Closed WeiFoo closed 8 years ago
gogogoogogo f1 Naive_CART Running Time: 0.001 Tuned_CART Running Time: 0.1144 Grid_CART Running Time: 0.5534 Naive_RF Running Time: 0.0074 Tuned_RF Running Time: 21.373 Grid_RF Running Time: 154.5066 ++++++++++++++++++++ DataSet: antV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 3 , 3 (-* -- | ), 0.00, 0.03, 0.03, 0.06, 0.09 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_RF: Y-Def , 21 , 7 ( -- * |-- ), 0.15, 0.18, 0.21, 0.25, 0.28 2 , Tuned_CART: Y-Def , 34 , 6 ( --|-- *------ ), 0.21, 0.28, 0.34, 0.34, 0.46 2 , Grid_CART: Y-Def , 34 , 19 ( ---- | * -- ), 0.12, 0.18, 0.34, 0.37, 0.40 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 7 , 2 (----- * | ), 0.02, 0.06, 0.07, 0.08, 0.08 1 , Grid_RF: Y-Def , 8 , 2 ( -- * | ), 0.06, 0.07, 0.08, 0.09, 0.09 1 , Naive_RF: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 2 , Grid_CART: Y-Def , 13 , 11 ( --- |* ), 0.07, 0.09, 0.13, 0.20, 0.20 2 , Naive_CART: Y-Def , 18 , 0 ( | * ), 0.18, 0.18, 0.18, 0.18, 0.18 2 , Tuned_CART: Y-Def , 18 , 1 ( --|------ *----- ), 0.11, 0.17, 0.18, 0.18, 0.22 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 5 , 4 (---- * ----- | ), 0.00, 0.04, 0.05, 0.08, 0.13 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_CART: Y-Def , 18 , 3 ( | *------ ), 0.16, 0.16, 0.18, 0.19, 0.25 2 , Tuned_CART: Y-Def , 19 , 5 ( -----|--- * ), 0.10, 0.18, 0.19, 0.23, 0.23 3 , Grid_RF: Y-Def , 24 , 4 ( | - *--- ), 0.20, 0.21, 0.24, 0.25, 0.28 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 4 , 4 (-- * --- | ), 0.00, 0.03, 0.04, 0.07, 0.10 1 , Naive_CART: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 2 , Naive_RF: Y-Def , 16 , 0 ( * ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Grid_RF: Y-Def , 22 , 7 ( | - * ), 0.18, 0.19, 0.22, 0.26, 0.26 2 , Grid_CART: Y-Def , 22 , 8 ( --|- * ---- ), 0.14, 0.18, 0.22, 0.26, 0.30 2 , Tuned_CART: Y-Def , 25 , 1 ( --|------- *---- ), 0.14, 0.24, 0.25, 0.25, 0.31 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 6 , 5 (---* --- | ), 0.00, 0.06, 0.06, 0.11, 0.17 1 , Naive_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 2 , Naive_RF: Y-Def , 26 , 0 ( * | ), 0.26, 0.26, 0.26, 0.26, 0.26 2 , Grid_RF: Y-Def , 35 , 8 ( --| * -- ), 0.26, 0.31, 0.35, 0.39, 0.42 2 , Grid_CART: Y-Def , 47 , 21 ( ----| * ), 0.22, 0.31, 0.47, 0.52, 0.53 2 , Tuned_CART: Y-Def , 48 , 6 ( | ---- *---- ), 0.34, 0.42, 0.48, 0.48, 0.59 ********** auc ********** 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 , 54 , 3 ( ------- * --|--- ), 0.47, 0.53, 0.54, 0.56, 0.61 1 , Grid_CART: Y-Def , 59 , 7 ( ------|* ---- ), 0.53, 0.58, 0.59, 0.64, 0.67 2 , Naive_RF: Y-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 2 , Tuned_RF: Y-Def , 68 , 2 ( | --- * ), 0.65, 0.67, 0.68, 0.69, 0.69 2 , Grid_RF: Y-Def , 68 , 1 ( | -*- ), 0.67, 0.68, 0.68, 0.69, 0.70 In terms of 3 : the times of better tuners are{'Tuned_CART: Y-Def': 1, 'Grid_RF: Y-Def': 1} Naive_CART Running Time: 0.001 Tuned_CART Running Time: 0.1094 Grid_CART Running Time: 0.5776 Naive_RF Running Time: 0.0072 Tuned_RF Running Time: 22.4362 Grid_RF Running Time: 160.596 ++++++++++++++++++++ DataSet: antV1 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 11 , 3 (---* --- | ), 0.07, 0.11, 0.11, 0.14, 0.17 1 , Grid_CART: Y-Def , 16 , 2 (--------* -----|- ), 0.07, 0.16, 0.16, 0.18, 0.25 1 , Naive_RF: Y-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 2 , Naive_CART: Y-Def , 28 , 0 ( | * ), 0.28, 0.28, 0.28, 0.28, 0.28 2 , Tuned_RF: Y-Def , 28 , 3 ( |- * ), 0.23, 0.25, 0.28, 0.29, 0.29 3 , Tuned_CART: Y-Def , 38 , 0 ( | ----------*), 0.27, 0.38, 0.38, 0.38, 0.38 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 1 , 0 (*----- | ), 0.01, 0.01, 0.01, 0.01, 0.03 2 , Tuned_RF: Y-Def , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 2 , Grid_CART: Y-Def , 4 , 1 ( --- *-----| ), 0.02, 0.03, 0.04, 0.04, 0.06 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 3 , Tuned_CART: Y-Def , 7 , 0 ( |---*--------- ), 0.06, 0.07, 0.07, 0.07, 0.10 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 55 , 2 (-----* ------|- ), 0.50, 0.55, 0.55, 0.58, 0.65 1 , Naive_RF: Y-Def , 59 , 0 ( * | ), 0.59, 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 , Tuned_CART: Y-Def , 63 , 4 ( -- *| ), 0.57, 0.59, 0.63, 0.63, 0.63 2 , Tuned_RF: Y-Def , 68 , 4 ( |- * ), 0.64, 0.65, 0.68, 0.69, 0.69 2 , Grid_RF: Y-Def , 68 , 10 ( -- | * --- ), 0.61, 0.63, 0.68, 0.73, 0.76 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 20 , 3 (------* ----- | ), 0.13, 0.20, 0.20, 0.23, 0.28 1 , Grid_CART: Y-Def , 25 , 3 (----------* --|--- ), 0.13, 0.25, 0.25, 0.28, 0.35 1 , Naive_RF: Y-Def , 26 , 0 ( * | ), 0.26, 0.26, 0.26, 0.26, 0.26 2 , Naive_CART: Y-Def , 39 , 0 ( | * ), 0.39, 0.39, 0.39, 0.39, 0.39 2 , Tuned_RF: Y-Def , 40 , 5 ( | -- * ), 0.34, 0.36, 0.40, 0.41, 0.41 2 , Tuned_CART: Y-Def , 47 , 2 ( | ------- *), 0.37, 0.45, 0.47, 0.47, 0.47 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 21 , 3 (-----* ---- | ), 0.14, 0.21, 0.21, 0.24, 0.29 1 , Grid_CART: Y-Def , 27 , 4 (---------* --|--- ), 0.14, 0.27, 0.27, 0.31, 0.39 1 , Naive_RF: Y-Def , 28 , 0 ( * | ), 0.29, 0.29, 0.29, 0.29, 0.29 2 , Naive_CART: Y-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 2 , Tuned_RF: Y-Def , 43 , 5 ( | - * ), 0.38, 0.39, 0.43, 0.44, 0.44 3 , Tuned_CART: Y-Def , 53 , 0 ( | --------*), 0.42, 0.53, 0.53, 0.53, 0.53 ********** 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 , 70 , 4 ( --- |* ), 0.65, 0.67, 0.70, 0.71, 0.71 1 , Tuned_CART: Y-Def , 71 , 5 ( -- | *-- ), 0.66, 0.67, 0.71, 0.72, 0.73 1 , Naive_RF: Y-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 2 , Grid_RF: Y-Def , 76 , 2 ( | - * - ), 0.74, 0.75, 0.76, 0.77, 0.78 2 , Tuned_RF: Y-Def , 77 , 1 ( | -- * ), 0.75, 0.76, 0.77, 0.77, 0.78 In terms of 3 : 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: 0.168 Grid_CART Running Time: 0.624 Naive_RF Running Time: 0.0082 Tuned_RF Running Time: 24.6156 Grid_RF Running Time: 168.8896 ++++++++++++++++++++ DataSet: antV2 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 33 , 0 (* | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Grid_CART: Y-Def , 36 , 3 ( * | ), 0.33, 0.33, 0.36, 0.36, 0.36 2 , Grid_RF: Y-Def , 39 , 0 ( --* | ), 0.37, 0.39, 0.39, 0.39, 0.39 3 , Naive_CART: Y-Def , 46 , 0 ( *| ), 0.46, 0.46, 0.46, 0.46, 0.46 3 , Tuned_RF: Y-Def , 48 , 4 ( -| * - ), 0.46, 0.47, 0.48, 0.51, 0.52 3 , Tuned_CART: Y-Def , 59 , 0 ( ------|-------------*), 0.41, 0.59, 0.59, 0.59, 0.59 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 4 , 1 (--* ------ | ), 0.03, 0.04, 0.04, 0.05, 0.07 1 , Grid_RF: Y-Def , 5 , 0 ( ---* | ), 0.04, 0.05, 0.05, 0.05, 0.05 1 , Naive_RF: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 2 , Tuned_RF: Y-Def , 7 , 0 ( *-- | ), 0.07, 0.07, 0.07, 0.07, 0.08 3 , Tuned_CART: Y-Def , 11 , 0 ( -|-------* ), 0.08, 0.11, 0.11, 0.11, 0.11 3 , 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 , Tuned_CART: Y-Def , 60 , 0 ( ---*| ), 0.58, 0.60, 0.60, 0.60, 0.60 1 , Naive_RF: Y-Def , 60 , 0 ( *| ), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Tuned_RF: Y-Def , 65 , 1 ( | - * ), 0.63, 0.64, 0.65, 0.65, 0.65 2 , Grid_RF: Y-Def , 67 , 2 ( | * ), 0.67, 0.67, 0.67, 0.69, 0.69 2 , Grid_CART: Y-Def , 68 , 6 ( -----|- *-- ), 0.57, 0.62, 0.68, 0.68, 0.70 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 43 , 0 (* | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Grid_CART: Y-Def , 45 , 3 (- * | ), 0.43, 0.44, 0.45, 0.47, 0.47 2 , Naive_CART: Y-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Grid_RF: Y-Def , 49 , 1 ( --* | ), 0.48, 0.49, 0.49, 0.50, 0.50 3 , Tuned_RF: Y-Def , 55 , 1 ( | --* ), 0.54, 0.55, 0.55, 0.57, 0.57 3 , Tuned_CART: Y-Def , 59 , 0 ( ------|-------------*), 0.48, 0.59, 0.59, 0.59, 0.59 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 49 , 0 (* | ), 0.49, 0.49, 0.49, 0.49, 0.49 1 , Grid_CART: Y-Def , 51 , 3 ( * | ), 0.49, 0.49, 0.51, 0.52, 0.52 2 , Grid_RF: Y-Def , 55 , 0 ( -* | ), 0.54, 0.55, 0.55, 0.55, 0.56 3 , Naive_CART: Y-Def , 60 , 0 ( * ), 0.60, 0.60, 0.60, 0.60, 0.60 3 , Tuned_RF: Y-Def , 63 , 4 ( | - * ), 0.61, 0.62, 0.63, 0.66, 0.66 3 , Tuned_CART: Y-Def , 70 , 0 ( ----|-------------*), 0.57, 0.70, 0.70, 0.70, 0.70 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 66 , 0 (* | ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Tuned_CART: Y-Def , 73 , 0 ( ----* | ), 0.71, 0.73, 0.73, 0.73, 0.73 2 , Grid_CART: Y-Def , 75 , 3 ( * - ), 0.75, 0.75, 0.75, 0.78, 0.79 2 , Naive_RF: Y-Def , 76 , 0 ( | * ), 0.76, 0.76, 0.76, 0.76, 0.76 3 , Tuned_RF: Y-Def , 82 , 1 ( | * ), 0.81, 0.81, 0.82, 0.82, 0.82 3 , Grid_RF: Y-Def , 82 , 1 ( | * ), 0.82, 0.82, 0.82, 0.83, 0.83 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 2, 'Tuned_CART: Y-Def': 3, 'Grid_RF: Y-Def': 1} Naive_CART Running Time: 0.0022 Tuned_CART Running Time: 0.26 Grid_CART Running Time: 0.7526 Naive_RF Running Time: 0.0108 Tuned_RF Running Time: 29.2938 Grid_RF Running Time: 187.432 ++++++++++++++++++++ DataSet: camelV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 30 , 3 (-- *---- | ), 0.26, 0.28, 0.30, 0.31, 0.34 1 , Grid_RF: Y-Def , 31 , 1 (----- *------- | ), 0.26, 0.30, 0.31, 0.31, 0.37 2 , Grid_CART: Y-Def , 38 , 3 ( ----- |* --------- ), 0.33, 0.37, 0.38, 0.40, 0.47 2 , Tuned_CART: Y-Def , 44 , 1 ( | --- *--- ), 0.41, 0.43, 0.44, 0.44, 0.47 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 , Grid_RF: Y-Def , 5 , 0 (-*-- | ), 0.04, 0.05, 0.05, 0.05, 0.07 1 , Tuned_RF: Y-Def , 7 , 1 ( -- *- | ), 0.05, 0.06, 0.07, 0.07, 0.08 2 , Naive_RF: Y-Def , 13 , 0 ( *| ), 0.13, 0.13, 0.13, 0.13, 0.13 2 , Grid_CART: Y-Def , 15 , 3 ( ----| * --- ), 0.11, 0.14, 0.15, 0.17, 0.19 3 , Tuned_CART: Y-Def , 19 , 1 ( | ---- *-- ), 0.16, 0.18, 0.19, 0.19, 0.21 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 , 5 (- * --- | ), 0.28, 0.29, 0.30, 0.33, 0.35 1 , Grid_CART: Y-Def , 32 , 3 ( --* - | ), 0.30, 0.32, 0.32, 0.35, 0.36 1 , Naive_RF: Y-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 2 , Tuned_RF: Y-Def , 45 , 2 ( | *------ ), 0.44, 0.44, 0.45, 0.46, 0.51 3 , Grid_RF: Y-Def , 52 , 2 ( | - *- ), 0.50, 0.51, 0.52, 0.53, 0.54 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 35 , 2 (-----* --- | ), 0.33, 0.35, 0.35, 0.37, 0.38 1 , Naive_CART: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Tuned_CART: Y-Def , 36 , 5 ( * | ), 0.34, 0.34, 0.36, 0.39, 0.39 1 , Tuned_RF: Y-Def , 36 , 1 ( *----- | ), 0.35, 0.35, 0.36, 0.36, 0.38 1 , Grid_RF: Y-Def , 38 , 1 ( ---------*| ------------ ), 0.35, 0.38, 0.38, 0.39, 0.43 1 , 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 , 45 , 4 (--- * ----- | ), 0.41, 0.43, 0.45, 0.47, 0.50 1 , Grid_RF: Y-Def , 46 , 1 (------ *-------|-- ), 0.41, 0.45, 0.46, 0.46, 0.53 2 , Grid_CART: Y-Def , 52 , 2 ( ----|-* -------- ), 0.48, 0.52, 0.52, 0.54, 0.59 2 , Tuned_CART: Y-Def , 56 , 2 ( | -- * --- ), 0.54, 0.55, 0.56, 0.58, 0.60 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 , Tuned_CART: Y-Def , 62 , 1 (* ---- | ), 0.62, 0.62, 0.62, 0.63, 0.65 2 , Grid_CART: Y-Def , 66 , 1 ( -- *--- | ), 0.64, 0.65, 0.66, 0.66, 0.68 3 , Tuned_RF: Y-Def , 73 , 0 ( | --* ), 0.72, 0.73, 0.73, 0.73, 0.73 3 , Naive_RF: Y-Def , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 4 , Grid_RF: Y-Def , 75 , 1 ( | * ), 0.75, 0.75, 0.75, 0.76, 0.76 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 2, 'Tuned_CART: Y-Def': 4, 'Grid_RF: Y-Def': 2} Naive_CART Running Time: 0.0034 Tuned_CART Running Time: 0.298 Grid_CART Running Time: 0.9206 Naive_RF Running Time: 0.0112 Tuned_RF Running Time: 42.0284 Grid_RF Running Time: 213.3512 ++++++++++++++++++++ DataSet: camelV1 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 21 , 1 ( *----- | ), 0.20, 0.20, 0.21, 0.21, 0.25 2 , Tuned_RF: Y-Def , 25 , 0 ( --*-- | ), 0.24, 0.25, 0.25, 0.25, 0.27 2 , Naive_RF: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 3 , Grid_CART: Y-Def , 32 , 4 ( - | *---- ), 0.27, 0.28, 0.32, 0.32, 0.35 3 , Naive_CART: Y-Def , 35 , 0 ( | * ), 0.35, 0.35, 0.35, 0.35, 0.35 3 , Tuned_CART: Y-Def , 38 , 1 ( -----|----------* - ), 0.27, 0.38, 0.38, 0.39, 0.40 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 6 , 0 (*- | ), 0.06, 0.06, 0.06, 0.06, 0.07 1 , Grid_RF: Y-Def , 7 , 0 (--*- | ), 0.06, 0.07, 0.07, 0.07, 0.08 1 , Naive_RF: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 2 , Naive_CART: Y-Def , 12 , 0 ( *| ), 0.12, 0.12, 0.12, 0.12, 0.12 2 , Grid_CART: Y-Def , 13 , 0 ( ---|-*------ ), 0.11, 0.13, 0.13, 0.13, 0.16 2 , Tuned_CART: Y-Def , 16 , 3 ( ------|--- * -- ), 0.10, 0.14, 0.16, 0.17, 0.18 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 35 , 3 (-* ---- | ), 0.34, 0.35, 0.35, 0.38, 0.40 1 , Grid_CART: Y-Def , 36 , 2 ( * | ), 0.34, 0.34, 0.36, 0.36, 0.36 2 , Naive_CART: Y-Def , 41 , 0 ( * | ), 0.41, 0.41, 0.41, 0.41, 0.41 2 , Grid_RF: Y-Def , 41 , 3 ( -- * | ), 0.38, 0.39, 0.41, 0.42, 0.42 3 , Naive_RF: Y-Def , 43 , 0 ( |* ), 0.43, 0.43, 0.43, 0.43, 0.43 3 , Tuned_RF: Y-Def , 48 , 2 ( | ---- * - ), 0.45, 0.47, 0.48, 0.49, 0.50 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 28 , 1 (-- *----- | ), 0.26, 0.27, 0.28, 0.28, 0.31 2 , Tuned_RF: Y-Def , 33 , 1 ( *|--- ), 0.32, 0.32, 0.33, 0.33, 0.35 2 , Naive_RF: Y-Def , 33 , 0 ( *| ), 0.33, 0.33, 0.33, 0.33, 0.33 2 , Grid_CART: Y-Def , 34 , 3 ( | *- ), 0.31, 0.31, 0.34, 0.34, 0.35 3 , Tuned_CART: Y-Def , 37 , 1 ( ---|----- *----- ), 0.32, 0.36, 0.37, 0.37, 0.40 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 , 34 , 2 ( *------ | ), 0.33, 0.33, 0.34, 0.35, 0.39 2 , Tuned_RF: Y-Def , 40 , 1 ( - *-- | ), 0.38, 0.39, 0.40, 0.40, 0.42 2 , Naive_RF: Y-Def , 42 , 0 ( * | ), 0.42, 0.42, 0.42, 0.42, 0.42 3 , Grid_CART: Y-Def , 47 , 4 ( -- | *-- ), 0.42, 0.43, 0.47, 0.47, 0.49 3 , Naive_CART: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 3 , Tuned_CART: Y-Def , 52 , 1 ( ---|-----------*- ), 0.42, 0.52, 0.52, 0.53, 0.54 ********** 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 , 64 , 1 ( ------ *----| ), 0.61, 0.63, 0.64, 0.64, 0.66 1 , Tuned_CART: Y-Def , 65 , 1 (---------- *-| ), 0.60, 0.64, 0.65, 0.65, 0.66 2 , Naive_RF: Y-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 2 , Tuned_RF: Y-Def , 70 , 1 ( | *- ), 0.69, 0.69, 0.70, 0.70, 0.71 2 , Grid_RF: Y-Def , 70 , 1 ( | * ), 0.70, 0.70, 0.70, 0.71, 0.71 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 3, 'Tuned_CART: Y-Def': 5, 'Grid_RF: Y-Def': 2} Naive_CART Running Time: 0.0012 Tuned_CART Running Time: 0.142 Grid_CART Running Time: 0.5558 Naive_RF Running Time: 0.0084 Tuned_RF Running Time: 21.284 Grid_RF Running Time: 156.0288 ++++++++++++++++++++ DataSet: ivyV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 12 , 0 (* | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Tuned_RF: Y-Def , 20 , 3 ( -- *- | ), 0.15, 0.17, 0.20, 0.20, 0.22 2 , Grid_RF: Y-Def , 32 , 3 ( |-* ), 0.30, 0.32, 0.32, 0.35, 0.35 2 , Grid_CART: Y-Def , 32 , 10 ( --------- | * -- ), 0.15, 0.25, 0.32, 0.35, 0.37 3 , Naive_CART: Y-Def , 42 , 0 ( | * ), 0.42, 0.42, 0.42, 0.42, 0.42 3 , Tuned_CART: Y-Def , 42 , 8 ( | ---- * - ), 0.32, 0.37, 0.42, 0.45, 0.47 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 4 , 1 ( * | ), 0.03, 0.03, 0.04, 0.04, 0.04 2 , Grid_RF: Y-Def , 6 , 1 ( - * | ), 0.04, 0.05, 0.06, 0.06, 0.06 2 , Naive_RF: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 3 , Tuned_CART: Y-Def , 13 , 1 ( ----*-|------------- ), 0.10, 0.13, 0.13, 0.14, 0.25 3 , Grid_CART: Y-Def , 13 , 6 ( -- *-| ), 0.06, 0.08, 0.13, 0.14, 0.15 3 , Naive_CART: Y-Def , 19 , 0 ( | * ), 0.19, 0.19, 0.19, 0.19, 0.19 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Naive_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Grid_CART: Y-Def , 23 , 4 ( ------ * ----|--- ), 0.16, 0.22, 0.23, 0.26, 0.35 1 , Tuned_CART: Y-Def , 30 , 6 (---------- *|-- ), 0.14, 0.25, 0.30, 0.31, 0.34 2 , Tuned_RF: Y-Def , 35 , 4 ( | -* - ), 0.34, 0.35, 0.35, 0.39, 0.40 3 , Grid_RF: Y-Def , 41 , 1 ( | - *--- ), 0.39, 0.40, 0.41, 0.41, 0.46 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 14 , 0 (* | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Tuned_RF: Y-Def , 25 , 3 ( --- *-|- ), 0.21, 0.23, 0.25, 0.26, 0.28 1 , Grid_CART: Y-Def , 26 , 11 ( --- *| ----- ), 0.18, 0.20, 0.26, 0.31, 0.35 1 , Naive_CART: Y-Def , 28 , 0 ( | * ), 0.28, 0.28, 0.28, 0.28, 0.28 2 , Tuned_CART: Y-Def , 36 , 7 ( ---------|--- *- ), 0.19, 0.30, 0.36, 0.37, 0.38 2 , Grid_RF: Y-Def , 36 , 1 ( | -* ), 0.35, 0.36, 0.36, 0.37, 0.37 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 22 , 0 (* | ), 0.22, 0.22, 0.22, 0.22, 0.22 1 , Tuned_RF: Y-Def , 33 , 5 ( --- *- | ), 0.25, 0.29, 0.33, 0.33, 0.36 2 , Grid_CART: Y-Def , 47 , 12 ( ---------- | * -- ), 0.25, 0.38, 0.47, 0.50, 0.52 2 , Grid_RF: Y-Def , 48 , 2 ( | --* ), 0.45, 0.48, 0.48, 0.50, 0.50 3 , Naive_CART: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 3 , Tuned_CART: Y-Def , 56 , 7 ( | ------ * - ), 0.45, 0.52, 0.57, 0.59, 0.61 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 61 , 0 ( * | ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Tuned_CART: Y-Def , 64 , 12 (----- * | --- ), 0.58, 0.62, 0.64, 0.74, 0.76 1 , Grid_CART: Y-Def , 69 , 9 ( |*-------- ), 0.61, 0.61, 0.69, 0.70, 0.75 1 , Naive_RF: Y-Def , 70 , 0 ( | * ), 0.70, 0.70, 0.70, 0.70, 0.70 2 , Grid_RF: Y-Def , 77 , 1 ( | - * ), 0.75, 0.76, 0.77, 0.77, 0.78 2 , Tuned_RF: Y-Def , 78 , 4 ( | - *), 0.73, 0.74, 0.78, 0.78, 0.78 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 3, 'Tuned_CART: Y-Def': 6, 'Grid_RF: Y-Def': 3} Naive_CART Running Time: 0.0014 Tuned_CART Running Time: 0.1564 Grid_CART Running Time: 0.6044 Naive_RF Running Time: 0.0076 Tuned_RF Running Time: 23.6394 Grid_RF Running Time: 165.9152 ++++++++++++++++++++ DataSet: jeditV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 39 , 10 (----* | --- ), 0.36, 0.39, 0.39, 0.49, 0.51 1 , Tuned_CART: Y-Def , 43 , 3 ( -- *----|------------- ), 0.40, 0.41, 0.43, 0.44, 0.56 1 , Tuned_RF: Y-Def , 46 , 2 ( *| -- ), 0.46, 0.46, 0.46, 0.48, 0.49 1 , Naive_RF: Y-Def , 46 , 0 ( *| ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Grid_RF: Y-Def , 48 , 3 ( | * - ), 0.46, 0.46, 0.48, 0.49, 0.50 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 , 6 , 1 (---- *---- | ), 0.03, 0.05, 0.06, 0.06, 0.08 1 , Tuned_RF: Y-Def , 8 , 1 ( -- *- | ), 0.06, 0.07, 0.08, 0.08, 0.09 1 , Naive_RF: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Naive_CART: Y-Def , 9 , 0 ( *| ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Grid_CART: Y-Def , 9 , 1 ( --- *|--- ), 0.07, 0.08, 0.09, 0.09, 0.11 1 , Tuned_CART: Y-Def , 11 , 6 ( --- | * -- ), 0.07, 0.08, 0.11, 0.14, 0.15 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 56 , 8 (------- * -| ), 0.46, 0.55, 0.57, 0.63, 0.66 1 , Grid_CART: Y-Def , 60 , 7 ( * -|- ), 0.57, 0.57, 0.60, 0.63, 0.67 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 , 67 , 1 ( --| *- ), 0.62, 0.66, 0.67, 0.67, 0.70 2 , Grid_RF: Y-Def , 70 , 6 ( | --* ----- ), 0.67, 0.69, 0.70, 0.75, 0.82 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 46 , 8 ( * | ------- ), 0.46, 0.46, 0.46, 0.54, 0.58 1 , Tuned_CART: Y-Def , 52 , 5 (------- *-------- ), 0.43, 0.47, 0.52, 0.52, 0.57 2 , Naive_RF: Y-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Tuned_RF: Y-Def , 55 , 2 ( | -- *-- ), 0.53, 0.54, 0.55, 0.56, 0.57 3 , Grid_RF: Y-Def , 56 , 3 ( | * - ), 0.56, 0.56, 0.57, 0.59, 0.60 3 , Naive_CART: Y-Def , 57 , 0 ( | * ), 0.58, 0.58, 0.58, 0.58, 0.58 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 54 , 9 (---* | ------ ), 0.52, 0.54, 0.54, 0.63, 0.66 1 , Tuned_CART: Y-Def , 57 , 3 ( ---- * --|------------- ), 0.54, 0.56, 0.58, 0.59, 0.68 2 , Tuned_RF: Y-Def , 62 , 1 ( |--* -- ), 0.61, 0.62, 0.62, 0.63, 0.64 2 , Naive_RF: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Grid_RF: Y-Def , 63 , 1 ( | --* -- ), 0.62, 0.63, 0.63, 0.64, 0.65 2 , 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 , 75 , 2 ( ---- * | ), 0.72, 0.74, 0.75, 0.76, 0.76 1 , Grid_CART: Y-Def , 75 , 1 ( * ----|---- ), 0.75, 0.75, 0.75, 0.76, 0.80 2 , Tuned_RF: Y-Def , 82 , 1 ( | * ), 0.82, 0.82, 0.82, 0.83, 0.83 2 , Naive_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 2 , Grid_RF: Y-Def , 84 , 0 ( | --*), 0.83, 0.84, 0.84, 0.84, 0.84 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 3, 'Tuned_CART: Y-Def': 7, 'Grid_RF: Y-Def': 4} Naive_CART Running Time: 0.0012 Tuned_CART Running Time: 0.1552 Grid_CART Running Time: 0.6204 Naive_RF Running Time: 0.0076 Tuned_RF Running Time: 24.2276 Grid_RF Running Time: 166.8744 ++++++++++++++++++++ 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_CART: Y-Def , 56 , 13 (- * | ), 0.45, 0.47, 0.56, 0.60, 0.60 1 , Tuned_CART: Y-Def , 57 , 10 ( -- * | --------- ), 0.54, 0.56, 0.58, 0.66, 0.75 1 , Grid_RF: Y-Def , 57 , 1 ( ---- * | ), 0.52, 0.56, 0.58, 0.58, 0.58 1 , Tuned_RF: Y-Def , 62 , 2 ( -- |* ), 0.58, 0.60, 0.62, 0.62, 0.62 1 , Naive_CART: Y-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 10 , 0 ( *- | ), 0.10, 0.10, 0.10, 0.10, 0.11 1 , Tuned_RF: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Grid_CART: Y-Def , 13 , 4 (-- *---|---- ), 0.08, 0.09, 0.13, 0.13, 0.17 1 , Naive_RF: Y-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 2 , Naive_CART: Y-Def , 17 , 0 ( | * ), 0.17, 0.17, 0.17, 0.17, 0.17 2 , Tuned_CART: Y-Def , 17 , 2 ( | * ------ ), 0.16, 0.16, 0.17, 0.18, 0.21 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 34 , 1 (--- *--- | ), 0.31, 0.33, 0.34, 0.34, 0.36 1 , Naive_CART: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 2 , Naive_RF: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 2 , Grid_CART: Y-Def , 40 , 1 ( --------------|-* ---------- ), 0.32, 0.40, 0.40, 0.41, 0.46 2 , Tuned_RF: Y-Def , 42 , 1 ( | --* ), 0.41, 0.42, 0.42, 0.43, 0.43 2 , Grid_RF: Y-Def , 44 , 2 ( | *- ), 0.42, 0.42, 0.44, 0.44, 0.45 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 43 , 6 (-- * | ), 0.40, 0.41, 0.43, 0.47, 0.47 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 , Grid_CART: Y-Def , 46 , 5 ( ------ |* ), 0.41, 0.43, 0.46, 0.48, 0.48 2 , Grid_RF: Y-Def , 49 , 1 ( |--------* ), 0.46, 0.49, 0.49, 0.50, 0.50 2 , Tuned_RF: Y-Def , 50 , 2 ( | --- * ), 0.48, 0.49, 0.50, 0.51, 0.51 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 66 , 9 (--- * | ), 0.60, 0.62, 0.66, 0.71, 0.71 1 , Naive_RF: Y-Def , 66 , 0 ( * | ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Tuned_CART: Y-Def , 68 , 7 ( -- *| ----- ), 0.65, 0.66, 0.68, 0.73, 0.76 1 , Grid_RF: Y-Def , 70 , 1 ( ------| * ), 0.65, 0.69, 0.70, 0.70, 0.70 1 , Naive_CART: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Tuned_RF: Y-Def , 72 , 2 ( |---- * ), 0.69, 0.71, 0.72, 0.73, 0.73 ********** 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 , 75 , 3 ( --* -----|----- ), 0.74, 0.75, 0.75, 0.78, 0.83 1 , Grid_CART: Y-Def , 78 , 4 ( ----* | ), 0.76, 0.78, 0.78, 0.82, 0.82 2 , Naive_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 2 , Tuned_RF: Y-Def , 85 , 0 ( | * ), 0.85, 0.85, 0.85, 0.85, 0.85 3 , Grid_RF: Y-Def , 86 , 1 ( | *- ), 0.85, 0.85, 0.86, 0.86, 0.87 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 4, 'Grid_CART: Y-Def': 1, 'Tuned_CART: Y-Def': 7, 'Grid_RF: Y-Def': 4} Naive_CART Running Time: 0.0016 Tuned_CART Running Time: 0.1586 Grid_CART Running Time: 0.6586 Naive_RF Running Time: 0.008 Tuned_RF Running Time: 24.703 Grid_RF Running Time: 169.4776 ++++++++++++++++++++ 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 , 18 (---------* | ), 0.36, 0.45, 0.45, 0.63, 0.63 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 ( * | ), 0.45, 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 , 8 , 0 (* | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Grid_RF: Y-Def , 9 , 1 ( * | ), 0.09, 0.09, 0.09, 0.10, 0.10 1 , Naive_RF: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 2 , Grid_CART: Y-Def , 12 , 1 ( ----------* |--- ), 0.09, 0.12, 0.12, 0.13, 0.14 2 , Tuned_CART: Y-Def , 13 , 3 (---------------|* --- ), 0.08, 0.13, 0.13, 0.16, 0.17 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 , Tuned_CART: Y-Def , 7 , 0 ( *---- | ), 0.07, 0.07, 0.07, 0.07, 0.08 1 , Grid_CART: Y-Def , 7 , 0 ( -----*-----|--- ), 0.06, 0.07, 0.07, 0.07, 0.09 2 , Grid_RF: Y-Def , 9 , 0 ( | *---- ), 0.09, 0.09, 0.09, 0.09, 0.10 3 , Naive_RF: Y-Def , 10 , 0 ( | * ), 0.10, 0.10, 0.10, 0.10, 0.10 3 , Tuned_RF: Y-Def , 11 , 1 ( | *), 0.10, 0.10, 0.11, 0.11, 0.11 ********** 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 , 1 ( ---* --|--- ), 0.11, 0.12, 