37, 0.37, 0.37, 0.37 2 , Grid_RF: Y-Def , 42 , 3 ( | ------- * ), 0.32, 0.40, 0.42, 0.43, 0.43 2 , Grid_CART: Y-Def , 43 , 2 ( | ---------* ), 0.33, 0.43, 0.43, 0.45, 0.46 2 , Naive_CART: Y-Def , 46 , 0 ( | *), 0.46, 0.46, 0.46, 0.46, 0.46 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 51 , 10 (- * | --- ), 0.48, 0.49, 0.51, 0.59, 0.61 1 , Naive_CART: Y-Def , 53 , 0 ( * | ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Grid_CART: Y-Def , 56 , 2 ( -------- * | ), 0.50, 0.55, 0.56, 0.58, 0.58 2 , Tuned_RF: Y-Def , 57 , 0 ( -|*- ), 0.57, 0.58, 0.58, 0.58, 0.59 3 , Naive_RF: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 3 , Grid_RF: Y-Def , 64 , 3 ( | -- *-- ), 0.60, 0.61, 0.64, 0.64, 0.66 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 2, 'Grid_CART: Y-Def': 3, 'Tuned_CART: Y-Def': 7, 'Grid_RF: Y-Def': 8} Naive_CART Running Time: 0.001 Tuned_CART Running Time: 0.1196 Grid_CART Running Time: 0.6214 Naive_RF Running Time: 0.0076 Tuned_RF Running Time: 21.9782 Grid_RF Running Time: 161.0534 ++++++++++++++++++++ DataSet: luceneV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 56 , 0 ( * | ), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Naive_RF: Y-Def , 62 , 0 ( * | ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Grid_CART: Y-Def , 63 , 2 ( ---* | ), 0.61, 0.63, 0.63, 0.65, 0.66 1 , Tuned_CART: Y-Def , 67 , 3 (---------------| * --- ), 0.53, 0.66, 0.67, 0.69, 0.71 1 , Grid_RF: Y-Def , 67 , 0 ( |--* ), 0.66, 0.67, 0.67, 0.67, 0.68 2 , Tuned_RF: Y-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.76 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 33 , 3 ( * -- | ), 0.32, 0.32, 0.33, 0.35, 0.37 1 , Naive_RF: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_CART: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 2 , Grid_CART: Y-Def , 40 , 6 ( *| -- ), 0.37, 0.37, 0.40, 0.43, 0.45 2 , Tuned_RF: Y-Def , 43 , 2 ( | *- ), 0.42, 0.42, 0.43, 0.44, 0.45 2 , Tuned_CART: Y-Def , 48 , 13 (-------------- | * - ), 0.26, 0.40, 0.48, 0.53, 0.54 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 67 , 4 (-- * -|------------- ), 0.65, 0.66, 0.67, 0.70, 0.75 1 , Naive_CART: Y-Def , 69 , 0 ( * | ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Grid_CART: Y-Def , 70 , 2 ( *|- ), 0.68, 0.68, 0.70, 0.70, 0.71 2 , Tuned_RF: Y-Def , 72 , 1 ( | * ), 0.71, 0.71, 0.72, 0.72, 0.72 2 , Naive_RF: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Grid_RF: Y-Def , 74 , 2 ( | --- * ), 0.72, 0.73, 0.74, 0.75, 0.75 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 62 , 0 (* | ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Grid_CART: Y-Def , 66 , 2 ( * -- | ), 0.65, 0.65, 0.66, 0.67, 0.68 1 , Naive_RF: Y-Def , 66 , 0 ( * | ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Tuned_CART: Y-Def , 67 , 1 (------------* | ), 0.62, 0.67, 0.67, 0.68, 0.68 2 , Grid_RF: Y-Def , 70 , 1 ( | * ), 0.70, 0.70, 0.70, 