Closed WeiFoo closed 9 years ago
Tuning objective: prec Begin time: 2015-09-11 21:20:16 Dataset: antV0 ------------------------------ The.tree.infoPrune: 0.04 The.tree.min: 8 The.option.threshold: 0.44 The.where.wriggle: 0.76 The.where.depthMax: 1 The.where.depthMin: 3 The.option.minSize: 0.72 The.tree.prune: True The.where.prune: False evaluation: 50 ['rfc'] Tuned_Where Running Time: 75.532 ------------------------------ ['mfa', 'loc', 'cam', 'dit', 'dam', 'lcom3'] Naive_Where Running Time: 1.304 ------------------------------ The.cart.max_features: 0.01 The.cart.max_depth: 49 The.cart.min_samples_split: 4 The.cart.min_samples_leaf: 6 The.option.threshold: 0.87 evaluation: 60 Tuned_CART Running Time: 3.269 ------------------------------ Naive_CART Running Time: 0.065 ------------------------------ The.rf.min_samples_split: 14 The.rf.min_samples_leaf : 9 The.rf.max_leaf_nodes: 23 The.rf.n_estimators: 138 The.rf.max_features: 0.48 The.option.threshold: 0.71 evaluation: 60 Tuned_RF Running Time: 7.237 ------------------------------ Naive_RF Running Time: 0.149 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 9 , 0 (* | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Naive_Where: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_CART: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Tuned_RF: Y-Def , 56 , 0 ( * ), 0.56, 0.56, 0.56, 0.56, 0.56 2 , Tuned_Where: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Naive_RF: Y-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 2 , Naive_RF: N-Def , 77 , 0 ( | * ), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Tuned_Where: N-Def , 85 , 0 ( | * ), 0.85, 0.85, 0.85, 0.85, 0.85 3 , Naive_CART: N-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 3 , Naive_Where: N-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 3 , Tuned_RF: N-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 3 , Tuned_CART: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 **********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 , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Naive_Where: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Naive_CART: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 2 , Tuned_Where: Y-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 2 , Naive_RF: Y-Def , 22 , 0 ( * | ), 0.22, 0.22, 0.22, 0.22, 0.22 2 , Naive_RF: N-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 2 , Tuned_Where: N-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 3 , Tuned_RF: N-Def , 43 , 0 ( *| ), 0.43, 0.43, 0.43, 0.43, 0.43 3 , Naive_CART: N-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 3 , Naive_Where: N-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 3 , Tuned_CART: N-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 24 , 0 (* | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Naive_CART: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_RF: Y-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Tuned_Where: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Tuned_RF: Y-Def , 43 , 0 ( * | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Tuned_CART: Y-Def , 60 , 0 ( * ), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Tuned_CART: N-Def , 89 , 0 ( | * ), 0.89, 0.89, 0.89, 0.89, 0.89 2 , Naive_Where: N-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Naive_CART: N-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 2 , Tuned_Where: N-Def , 94 , 0 ( | *), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Tuned_RF: N-Def , 94 , 0 ( | *), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Naive_RF: N-Def , 95 , 0 ( | *), 0.95, 0.95, 0.95, 0.95, 0.95 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 16 , 0 (* | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Naive_Where: Y-Def , 22 , 0 ( * | ), 0.22, 0.22, 0.22, 0.22, 0.22 1 , Naive_CART: Y-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Naive_RF: Y-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Tuned_Where: Y-Def , 44 , 0 ( * | ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Tuned_RF: Y-Def , 49 , 0 ( * | ), 0.49, 0.49, 0.49, 0.49, 0.49 2 , Naive_RF: N-Def , 85 , 0 ( | * ), 0.85, 0.85, 0.85, 0.85, 0.85 2 , Naive_CART: N-Def , 89 , 0 ( | * ), 0.89, 0.89, 0.89, 0.89, 0.89 2 , Tuned_Where: N-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Naive_Where: N-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 2 , Tuned_RF: N-Def , 92 , 0 ( | *), 0.92, 0.92, 0.92, 0.92, 0.92 2 , Tuned_CART: N-Def , 94 , 0 ( | *), 0.94, 0.94, 0.94, 0.94, 0.94 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 17 , 0 (* | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Tuned_CART: N-Def , 17 , 0 (* | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Naive_Where: N-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_Where: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_CART: Y-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Naive_CART: N-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Tuned_RF: N-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Tuned_RF: Y-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Tuned_Where: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Tuned_Where: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Naive_RF: Y-Def , 74 , 0 ( | *), 0.74, 0.74, 0.74, 0.74, 0.74 1 , Naive_RF: N-Def , 74 , 0 ( | *), 0.74, 0.74, 0.74, 0.74, 0.74 End time :2015-09-11 21:21:43 Tuning objective: prec Begin time: 2015-09-11 21:21:43 Dataset: antV1 ------------------------------ The.tree.infoPrune: 0.39 The.tree.min: 10 The.option.threshold: 0.44 The.where.wriggle: 0.74 The.where.depthMax: 5 The.where.depthMin: 3 The.option.minSize: 0.72 The.tree.prune: True The.where.prune: False evaluation: 60 ['mfa', 'lcom3', 'dam', 'wmc', 'ic', 'dit'] Tuned_Where Running Time: 181.896 ------------------------------ ['mfa', 'loc', 'dam', 'rfc', 'dit'] Naive_Where Running Time: 2.556 ------------------------------ The.cart.max_features: 0.21 The.cart.max_depth: 32 The.cart.min_samples_split: 4 The.cart.min_samples_leaf: 8 The.option.threshold: 0.68 evaluation: 50 Tuned_CART Running Time: 4.425 ------------------------------ Naive_CART Running Time: 0.081 ------------------------------ The.rf.min_samples_split: 11 The.rf.min_samples_leaf : 20 The.rf.max_leaf_nodes: 18 The.rf.n_estimators: 108 The.rf.max_features: 0.8 The.option.threshold: 0.57 evaluation: 60 Tuned_RF Running Time: 10.004 ------------------------------ Naive_RF Running Time: 0.215 