0.12, 0.13, 0.15 1 , Tuned_CART: Y-Def , 13 , 1 ( *-| ), 0.12, 0.12, 0.13, 0.13, 0.14 2 , Grid_RF: Y-Def , 15 , 0 ( | *--- ), 0.15, 0.15, 0.15, 0.15, 0.16 3 , Naive_RF: Y-Def , 17 , 0 ( | * ), 0.17, 0.17, 0.17, 0.17, 0.17 3 , Tuned_RF: Y-Def , 18 , 1 ( | *), 0.17, 0.17, 0.18, 0.18, 0.18 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 57 , 0 ( * | ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Tuned_CART: Y-Def , 59 , 13 (-----------* | ), 0.51, 0.59, 0.59, 0.72, 0.72 1 , Grid_CART: Y-Def , 59 , 0 ( * | ), 0.59, 0.59, 0.59, 0.59, 0.60 1 , Tuned_RF: Y-Def , 60 , 0 ( * | ), 0.60, 0.60, 0.60, 0.60, 0.60 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 , 63 , 0 ( --*--- | ), 0.62, 0.63, 0.63, 0.63, 0.66 1 , Grid_CART: Y-Def , 65 , 8 ( -- * | --------- ), 0.62, 0.63, 0.65, 0.71, 0.78 1 , Tuned_CART: Y-Def , 69 , 2 (------------- |* ), 0.57, 0.67, 0.69, 0.69, 0.70 2 , Grid_RF: Y-Def , 74 , 5 ( -----|- *----- ), 0.65, 0.70, 0.74, 0.75, 0.79 2 , Naive_RF: Y-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 5, 'Grid_CART: Y-Def': 1, 'Tuned_CART: Y-Def': 8, 'Grid_RF: Y-Def': 4} Naive_CART Running Time: 0.0008 Tuned_CART Running Time: 0.0984 Grid_CART Running Time: 0.5218 Naive_RF Running Time: 0.0066 Tuned_RF Running Time: 22.669 Grid_RF Running Time: 148.5404 ++++++++++++++++++++ DataSet: log4jV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 24 , 0 (* | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Tuned_RF: Y-Def , 27 , 1 ( *- | ), 0.26, 0.26, 0.27, 0.27, 0.28 1 , Grid_RF: Y-Def , 28 , 1 ( *- | ), 0.27, 0.27, 0.28, 0.28, 0.29 2 , Tuned_CART: Y-Def , 30 , 4 ( ---- * |------- ), 0.26, 0.28, 0.30, 0.32, 0.36 2 , Grid_CART: Y-Def , 32 , 2 ( ---- * ------------ ), 0.29, 0.31, 0.32, 0.33, 0.39 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 , 12 , 6 ( *----- | ), 0.06, 0.06, 0.12, 0.12, 0.18 1 , Grid_RF: Y-Def , 12 , 6 (-----* | ), 0.06, 0.12, 0.12, 0.18, 0.18 1 , Tuned_CART: Y-Def , 18 , 19 (----- * | ----- ), 0.06, 0.12, 0.18, 0.31, 0.37 1 , Grid_CART: Y-Def , 18 , 6 (----- *---|-- ), 0.06, 0.12, 0.18, 0.18, 0.25 1 , Naive_RF: Y-Def , 18 , 0 ( * | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , 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 , Tuned_CART: Y-Def , 95 , 4 ( *| ---------- ), 0.92, 0.92, 0.95, 0.96, 0.98 1 , Grid_CART: Y-Def , 95 , 2 ( ----------*| ----- ), 0.93, 0.95, 0.95, 0.97, 0.98 1 , Tuned_RF: Y-Def , 96 , 2 ( ------|---* ), 0.94, 0.96, 0.96, 0.98, 0.98 1 , Grid_RF: Y-Def , 96 , 2 ( | *--------- ), 0.94, 0.94, 0.96, 0.96, 0.98 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 38 , 0 (* | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Tuned_RF: Y-Def , 42 , 0 ( --* | ), 0.41, 0.42, 0.42, 0.42, 0.43 1 , Grid_RF: Y-Def , 43 , 1 ( *- | ), 0.42, 0.42, 0.43, 0.43, 0.44 2 , Tuned_CART: Y-Def , 45 , 5 ( --- * | ------- ), 0.41, 0.43, 0.45, 0.48, 0.52 2 , Grid_CART: Y-Def , 48 , 2 ( ---| * ---------- ), 0.45, 0.47, 0.48, 0.49, 0.55 2 , Naive_CART: Y-Def , 49 , 0 ( | * ), 0.49, 0.49, 0.49, 0.49, 0.49 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 37 , 0 (* | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Tuned_RF: Y-Def , 41 , 1 ( --*-- | ), 0.40, 0.41, 0.41, 0.42, 0.43 1 , Grid_RF: Y-Def , 42 , 1 ( * | ), 0.41, 0.41, 0.42, 0.42, 0.42 1 , Tuned_CART: Y-Def , 43 , 1 ( -----* ---| ), 0.40, 0.43, 0.43, 0.44, 0.46 2 , Naive_CART: Y-Def , 46 , 0 ( * ), 0.46, 0.46, 0.46, 0.46, 0.46 2 , Grid_CART: Y-Def , 46 , 2 ( -- * ------------ ), 0.44, 0.45, 0.46, 0.47, 0.54 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 53 , 0 ( * | ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Tuned_CART: Y-Def , 53 , 1 (---- *------- | ), 0.49, 0.52, 0.53, 0.53, 0.58 2 , Tuned_RF: Y-Def , 59 , 6 ( -- |* --- ), 0.56, 0.57, 0.59, 0.62, 0.64 2 , Grid_CART: Y-Def , 59 , 1 ( ----|* -------- ), 0.56, 0.59, 0.59, 0.60, 0.65 2 , Naive_RF: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 3 , Grid_RF: Y-Def , 64 , 1 ( | -- *---- ), 0.62, 0.63, 0.64, 0.64, 0.67 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 5, 'Grid_CART: Y-Def': 2, 'Tuned_CART: Y-Def': 8, 'Grid_RF: Y-Def': 5} Naive_CART Running Time: 0.001 Tuned_CART Running Time: 0.1184 Grid_CART Running Time: 0.5926 Naive_RF Running Time: 0.009 Tuned_RF Running Time: 23.9112 Grid_RF Running Time: 159.2018 ++++++++++++++++++++ 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 , 3 (---- *------ | ), 0.55, 0.60, 0.63, 0.63, 0.72 2 , Tuned_CART: Y-Def , 67 , 23 ( -- * | ), 0.63, 0.66, 0.67, 0.89, 0.89 2 , Grid_RF: Y-Def , 67 , 2 ( - *- | ), 0.65, 0.66, 0.67, 0.68, 0.69 2 , Tuned_RF: Y-Def , 76 , 1 ( | * ), 0.75, 0.75, 0.76, 0.76, 0.76 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 35 , 2 ( -* | ), 0.34, 0.35, 0.35, 0.37, 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 1 , Grid_CART: Y-Def , 43 , 5 (------ *---|------ ), 0.32, 0.38, 0.43, 0.43, 0.54 2 , Tuned_RF: Y-Def , 46 , 1 ( *| ), 0.46, 0.46, 0.46, 0.47, 0.48 2 , Tuned_CART: Y-Def , 49 , 21 ( | * ), 0.40, 0.40, 0.49, 0.61, 0.61 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 68 , 2 (--------* -|- ), 0.65, 0.68, 0.68, 0.70, 0.71 1 , Grid_CART: Y-Def , 68 , 1 ( --- *------|------- ), 0.66, 0.67, 0.68, 0.68, 0.73 1 , Naive_CART: Y-Def , 69 , 0 ( * | ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Tuned_RF: Y-Def , 70 , 0 ( ---*| ), 0.69, 0.70, 0.70, 0.70, 0.70 2 , Grid_RF: Y-Def , 72 , 2 ( | * --- ), 0.72, 0.72, 0.72, 0.74, 0.75 2 , Naive_RF: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 ********** 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 , 65 , 1 (--------* -----| ), 0.60, 0.65, 0.65, 0.66, 0.69 1 , Naive_RF: Y-Def , 66 , 0 ( * | ), 0.66, 0.66, 0.66, 0.66, 0.66 2 , Tuned_CART: Y-Def , 69 , 9 ( ------- * ), 0.64, 0.68, 0.69, 0.77, 0.77 2 , Grid_RF: Y-Def , 70 , 1 ( -| *--- ), 0.68, 0.69, 0.70, 0.70, 0.72 2 , Tuned_RF: Y-Def , 73 , 0 ( | -* ), 0.72, 0.73, 0.73, 0.73, 0.73 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 55 , 8 ( * | -- ), 0.54, 0.54, 0.55, 0.62, 0.63 1 , Naive_CART: Y-Def , 59 , 0 ( * | ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Grid_CART: Y-Def , 59 , 2 ( ----- *---|---- ), 0.56, 0.58, 0.59, 0.59, 0.63 2 , Tuned_RF: Y-Def , 62 , 0 ( |--* ), 0.61, 0.62, 0.62, 0.62, 0.62 2 , Naive_RF: Y-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 3 , Grid_RF: Y-Def , 65 , 2 ( | * -- ), 0.64, 0.64, 0.65, 0.66, 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 , Grid_CART: Y-Def , 63 , 3 ( -|-* ), 0.61, 0.63, 0.63, 0.66, 0.66 1 , Naive_RF: Y-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Tuned_CART: Y-Def , 66 , 5 (---------------|---- * ), 0.50, 0.65, 0.66, 0.70, 0.70 2 , Grid_RF: Y-Def , 69 , 1 ( | -* - ), 0.68, 0.69, 0.69, 0.70, 0.71 3 , Tuned_RF: Y-Def , 72 , 1 ( | *), 0.71, 0.71, 0.72, 0.72, 0.72 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 6, 'Grid_CART: Y-Def': 2, 'Tuned_CART: Y-Def': 9, 'Grid_RF: Y-Def': 5} Naive_CART Running Time: 0.0012 Tuned_CART Running Time: 0.1328 Grid_CART Running Time: 0.5954 Naive_RF Running Time: 0.0074 Tuned_RF Running Time: 24.8928 Grid_RF Running Time: 160.6576 ++++++++++++++++++++ DataSet: poiV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 6 (* -|-------- ), 0.00, 0.00, 0.00, 0.06, 0.10 1 , Tuned_RF: Y-Def , 0 , 0 (*------------- | ), 0.00, 0.00, 0.00, 0.00, 0.06 2 , Grid_RF: Y-Def , 5 , 2 ( * | ), 0.05, 0.05, 0.05, 0.07, 0.07 2 , Naive_RF: Y-Def , 9 , 0 ( | * ), 0.09, 0.09, 0.09, 0.09, 0.09 2 , Grid_CART: Y-Def , 10 , 7 ( | * ), 0.05, 0.05, 0.10, 0.12, 0.12 2 , Naive_CART: Y-Def , 12 , 0 ( | *), 0.12, 0.12, 0.12, 0.12, 0.12 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 4 (* -----|----------- ), 0.00, 0.00, 0.00, 0.04, 0.10 1 , Tuned_RF: Y-Def , 0 , 0 (*---- | ), 0.00, 0.00, 0.00, 0.00, 0.02 1 , Grid_RF: Y-Def , 2 , 1 ( * -- | ), 0.02, 0.02, 0.02, 0.03, 0.04 2 , Naive_RF: Y-Def , 6 , 0 ( |* ), 0.06, 0.06, 0.06, 0.06, 0.06 2 , Grid_CART: Y-Def , 7 , 3 ( | *------- ), 0.04, 0.04, 0.07, 0.07, 0.10 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 , Grid_CART: Y-Def , 68 , 8 ( --* | ), 0.65, 0.68, 0.68, 0.76, 0.76 1 , Naive_RF: Y-Def , 71 , 0 ( * | ), 0.71, 0.71, 0.71, 0.71, 0.71 1 , Grid_RF: Y-Def , 77 , 3 ( |*- ), 0.76, 0.76, 0.77, 0.79, 0.81 1 , Tuned_CART: Y-Def , 100 , 29 ( ----- | *), 0.63, 0.71, 1.00, 1.00, 1.00 1 , Tuned_RF: Y-Def , 100 , 17 (---------------|--- *), 0.50, 0.83, 1.00, 1.00, 1.00 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (*------------- | ), 0.00, 0.00, 0.00, 0.00, 0.11 1 , Tuned_CART: Y-Def , 1 , 10 ( * -|------- ), 0.01, 0.01, 0.01, 0.11, 0.17 2 , Grid_RF: Y-Def , 10 , 4 ( * | ), 0.09, 0.09, 0.10, 0.13, 0.13 3 , Naive_RF: Y-Def , 16 , 0 ( | * ), 0.16, 0.16, 0.16, 0.16, 0.16 3 , Grid_CART: Y-Def , 18 , 13 ( | * ), 0.09, 0.09, 0.18, 0.22, 0.22 3 , 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 , 0 , 0 (*------------- | ), 0.00, 0.00, 0.00, 0.00, 0.11 1 , Tuned_CART: Y-Def , 1 , 10 ( * -|-------- ), 0.01, 0.01, 0.01, 0.11, 0.18 2 , Grid_RF: Y-Def , 10 , 5 ( * | ), 0.09, 0.09, 0.10, 0.14, 0.14 2 , Naive_RF: Y-Def , 16 , 0 ( | * ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Grid_CART: Y-Def , 18 , 13 ( | * ), 0.09, 0.09, 0.18, 0.22, 0.22 2 , Naive_CART: Y-Def , 21 , 0 ( | * ), 0.21, 0.21, 0.21, 0.21, 0.21 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 27 , 3 ( *--------- | ), 0.24, 0.24, 0.27, 0.27, 0.36 2 , Grid_RF: Y-Def , 35 , 3 ( * -| ), 0.34, 0.34, 0.35, 0.37, 0.39 3 , Tuned_CART: Y-Def , 48 , 6 ( ---------|------ * ), 0.30, 0.44, 0.48, 0.50, 0.50 3 , Grid_CART: Y-Def , 48 , 3 ( | * - ), 0.47, 0.47, 0.48, 0.50, 0.51 3 , Naive_RF: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 3 , Naive_CART: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 6, 'Grid_CART: Y-Def': 3, 'Tuned_CART: Y-Def': 9, 'Grid_RF: Y-Def': 6} Naive_CART Running Time: 0.0022 Tuned_CART Running Time: 0.1534 Grid_CART Running Time: 0.681 Naive_RF Running Time: 0.0082 Tuned_RF Running Time: 22.5036 Grid_RF Running Time: 170.2114 ++++++++++++++++++++ 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 2 , Grid_CART: Y-Def , 16 , 24 ( * --|------------- ), 0.00, 0.00, 0.16, 0.24, 0.53 2 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Naive_CART: Y-Def , 26 , 0 ( *| ), 0.26, 0.26, 0.26, 0.26, 0.26 2 , Tuned_CART: Y-Def , 26 , 0 ( --------*| ), 0.11, 0.26, 0.26, 0.26, 0.28 ********** 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 , Naive_RF: Y-Def , 2 , 0 ( * | ), 0.02, 0.02, 0.02, 0.02, 0.02 2 , Grid_CART: Y-Def , 4 , 11 ( * | ---- ), 0.00, 0.00, 0.04, 0.11, 0.13 2 , Tuned_CART: Y-Def , 7 , 0 ( ------* | ), 0.04, 0.07, 0.07, 0.07, 0.07 2 , 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 , 0 ( | --* ), 0.79, 0.86, 0.86, 0.86, 0.86 2 , Grid_CART: Y-Def , 87 , 20 ( -|---- *-- ), 0.50, 0.70, 0.87, 0.90, 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 , 26 , 38 ( * | ------------ ), 0.00, 0.00, 0.26, 0.38, 0.66 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 2 , Tuned_CART: Y-Def , 40 , 0 ( -------|--* ), 0.19, 0.40, 0.40, 0.40, 0.42 ********** 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 , 27 , 39 ( * | ------------ ), 0.00, 0.00, 0.27, 0.39, 0.66 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 2 , Tuned_CART: Y-Def , 41 , 0 ( -------|--* ), 0.19, 0.41, 0.41, 0.41, 0.43 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 59 , 0 ( ------*---| ), 0.52, 0.59, 0.59, 0.59, 0.64 1 , Naive_CART: Y-Def , 63 , 0 ( *| ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Grid_CART: Y-Def , 69 , 18 (------- | * ------ ), 0.45, 0.54, 0.69, 0.72, 0.79 2 , Naive_RF: Y-Def , 77 , 0 ( | * ), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Tuned_RF: Y-Def , 80 , 3 ( | * ), 0.77, 0.77, 0.80, 0.80, 0.80 2 , Grid_RF: Y-Def , 80 , 1 ( | --* ), 0.78, 0.80, 0.80, 0.81, 0.82 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 7, 'Grid_CART: Y-Def': 3, 'Tuned_CART: Y-Def': 10, 'Grid_RF: Y-Def': 6} Naive_CART Running Time: 0.0008 Tuned_CART Running Time: 0.1084 Grid_CART Running Time: 0.5606 Naive_RF Running Time: 0.007 Tuned_RF Running Time: 18.737 Grid_RF Running Time: 154.6946 ++++++++++++++++++++ DataSet: synapseV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 24 , 2 ( --- * | ), 0.20, 0.22, 0.24, 0.24, 0.25 1 , Grid_CART: Y-Def , 26 , 11 (- * |------------- ), 0.16, 0.17, 0.26, 0.29, 0.41 1 , Grid_RF: Y-Def , 27 , 2 ( *-| ), 0.25, 0.25, 0.27, 0.27, 0.29 1 , Naive_RF: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 2 , Naive_CART: Y-Def , 31 , 0 ( | * ), 0.31, 0.31, 0.31, 0.31, 0.31 2 , Tuned_CART: Y-Def , 34 , 7 ( |--- * - ), 0.30, 0.32, 0.34, 0.39, 0.40 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 4 , 0 ( *- | ), 0.04, 0.04, 0.04, 0.04, 0.05 1 , Grid_RF: Y-Def , 4 , 1 ( * | ), 0.04, 0.04, 0.04, 0.05, 0.05 1 , Grid_CART: Y-Def , 5 , 7 (-----* | ---- ), 0.02, 0.05, 0.05, 0.12, 0.14 1 , Naive_RF: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 2 , Naive_CART: Y-Def , 15 , 0 ( | * ), 0.15, 0.15, 0.15, 0.15, 0.15 2 , Tuned_CART: Y-Def , 15 , 11 ( | * ), 0.07, 0.07, 0.15, 0.18, 0.18 ********** 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 , 53 , 16 (-- * | - ), 0.50, 0.52, 0.53, 0.68, 0.69 1 , Grid_CART: Y-Def , 62 , 11 ( --------- * | ------- ), 0.51, 0.60, 0.62, 0.71, 0.78 2 , Naive_RF: Y-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 2 , Tuned_RF: Y-Def , 72 , 3 ( | -- * ), 0.67, 0.69, 0.72, 0.72, 0.73 2 , Grid_RF: Y-Def , 73 , 1 ( | *- ), 0.72, 0.72, 0.73, 0.73, 0.75 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 36 , 3 ( - * | ), 0.32, 0.33, 0.36, 0.36, 0.37 1 , Grid_CART: Y-Def , 37 , 10 (--- *|------------- ), 0.25, 0.28, 0.37, 0.38, 0.50 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 , Grid_RF: Y-Def , 40 , 3 ( | *-- ), 0.37, 0.37, 0.40, 0.40, 0.42 2 , Tuned_CART: Y-Def , 45 , 2 ( -|------ * ), 0.37, 0.44, 0.45, 0.46, 0.46 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 38 , 3 ( - *- | ), 0.34, 0.35, 0.38, 0.38, 0.40 1 , Grid_CART: Y-Def , 41 , 15 (-- *|------------- ), 0.27, 0.29, 0.41, 0.43, 0.56 1 , Naive_RF: Y-Def , 42 , 0 ( * ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Grid_RF: Y-Def , 43 , 3 ( |* ), 0.40, 0.40, 0.43, 0.43, 0.44 2 , Naive_CART: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 2 , Tuned_CART: Y-Def , 50 , 5 ( | ---- * - ), 0.44, 0.48, 0.50, 0.53, 0.54 ********** 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 , 62 , 2 (--------* ---| ), 0.57, 0.62, 0.62, 0.64, 0.66 1 , Tuned_CART: Y-Def , 64 , 0 ( -------*--|------ ), 0.60, 0.64, 0.64, 0.64, 0.70 2 , Naive_RF: Y-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Tuned_RF: Y-Def , 71 , 1 ( | --* ), 0.70, 0.71, 0.71, 0.72, 0.72 3 , Grid_RF: Y-Def , 74 , 0 ( | *), 0.74, 0.74, 0.74, 0.74, 0.74 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 7, 'Grid_CART: Y-Def': 3, 'Tuned_CART: Y-Def': 11, 'Grid_RF: Y-Def': 7} Naive_CART Running Time: 0.001 Tuned_CART Running Time: 0.1284 Grid_CART Running Time: 0.604 Naive_RF Running Time: 0.007 Tuned_RF Running Time: 22.5846 Grid_RF Running Time: 155.8234 ++++++++++++++++++++ DataSet: velocityV0 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 56 , 44 (- *------------- ), 0.06, 0.12, 0.56, 0.56, 1.00 1 , Naive_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 1 , Naive_CART: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 1 , Tuned_CART: Y-Def , 100 , 0 ( ----|-------------*), 0.43, 1.00, 1.00, 1.00, 1.00 1 , Tuned_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 1 , Grid_RF: Y-Def , 100 , 0 ( | --*), 0.91, 1.00, 1.00, 1.00, 1.00 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 68 , 59 (-- | *------- ), 0.01, 0.09, 0.68, 0.68, 0.96 2 , Naive_RF: Y-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 2 , Naive_CART: Y-Def , 94 , 0 ( | * ), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Tuned_CART: Y-Def , 100 , 0 ( ---|-------------*), 0.41, 1.00, 1.00, 1.00, 1.00 2 , Tuned_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 2 , Grid_RF: Y-Def , 100 , 1 ( | --------*), 0.72, 0.99, 1.00, 1.00, 1.00 ********** prec ********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 33 , 0 ( * | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Tuned_CART: Y-Def , 34 , 0 ( * | ), 0.34, 0.34, 0.34, 0.34, 0.35 1 , Tuned_RF: Y-Def , 34 , 0 ( * | ), 0.34, 0.34, 0.34, 0.34, 0.34 1 , Grid_RF: Y-Def , 34 , 0 ( *--- | ), 0.34, 0.34, 0.34, 0.34, 0.39 1 , Grid_CART: Y-Def , 34 , 13 ( * -------|------------- ), 0.29, 0.29, 0.34, 0.41, 0.71 1 , Naive_CART: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 39 , 20 (----- | *------- ), 0.11, 0.19, 0.39, 0.39, 0.51 1 , Naive_RF: Y-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Tuned_CART: Y-Def , 50 , 0 ( | ---------* ), 0.38, 0.50, 0.50, 0.50, 0.50 1 , Tuned_RF: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Grid_RF: Y-Def , 50 , 0 ( | *- ), 0.50, 0.50, 0.50, 0.50, 0.54 1 , Naive_CART: Y-Def , 51 , 0 ( | * ), 0.51, 0.51, 0.51, 0.51, 0.51 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 0 (*--------------|------------- ), 0.00, 0.00, 0.00, 0.00, 0.49 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, 0.41 1 , Naive_CART: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Grid_CART: Y-Def , 22 , 28 ( --- * | ), 0.07, 0.12, 0.22, 0.40, 0.40 1 , Naive_RF: Y-Def , 28 , 0 ( | * ), 0.28, 0.28, 0.28, 0.28, 0.28 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 47 , 7 (- *- | ), 0.39, 0.41, 0.47, 0.48, 0.49 2 , Tuned_CART: Y-Def , 49 , 1 ( -*--- | ), 0.48, 0.49, 0.49, 0.50, 0.53 2 , Naive_CART: Y-Def , 52 , 0 ( * | ), 0.52, 0.52, 0.52, 0.52, 0.52 2 , Naive_RF: Y-Def , 53 , 0 ( * | ), 0.53, 0.53, 0.53, 0.53, 0.53 3 , Tuned_RF: Y-Def , 67 , 1 ( | * ), 0.67, 0.67, 0.67, 0.68, 0.68 3 , Grid_RF: Y-Def , 68 , 1 ( | ---------*- ), 0.59, 0.68, 0.68, 0.69, 0.71 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 8, 'Grid_CART: Y-Def': 3, 'Tuned_CART: Y-Def': 12, 'Grid_RF: Y-Def': 7} Naive_CART Running Time: 0.0012 Tuned_CART Running Time: 0.1338 Grid_CART Running Time: 0.625 Naive_RF Running Time: 0.0092 Tuned_RF Running Time: 22.7392 Grid_RF Running Time: 163.2042 ++++++++++++++++++++ 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 , 3 ( *----- | ), 0.15, 0.15, 0.17, 0.18, 0.21 2 , Naive_CART: Y-Def , 23 , 0 ( * | ), 0.23, 0.23, 0.23, 0.23, 0.23 2 , Grid_CART: Y-Def , 23 , 0 ( ---* | ), 0.21, 0.23, 0.23, 0.23, 0.23 3 , Tuned_CART: Y-Def , 26 , 5 ( | * ---- ), 0.26, 0.26, 0.26, 0.31, 0.34 3 , Tuned_RF: Y-Def , 27 , 1 ( ---|- *- ), 0.23, 0.26, 0.27, 0.27, 0.28 ********** pf ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 13 , 1 (* ----- | ), 0.13, 0.13, 0.13, 0.14, 0.15 1 , Naive_RF: Y-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Naive_CART: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Grid_CART: Y-Def , 15 , 3 (---- * | ), 0.13, 0.14, 0.15, 0.17, 0.17 1 , Tuned_RF: Y-Def , 16 , 1 (--------- *| ), 0.13, 0.15, 0.16, 0.16, 0.16 2 , Tuned_CART: Y-Def , 18 , 2 ( | * ), 0.17, 0.17, 0.18, 0.19, 0.19 ********** 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 , 1 ( ---* -- | ), 0.17, 0.18, 0.18, 0.19, 0.20 2 , Naive_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 2 , Tuned_CART: Y-Def , 21 , 1 ( ---* |----- ), 0.20, 0.21, 0.21, 0.22, 0.24 2 , Grid_CART: Y-Def , 21 , 3 ( --- * |--- ), 0.18, 0.19, 0.21, 0.22, 0.23 2 , Tuned_RF: Y-Def , 22 , 2 ( --- |* ---------- ), 0.20, 0.21, 0.22, 0.23, 0.27 ********** 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 , 2 ( *---- | ), 0.16, 0.16, 0.18, 0.18, 0.20 2 , Naive_CART: Y-Def , 22 , 0 ( *| ), 0.22, 0.22, 0.22, 0.22, 0.22 2 , Grid_CART: Y-Def , 22 , 1 ( --- *|- ), 0.20, 0.21, 0.22, 0.22, 0.23 3 , Tuned_CART: Y-Def , 23 , 3 ( -|-* ----- ), 0.22, 0.23, 0.23, 0.26, 0.28 3 , Tuned_RF: Y-Def , 24 , 2 ( ---|- * ------- ), 0.21, 0.23, 0.24, 0.25, 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 , 4 ( * ----- | ), 0.26, 0.26, 0.28, 0.30, 0.34 2 , Naive_CART: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 2 , Grid_CART: Y-Def , 36 , 0 ( ---* | ), 0.34, 0.36, 0.36, 0.36, 0.36 3 , Tuned_CART: Y-Def , 39 , 6 ( | * ---- ), 0.39, 0.39, 0.39, 0.45, 0.48 3 , Tuned_RF: Y-Def , 41 , 2 ( --|- *-- ), 0.36, 0.39, 0.41, 0.41, 0.43 ********** 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 , 56 , 3 ( --* | ), 0.55, 0.56, 0.56, 0.59, 0.59 1 , Grid_CART: Y-Def , 56 , 0 ( -- *-|---- ), 0.55, 0.56, 0.57, 0.57, 0.60 1 , Naive_RF: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 2 , Grid_RF: Y-Def , 62 , 2 ( | * ), 0.61, 0.61, 0.62, 0.63, 0.63 2 , Tuned_RF: Y-Def , 63 , 0 ( | ----*- ), 0.61, 0.63, 0.63, 0.63, 0.64 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 9, 'Grid_CART: Y-Def': 3, 'Tuned_CART: Y-Def': 13, 'Grid_RF: Y-Def': 7} Naive_CART Running Time: 0.0016 Tuned_CART Running Time: 0.1776 Grid_CART Running Time: 0.6756 Naive_RF Running Time: 0.0092 Tuned_RF Running Time: 20.7356 Grid_RF Running Time: 173.3332 ++++++++++++++++++++ DataSet: xercesV1 ++++++++++++++++++++ ********** pd ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 4 , 1 (* | ), 0.04, 0.04, 0.04, 0.05, 0.05 1 , Grid_CART: Y-Def , 6 , 5 ( * - | ), 0.04, 0.04, 0.06, 0.09, 0.10 2 , Naive_RF: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 2 , Tuned_RF: Y-Def , 11 , 1 ( ---- *-- | ), 0.07, 0.10, 0.11, 0.11, 0.13 2 , Naive_CART: Y-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 3 , Tuned_CART: Y-Def , 19 , 0 ( | ----*------- ), 0.16, 0.19, 0.19, 0.19, 0.25 ********** 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 , 0 (*--- | ), 0.00, 0.00, 0.00, 0.00, 0.01 2 , Tuned_CART: Y-Def , 2 , 0 ( ----*------|------------- ), 0.01, 0.02, 0.02, 0.02, 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 , 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 , Tuned_CART: Y-Def , 95 , 0 ( ----|---* ), 0.91, 0.95, 0.95, 0.95, 0.95 2 , Grid_CART: Y-Def , 97 , 4 ( | -- * ), 0.95, 0.96, 0.97, 1.00, 1.00 2 , Tuned_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 2 , Grid_RF: Y-Def , 100 , 0 ( | ----------*), 0.95, 1.00, 1.00, 1.00, 1.00 ********** f ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 9 , 1 ( * | ), 0.08, 0.08, 0.09, 0.09, 0.09 1 , Grid_CART: Y-Def , 12 , 8 (- * - | ), 0.07, 0.09, 0.12, 0.17, 0.19 2 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Tuned_RF: Y-Def , 20 , 1 ( ---- *-- | ), 0.14, 0.19, 0.20, 0.20, 0.23 3 , Naive_CART: Y-Def , 24 , 0 ( * ), 0.24, 0.24, 0.24, 0.24, 0.24 3 , Tuned_CART: Y-Def , 31 , 1 ( | ---*------- ), 0.27, 0.31, 0.31, 0.32, 0.40 ********** g ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_RF: Y-Def , 9 , 1 ( * | ), 0.08, 0.08, 0.09, 0.09, 0.09 1 , Grid_CART: Y-Def , 12 , 8 (- * - | ), 0.07, 0.09, 0.12, 0.17, 0.19 2 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Tuned_RF: Y-Def , 20 , 1 ( ---- *-- | ), 0.14, 0.19, 0.20, 0.20, 0.23 3 , Naive_CART: Y-Def , 24 , 0 ( * ), 0.24, 0.24, 0.24, 0.24, 0.24 3 , Tuned_CART: Y-Def , 32 , 0 ( | ----*------ ), 0.27, 0.32, 0.32, 0.32, 0.40 ********** auc ********** rank , name , med , iqr ---------------------------------------------------- 1 , Grid_CART: Y-Def , 43 , 2 (- *- | ), 0.41, 0.42, 0.43, 0.44, 0.45 1 , Naive_CART: Y-Def , 44 , 0 ( * | ), 0.44, 0.44, 0.44, 0.44, 0.44 2 , Grid_RF: Y-Def , 46 , 0 ( --* | ), 0.44, 0.46, 0.46, 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 , 59 , 0 ( | --*---- ), 0.57, 0.59, 0.59, 0.59, 0.64 4 , Tuned_RF: Y-Def , 68 , 2 ( | - * ), 0.66, 0.67, 0.68, 0.69, 0.69 In terms of 3 : the times of better tuners are{'Tuned_RF: Y-Def': 10, 'Grid_CART: Y-Def': 3, 'Tuned_CART: Y-Def': 14, 'Grid_RF: Y-Def': 7} ------------------------------------------------------------ Sender: LSF System <lsfadmin@n2d2-1> Subject: Job 192183: </share3/wfu/miniconda/bin/python2.7 run.py run f1 true> Done Job </share3/wfu/miniconda/bin/python2.7 run.py run f1 true> was submitted from host <login01.hpc.ncsu.edu> by user <wfu> in cluster <henry2>. Job was executed on host(s) <n2d2-1>, 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 17:00:53 2016 Your job looked like: ------------------------------------------------------------ # LSBATCH: User input /share3/wfu/miniconda/bin/python2.7 run.py run f1 true ------------------------------------------------------------ Successfully completed. Resource usage summary: CPU time : 16282.24 sec. Max Memory : 71 MB Max Swap : 856 MB Max Processes : 3 Max Threads : 4 The output (if any) is above this job summary. PS: Read file <./err/f1_true.err.192183> for stderr output of this job.
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