0.71, 0.71 3 , Tuned_RF: Y-Def , 73 , 1 ( | * ), 0.73, 0.73, 0.73, 0.74, 0.74 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 57 , 5 (-- * -|- ), 0.55, 0.56, 0.58, 0.61, 0.62 1 , Naive_CART: Y-Def , 59 , 0 ( * | ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Grid_CART: Y-Def , 61 , 3 ( *| ), 0.59, 0.59, 0.61, 0.62, 0.62 2 , Naive_RF: Y-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 2 , Tuned_RF: Y-Def , 64 , 1 ( | ---* ), 0.63, 0.64, 0.64, 0.65, 0.65 3 , Grid_RF: Y-Def , 66 , 2 ( | * ), 0.65, 0.65, 0.66, 0.67, 0.67 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 59 , 0 (* | ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Naive_RF: Y-Def , 63 , 0 ( * | ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Tuned_CART: Y-Def , 64 , 1 ( -----* --|-- ), 0.62, 0.64, 0.64, 0.65, 0.67 1 , Grid_CART: Y-Def , 64 , 1 ( *---| ), 0.63, 0.63, 0.64, 0.64, 0.66 2 , Grid_RF: Y-Def , 71 , 1 ( | *- ), 0.70, 0.70, 0.71, 0.71, 0.72 3 , Tuned_RF: Y-Def , 72 , 0 ( | *), 0.72, 0.72, 0.72, 0.72, 0.72 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 3, 'Grid_CART: Y-Def': 3, 'Tuned_CART: Y-Def': 8, 'Grid_RF: Y-Def': 8} Naive_CART Running Time: 0.0014 Tuned_CART Running Time: 0.1394 Grid_CART Running Time: 0.5902 Naive_RF Running Time: 0.0074 Tuned_RF Running Time: 22.0634 Grid_RF Running Time: 162.503 ++++++++++++++++++++ DataSet: poiV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 2 , 1 ( --* -- | ), 0.01, 0.02, 0.02, 0.03, 0.04 1 , Grid_RF: Y-Def , 3 , 3 ( *- | ), 0.00, 0.00, 0.03, 0.03, 0.04 2 , Tuned_CART: Y-Def , 7 , 2 ( ---------- | * --- ), 0.02, 0.06, 0.07, 0.08, 0.09 2 , Grid_CART: Y-Def , 7 , 1 (-------------- | *------ ), 0.00, 0.06, 0.07, 0.07, 0.10 2 , Naive_RF: Y-Def , 9 , 0 ( | * ), 0.09, 0.09, 0.09, 0.09, 0.09 2 , Naive_CART: Y-Def , 12 , 0 ( | *), 0.12, 0.12, 0.12, 0.12, 0.12 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 2 (* | ), 0.00, 0.00, 0.00, 0.02, 0.02 1 , Grid_RF: Y-Def , 1 , 2 ( * | ), 0.00, 0.00, 0.01, 0.02, 0.02 2 , Grid_CART: Y-Def , 4 , 3 (---- * ---|-------- ), 0.00, 0.02, 0.04, 0.05, 0.10 2 , Tuned_CART: Y-Def , 6 , 4 ( ----- *| ---------- ), 0.02, 0.04, 0.06, 0.08, 0.12 2 , Naive_RF: Y-Def , 6 , 0 ( *| ), 0.06, 0.06, 0.06, 0.06, 0.06 2 , Naive_CART: Y-Def , 11 , 0 ( | * ), 0.11, 0.11, 0.11, 0.11, 0.11 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 65 , 0 ( | * ), 0.65, 0.65, 0.65, 0.65, 0.65 1 , Tuned_CART: Y-Def , 66 , 20 ( -------|- * ), 0.29, 0.58, 0.66, 0.77, 0.78 1 , Grid_CART: Y-Def , 69 , 10 (---------------|--- * - ), 0.00, 0.65, 0.69, 0.75, 0.80 1 , Naive_RF: Y-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 1 , Grid_RF: Y-Def , 72 , 76 ( | *-- ), 0.00, 0.00, 0.72, 0.76, 0.81 2 , Tuned_RF: Y-Def , 85 , 24 ( | * ), 0.75, 0.76, 0.85, 1.00, 1.00 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 4 , 2 ( -* -- | ), 0.03, 0.04, 0.04, 0.06, 0.07 1 , Grid_RF: Y-Def , 6 , 6 ( *- | ), 0.00, 0.00, 0.06, 0.06, 0.07 2 , Tuned_CART: Y-Def , 13 , 4 ( -----------| * - ), 0.03, 0.11, 0.13, 0.15, 0.16 2 , Grid_CART: Y-Def , 13 , 2 (---------------| *------ ), 0.00, 0.11, 0.13, 0.13, 0.18 2 , Naive_RF: Y-Def , 16 , 0 ( | * ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Naive_CART: Y-Def , 20 , 0 ( | *), 0.20, 0.20, 0.20, 0.20, 0.20 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 4 , 2 ( -* - | ), 0.03, 0.04, 0.04, 0.06, 0.07 1 , Grid_RF: Y-Def , 6 , 7 ( * | ), 0.00, 0.00, 0.06, 0.07, 0.07 2 , Tuned_CART: Y-Def , 13 , 4 ( -----------| * --- ), 0.03, 0.11, 0.13, 0.15, 0.17 2 , Grid_CART: Y-Def , 13 , 1 (---------------|- *------ ), 0.00, 0.12, 0.13, 0.13, 0.18 2 , Naive_RF: Y-Def , 16 , 0 ( | * ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Naive_CART: Y-Def , 21 , 0 ( | *), 0.21, 0.21, 0.21, 0.21, 0.21 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 37 , 1 ( -- *--------- | ), 0.35, 0.36, 0.37, 0.37, 0.43 1 , Tuned_RF: Y-Def , 37 , 1 ( -* --- | ), 0.36, 0.37, 0.37, 0.38, 0.40 1 , Grid_RF: Y-Def , 37 , 2 (--- * ----- | ), 0.34, 0.36, 0.37, 0.38, 0.41 2 , Grid_CART: Y-Def , 48 , 7 ( ----- | * --- ), 0.40, 0.43, 0.48, 0.50, 0.52 2 , Naive_RF: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Naive_CART: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 4, 'Grid_CART: Y-Def': 4, 'Tuned_CART: Y-Def': 8, 'Grid_RF: Y-Def': 8} Naive_CART Running Time: 0.0022 Tuned_CART Running Time: 0.1648 Grid_CART Running Time: 0.6464 Naive_RF Running Time: 0.0088 Tuned_RF Running Time: 20.4172 Grid_RF Running Time: 172.8334 ++++++++++++++++++++ DataSet: poiV1 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_CART: Y-Def , 1 , 50 (* | - ), 0.00, 0.00, 0.01, 0.50, 0.53 1 , Tuned_CART: Y-Def , 16 , 26 ( * | ), 0.00, 0.00, 0.16, 0.26, 0.26 1 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Naive_CART: Y-Def , 26 , 0 ( *| ), 0.26, 0.26, 0.26, 0.26, 0.26 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_CART: Y-Def , 0 , 11 (* | ---- ), 0.00, 0.00, 0.00, 0.11, 0.13 1 , Naive_RF: Y-Def , 2 , 0 ( * | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_CART: Y-Def , 3 , 7 ( * | ), 0.00, 0.00, 0.03, 0.07, 0.07 1 , Naive_CART: Y-Def , 15 , 0 ( | *), 0.15, 0.15, 0.15, 0.15, 0.15 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 2 , Naive_CART: Y-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 2 , Tuned_CART: Y-Def , 86 , 86 ( | * ), 0.00, 0.00, 0.86, 0.86, 0.90 2 , Grid_CART: Y-Def , 87 , 38 (-------------- | *-- ), 0.00, 0.50, 0.87, 0.88, 1.00 2 , Naive_RF: Y-Def , 92 , 0 ( | * ), 0.92, 0.92, 0.92, 0.92, 0.92 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 2 , Grid_CART: Y-Def , 2 , 64 (* | ), 0.00, 0.00, 0.02, 0.64, 0.66 2 , Tuned_CART: Y-Def , 28 , 40 ( * | ), 0.00, 0.00, 0.28, 0.40, 0.40 2 , Naive_RF: Y-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 2 , Naive_CART: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 2 , Grid_CART: Y-Def , 2 , 64 (* | ), 0.00, 0.00, 0.02, 0.64, 0.66 2 , Tuned_CART: Y-Def , 28 , 41 ( * | ), 0.00, 0.00, 0.28, 0.41, 0.41 2 , Naive_RF: Y-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 2 , Naive_CART: Y-Def , 40 , 0 ( | * ), 0.40, 0.40, 0.40, 0.40, 0.40 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 59 , 0 ( --* | ), 0.56, 0.59, 0.59, 0.59, 0.59 1 , Naive_CART: Y-Def , 63 , 0 ( |* ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Grid_CART: Y-Def , 66 , 5 (---------------|- * --- ), 0.39, 0.64, 0.66, 0.69, 0.73 2 , Naive_RF: Y-Def , 77 , 0 ( | * ), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Grid_RF: Y-Def , 79 , 2 ( | * ), 0.78, 0.79, 0.79, 0.81, 0.81 2 , Tuned_RF: Y-Def , 80 , 1 ( | -* ), 0.78, 0.80, 0.80, 0.81, 0.82 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 5, 'Grid_CART: Y-Def': 5, 'Tuned_CART: Y-Def': 8, 'Grid_RF: Y-Def': 8} Naive_CART Running Time: 0.001 Tuned_CART Running Time: 0.128 Grid_CART Running Time: 0.5586 Naive_RF Running Time: 0.0068 Tuned_RF Running Time: 20.3234 Grid_RF Running Time: 156.9548 ++++++++++++++++++++ DataSet: synapseV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 17 , 14 (------ * | ), 0.00, 0.09, 0.17, 0.23, 0.23 1 , Grid_RF: Y-Def , 17 , 2 ( * | ), 0.16, 0.16, 0.17, 0.18, 0.19 1 , Grid_CART: Y-Def , 22 , 11 ( ---- |* --- ), 0.09, 0.15, 0.22, 0.26, 0.31 1 , Naive_RF: Y-Def , 27 , 0 ( | * ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_CART: Y-Def , 31 , 0 ( | * ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Tuned_CART: Y-Def , 38 , 7 (---------------|------- *- ), 0.00, 0.32, 0.38, 0.39, 0.41 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 2 , 0 ( * | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_RF: Y-Def , 3 , 3 (- * | ), 0.00, 0.01, 0.03, 0.04, 0.04 2 , Grid_CART: Y-Def , 4 , 1 ( ---* | ), 0.02, 0.04, 0.04, 0.05, 0.05 2 , Naive_RF: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 3 , Tuned_CART: Y-Def , 7 , 5 (-----------* | ---------- ), 0.00, 0.07, 0.07, 0.12, 0.18 3 , Naive_CART: Y-Def , 15 , 0 ( | * ), 0.15, 0.15, 0.15, 0.15, 0.15 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Tuned_CART: Y-Def , 62 , 16 (---------------|--- * - ), 0.00, 0.52, 0.62, 0.68, 0.71 1 , Naive_RF: Y-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 1 , Grid_CART: Y-Def , 70 , 5 ( | -- * ), 0.61, 0.66, 0.70, 0.71, 0.72 1 , Tuned_RF: Y-Def , 71 , 3 (---------------|----------*-- ), 0.00, 0.71, 0.71, 0.74, 0.80 1 , Grid_RF: Y-Def , 77 , 1 ( | * ), 0.77, 0.77, 0.77, 0.78, 0.80 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 28 , 19 (--------- |* ), 0.00, 0.16, 0.28, 0.35, 0.35 1 , Grid_RF: Y-Def , 28 , 4 ( |*- ), 0.26, 0.26, 0.28, 0.30, 0.31 1 , Grid_CART: Y-Def , 33 , 14 ( ----- | * --- ), 0.16, 0.24, 0.33, 0.38, 0.43 1 , Naive_CART: Y-Def , 38 , 0 ( | * ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Naive_RF: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Tuned_CART: Y-Def , 45 , 6 (---------------|----------* ), 0.00, 0.44, 0.45, 0.50, 0.50 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 28 , 20 (--------- * ), 0.00, 0.17, 0.29, 0.37, 0.37 1 , Grid_RF: Y-Def , 28 , 4 ( *- ), 0.27, 0.27, 0.29, 0.31, 0.32 1 , Grid_CART: Y-Def , 35 , 15 ( ----- | * ---- ), 0.16, 0.26, 0.35, 0.41, 0.47 1 , Naive_RF: Y-Def , 42 , 0 ( | * ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Naive_CART: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Tuned_CART: Y-Def , 53 , 6 (---------------|--------- * ), 0.00, 0.48, 0.53, 0.54, 0.56 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 57 , 0 (* | ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Grid_CART: Y-Def , 65 , 1 ( ------*-| ), 0.62, 0.65, 0.65, 0.66, 0.67 1 , Tuned_CART: Y-Def , 69 , 6 ( -- | * -- ), 0.63, 0.64, 0.69, 0.70, 0.71 1 , Naive_RF: Y-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Tuned_RF: Y-Def , 72 , 1 ( | * - ), 0.72, 0.72, 0.72, 0.73, 0.74 2 , Grid_RF: Y-Def , 73 , 2 ( | * ), 0.72, 0.72, 0.73, 0.74, 0.74 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 5, 'Grid_CART: Y-Def': 5, 'Tuned_CART: Y-Def': 9, 'Grid_RF: Y-Def': 9} Naive_CART Running Time: 0.001 Tuned_CART Running Time: 0.1182 Grid_CART Running Time: 0.5672 Naive_RF Running Time: 0.007 Tuned_RF Running Time: 22.3704 Grid_RF Running Time: 158.2924 ++++++++++++++++++++ DataSet: velocityV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 46 , 0 ( ----------*---|------------- ), 0.17, 0.46, 0.46, 0.46, 0.98 1 , Naive_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 1 , Grid_CART: Y-Def , 91 , 9 (---------------|-------- *-- ), 0.12, 0.84, 0.91, 0.93, 1.00 1 , Tuned_RF: Y-Def , 97 , 6 ( | ----- * ), 0.78, 0.92, 0.97, 0.98, 1.00 1 , Grid_RF: Y-Def , 97 , 1 ( | --* ), 0.89, 0.96, 0.97, 0.97, 1.00 1 , Naive_CART: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 41 , 3 ( --*----|------------- ), 0.33, 0.40, 0.41, 0.43, 0.97 1 , Grid_CART: Y-Def , 77 , 15 (---------------|------* -- ), 0.08, 0.76, 0.77, 0.91, 0.96 2 , Naive_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 2 , Grid_RF: Y-Def , 90 , 11 ( | * ), 0.87, 0.88, 0.90, 0.99, 0.99 2 , Naive_CART: Y-Def , 94 , 0 ( | * ), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Tuned_RF: Y-Def , 94 , 16 ( | --- * ), 0.74, 0.82, 0.94, 0.98, 0.99 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 33 , 0 ( |* ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Tuned_RF: Y-Def , 34 , 1 ( | * - ), 0.34, 0.34, 0.34, 0.35, 0.36 1 , Grid_RF: Y-Def , 34 , 1 ( |-* ), 0.33, 0.34, 0.34, 0.35, 0.35 1 , Naive_CART: Y-Def , 35 , 0 ( | * ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Tuned_CART: Y-Def , 35 , 2 (---------------|- *- ), 0.21, 0.34, 0.35, 0.36, 0.37 1 , Grid_CART: Y-Def , 36 , 3 ( | *-------- ), 0.34, 0.34, 0.36, 0.37, 0.43 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 40 , 1 (---------------|--*-------- ), 0.19, 0.40, 0.40, 0.41, 0.50 1 , Naive_RF: Y-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Tuned_RF: Y-Def , 50 , 1 ( | --*- ), 0.48, 0.50, 0.50, 0.51, 0.52 1 , Grid_RF: Y-Def , 50 , 2 ( | * ), 0.50, 0.50, 0.50, 0.52, 0.52 1 , Grid_CART: Y-Def , 50 , 1 (---------------|-----------*- ), 0.19, 0.50, 0.50, 0.51, 0.53 1 , Naive_CART: Y-Def , 51 , 0 ( | * ), 0.51, 0.51, 0.51, 0.51, 0.51 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_RF: Y-Def , 10 , 25 (- * |----- ), 0.01, 0.03, 0.10, 0.29, 0.38 1 , Grid_RF: Y-Def , 16 , 19 ( * - | ), 0.01, 0.01, 0.16, 0.20, 0.22 1 , Grid_CART: Y-Def , 22 , 21 ( ----- * | - ), 0.07, 0.15, 0.22, 0.36, 0.37 1 , Naive_RF: Y-Def , 28 , 0 ( * ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Tuned_CART: Y-Def , 50 , 23 ( -------------| * ), 0.05, 0.28, 0.50, 0.51, 0.52 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 46 , 10 ( -- * | --- ), 0.43, 0.44, 0.46, 0.54, 0.56 1 , Tuned_CART: Y-Def , 50 , 9 (------ * | -- ), 0.41, 0.46, 0.50, 0.55, 0.57 1 , Grid_CART: Y-Def , 50 , 6 (---------- * | - ), 0.41, 0.49, 0.50, 0.55, 0.56 1 , Naive_CART: Y-Def , 52 , 0 ( *| ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Tuned_RF: Y-Def , 53 , 7 ( --- |* ------ ), 0.48, 0.50, 0.53, 0.58, 0.63 1 , Naive_RF: Y-Def , 53 , 0 ( |* ), 0.53, 0.53, 0.53, 0.53, 0.53 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 6, 'Grid_CART: Y-Def': 5, 'Tuned_CART: Y-Def': 10, 'Grid_RF: Y-Def': 9} Naive_CART Running Time: 0.0012 Tuned_CART Running Time: 0.1494 Grid_CART Running Time: 0.6224 Naive_RF Running Time: 0.008 Tuned_RF Running Time: 21.6756 Grid_RF Running Time: 165.197 ++++++++++++++++++++ DataSet: xercesV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Grid_RF: Y-Def , 17 , 4 ( * | ), 0.13, 0.14, 0.17, 0.18, 0.18 1 , Grid_CART: Y-Def , 21 , 5 ( ---- *| ), 0.13, 0.18, 0.21, 0.23, 0.23 2 , Naive_CART: Y-Def , 23 , 0 ( * ), 0.23, 0.23, 0.23, 0.23, 0.23 2 , Tuned_CART: Y-Def , 26 , 15 (---------------| * ), 0.05, 0.24, 0.26, 0.39, 0.39 2 , Tuned_RF: Y-Def , 26 , 2 ( -| * ), 0.21, 0.24, 0.26, 0.26, 0.27 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 11 , 1 ( --* | ), 0.10, 0.11, 0.11, 0.12, 0.12 1 , Grid_RF: Y-Def , 11 , 4 (-------- * | ), 0.07, 0.10, 0.11, 0.14, 0.14 2 , Naive_RF: Y-Def , 14 , 0 ( | * ), 0.14, 0.14, 0.14, 0.14, 0.14 2 , Naive_CART: Y-Def , 15 , 0 ( | * ), 0.15, 0.15, 0.15, 0.15, 0.15 2 , Tuned_CART: Y-Def , 15 , 4 ( -------|--- * ), 0.10, 0.14, 0.15, 0.18, 0.18 2 , Grid_CART: Y-Def , 15 , 1 ( |--- *----- ), 0.13, 0.14, 0.15, 0.15, 0.17 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Grid_RF: Y-Def , 18 , 4 ( ---*| -------- ), 0.16, 0.18, 0.18, 0.22, 0.27 1 , Naive_CART: Y-Def , 21 , 0 ( | * ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Grid_CART: Y-Def , 21 , 5 ( -------- | * ), 0.12, 0.17, 0.21, 0.22, 0.22 1 , Tuned_CART: Y-Def , 23 , 4 (---------------|------* ), 0.09, 0.23, 0.23, 0.27, 0.27 2 , Tuned_RF: Y-Def , 27 , 2 ( | * ), 0.26, 0.26, 0.27, 0.28, 0.28 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Grid_RF: Y-Def , 18 , 0 ( -----* | ), 0.14, 0.18, 0.18, 0.18, 0.19 1 , Naive_CART: Y-Def , 22 , 0 ( | * ), 0.22, 0.22, 0.22, 0.22, 0.22 1 , Grid_CART: Y-Def , 22 , 4 ( -------- | * ), 0.12, 0.18, 0.22, 0.22, 0.22 2 , Tuned_CART: Y-Def , 24 , 8 (---------------|----* ), 0.07, 0.24, 0.24, 0.32, 0.32 2 , Tuned_RF: Y-Def , 26 , 2 ( | - *-- ), 0.24, 0.25, 0.26, 0.27, 0.28 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 26 , 0 ( * | ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Grid_RF: Y-Def , 28 , 5 ( -- * | ), 0.22, 0.25, 0.29, 0.30, 0.30 1 , Grid_CART: Y-Def , 34 , 6 ( ------ | * ), 0.22, 0.30, 0.34, 0.36, 0.36 2 , Naive_CART: Y-Def , 36 , 0 ( | * ), 0.36, 0.36, 0.36, 0.36, 0.36 2 , Tuned_CART: Y-Def , 39 , 14 (---------------|--- * ), 0.10, 0.38, 0.39, 0.52, 0.52 2 , Tuned_RF: Y-Def , 40 , 2 ( | -- * ), 0.34, 0.38, 0.40, 0.40, 0.41 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Tuned_CART: Y-Def , 57 , 4 ( ---|-* ), 0.56, 0.58, 0.58, 0.61, 0.61 1 , Grid_CART: Y-Def , 59 , 5 ( | * ), 0.55, 0.55, 0.59, 0.60, 0.60 1 , Naive_RF: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 2 , Grid_RF: Y-Def , 60 , 2 ( | ---* -- ), 0.59, 0.60, 0.60, 0.62, 0.63 2 , Tuned_RF: Y-Def , 63 , 0 ( | *), 0.63, 0.63, 0.63, 0.63, 0.63 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 7, 'Grid_CART: Y-Def': 6, 'Tuned_CART: Y-Def': 10, 'Grid_RF: Y-Def': 9} Naive_CART Running Time: 0.0016 Tuned_CART Running Time: 0.1658 Grid_CART Running Time: 0.6872 Naive_RF Running Time: 0.0082 Tuned_RF Running Time: 22.3342 Grid_RF Running Time: 175.7794 ++++++++++++++++++++ DataSet: xercesV1 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 5 , 0 (----* | ), 0.03, 0.05, 0.05, 0.05, 0.05 2 , Grid_CART: Y-Def , 8 , 1 ( ------- *---| ), 0.04, 0.07, 0.08, 0.08, 0.10 2 , Naive_RF: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 3 , Tuned_RF: Y-Def , 10 , 1 ( |* ), 0.10, 0.10, 0.10, 0.11, 0.11 4 , Naive_CART: Y-Def , 13 , 0 ( | * ), 0.13, 0.13, 0.13, 0.13, 0.13 4 , Tuned_CART: Y-Def , 16 , 0 ( | ------*), 0.13, 0.16, 0.16, 0.16, 0.16 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Grid_RF: Y-Def , 0 , 0 (*---- | ), 0.00, 0.00, 0.00, 0.00, 0.01 1 , Grid_CART: Y-Def , 0 , 1 (* ----------|- ), 0.00, 0.00, 0.00, 0.01, 0.03 1 , Naive_RF: Y-Def , 4 , 0 ( | * ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Naive_CART: Y-Def , 5 , 0 ( | *), 0.05, 0.05, 0.05, 0.05, 0.05 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 85 , 0 (* | ), 0.85, 0.85, 0.85, 0.85, 0.85 1 , Naive_CART: Y-Def , 88 , 0 ( * | ), 0.88, 0.88, 0.88, 0.88, 0.88 1 , Grid_RF: Y-Def , 96 , 5 ( --|--- * ), 0.92, 0.95, 0.96, 1.00, 1.00 1 , Grid_CART: Y-Def , 97 , 8 (------------- | * ), 0.85, 0.92, 0.97, 1.00, 1.00 2 , Tuned_RF: Y-Def , 98 , 1 ( | *--- ), 0.97, 0.97, 0.98, 0.98, 1.00 2 , Tuned_CART: Y-Def , 100 , 0 ( | ----*), 0.98, 1.00, 1.00, 1.00, 1.00 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 10 , 1 (-- * | ), 0.07, 0.09, 0.10, 0.10, 0.10 2 , Grid_CART: Y-Def , 14 , 1 (---------* ----| ), 0.07, 0.14, 0.14, 0.15, 0.18 2 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 3 , Tuned_RF: Y-Def , 19 , 2 ( | *- ), 0.18, 0.18, 0.19, 0.20, 0.21 4 , Naive_CART: Y-Def , 24 , 0 ( | * ), 0.24, 0.24, 0.24, 0.24, 0.24 4 , Tuned_CART: Y-Def , 28 , 1 ( | ---- *), 0.24, 0.27, 0.28, 0.28, 0.28 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 10 , 1 (-- * | ), 0.07, 0.09, 0.10, 0.10, 0.10 2 , Grid_CART: Y-Def , 14 , 1 (---------* ----| ), 0.07, 0.14, 0.14, 0.15, 0.18 2 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 3 , Tuned_RF: Y-Def , 19 , 2 ( | *- ), 0.18, 0.18, 0.19, 0.20, 0.21 4 , Naive_CART: Y-Def , 24 , 0 ( | * ), 0.24, 0.24, 0.24, 0.24, 0.24 4 , Tuned_CART: Y-Def , 28 , 1 ( | ---- *), 0.24, 0.27, 0.28, 0.28, 0.28 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 43 , 1 (-* | ), 0.42, 0.43, 0.43, 0.44, 0.44 1 , Naive_CART: Y-Def , 44 , 0 ( * | ), 0.44, 0.44, 0.44, 0.44, 0.44 2 , Grid_RF: Y-Def , 45 , 1 ( -* | ), 0.44, 0.45, 0.45, 0.46, 0.46 2 , Naive_RF: Y-Def , 50 , 0 ( * | ), 0.50, 0.50, 0.50, 0.50, 0.50 3 , Tuned_CART: Y-Def , 56 , 4 ( ----*| ---- ), 0.52, 0.56, 0.56, 0.60, 0.64 4 , Tuned_RF: Y-Def , 66 , 3 ( | * - ), 0.66, 0.66, 0.66, 0.69, 0.70 In terms of 5 : the times of better tuners are{'Tuned_RF: Y-Def': 8, 'Grid_CART: Y-Def': 6, 'Tuned_CART: Y-Def': 11, 'Grid_RF: Y-Def': 9} ------------------------------------------------------------ Sender: LSF System <lsfadmin@n2d2-5> Subject: Job 192185: </share3/wfu/miniconda/bin/python2.7 run.py run auc true> Done Job </share3/wfu/miniconda/bin/python2.7 run.py run auc true> was submitted from host <login01.hpc.ncsu.edu> by user <wfu> in cluster <henry2>. Job was executed on host(s) <n2d2-5>, in queue <serial>, as user <wfu> in cluster <henry2>. </home/wfu> was used as the home directory. </home/wfu/Github/Caret> was used as the working directory. Started at Sun Feb 21 12:29:24 2016 Results reported at Sun Feb 21 17:00:36 2016 Your job looked like: ------------------------------------------------------------ # LSBATCH: User input /share3/wfu/miniconda/bin/python2.7 run.py run auc true ------------------------------------------------------------ Successfully completed. Resource usage summary: CPU time : 16265.08 sec. Max Memory : 71 MB Max Swap : 855 MB Max Processes : 3 Max Threads : 4 The output (if any) is above this job summary. PS: Read file <./err/auc_true.err.192185> for stderr output of this job.
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