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_RF: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_Where: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Tuned_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_RF: Y-Def , 33 , 0 ( * | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Naive_CART: Y-Def , 39 , 0 ( * | ), 0.39, 0.39, 0.39, 0.39, 0.39 2 , Naive_CART: N-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 2 , Naive_RF: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Tuned_CART: N-Def , 94 , 0 ( | * ), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Tuned_Where: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 2 , Tuned_RF: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 2 , Naive_Where: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: 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 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Naive_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Naive_CART: Y-Def , 24 , 0 ( * | ), 0.24, 0.24, 0.24, 0.24, 0.24 2 , Naive_CART: N-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Naive_RF: N-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 2 , Tuned_CART: N-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Tuned_Where: N-Def , 96 , 0 ( | * ), 0.96, 0.96, 0.96, 0.96, 0.96 2 , Tuned_RF: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Naive_Where: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_CART: Y-Def , 36 , 0 ( *| ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Naive_RF: Y-Def , 41 , 0 ( * ), 0.41, 0.41, 0.41, 0.41, 0.41 1 , Tuned_RF: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 2 , Tuned_CART: Y-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 2 , Tuned_Where: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Naive_Where: N-Def , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 2 , Tuned_Where: N-Def , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 2 , Tuned_RF: N-Def , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 2 , Tuned_CART: N-Def , 77 , 0 ( | *), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Naive_CART: N-Def , 77 , 0 ( | *), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Naive_RF: N-Def , 77 , 0 ( | *), 0.77, 0.77, 0.77, 0.77, 0.77 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_RF: Y-Def , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Tuned_Where: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_CART: Y-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Naive_CART: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Naive_RF: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 2 , Naive_CART: N-Def , 76 , 0 ( | * ), 0.76, 0.76, 0.76, 0.76, 0.76 2 , Naive_RF: N-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 2 , Tuned_Where: N-Def , 84 , 0 ( | *), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Naive_Where: N-Def , 84 , 0 ( | *), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Tuned_CART: N-Def , 84 , 0 ( | *), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Tuned_RF: N-Def , 84 , 0 ( | *), 0.84, 0.84, 0.84, 0.84, 0.84 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_RF: N-Def , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Tuned_RF: Y-Def , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Tuned_Where: N-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_Where: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 2 , Tuned_CART: Y-Def , 35 , 0 ( | * ), 0.35, 0.35, 0.35, 0.35, 0.35 2 , Tuned_CART: N-Def , 35 , 0 ( | * ), 0.35, 0.35, 0.35, 0.35, 0.35 2 , Naive_RF: Y-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 2 , Naive_RF: N-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 2 , Naive_CART: Y-Def , 51 , 0 ( | *), 0.51, 0.51, 0.51, 0.51, 0.51 2 , Naive_CART: N-Def , 51 , 0 ( | *), 0.51, 0.51, 0.51, 0.51, 0.51 End time :2015-09-11 21:25:03 Tuning objective: prec Begin time: 2015-09-11 21:25:03 Dataset: antV2 ------------------------------ The.tree.infoPrune: 0.71 The.tree.min: 5 The.option.threshold: 0.43 The.where.wriggle: 0.22 The.where.depthMax: 19 The.where.depthMin: 2 The.option.minSize: 0.59 The.tree.prune: False The.where.prune: False evaluation: 60 ['mfa', 'loc', 'cam', 'dam', 'amc', 'rfc', 'lcom3', 'ce', 'lcom', 'wmc', 'ic', 'dit', 'npm'] Tuned_Where Running Time: 462.018 ------------------------------ ['mfa', 'loc', 'cam', 'lcom3', 'dam', 'dit'] Naive_Where Running Time: 6.739 ------------------------------ The.cart.max_features: 0.35 The.cart.max_depth: 4 The.cart.min_samples_split: 2 The.cart.min_samples_leaf: 8 The.option.threshold: 0.72 evaluation: 50 Tuned_CART Running Time: 6.332 ------------------------------ Naive_CART Running Time: 0.168 ------------------------------ The.rf.min_samples_split: 1 The.rf.min_samples_leaf : 8 The.rf.max_leaf_nodes: 50 The.rf.n_estimators: 70 The.rf.max_features: 0.56 The.option.threshold: 0.71 evaluation: 80 Tuned_RF Running Time: 16.282 ------------------------------ Naive_RF Running Time: 0.322 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_RF: Y-Def , 7 , 0 ( * | ), 0.07, 0.07, 0.07, 0.07, 0.07 1 , Tuned_Where: Y-Def , 19 , 0 ( * | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Naive_RF: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Naive_CART: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 2 , Naive_CART: N-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Naive_RF: N-Def , 94 , 0 ( | * ), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Tuned_Where: N-Def , 95 , 0 ( | * ), 0.95, 0.95, 0.95, 0.95, 0.95 2 , Tuned_CART: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 2 , Tuned_RF: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 2 , Naive_Where: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_Where: Y-Def , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Naive_RF: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Naive_CART: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 2 , Naive_CART: N-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Naive_RF: N-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 2 , Tuned_Where: N-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 2 , Tuned_RF: N-Def , 92 , 0 ( | * ), 0.92, 0.92, 0.92, 0.92, 0.92 2 , Tuned_CART: N-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 2 , Naive_Where: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_CART: Y-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Tuned_Where: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Tuned_CART: Y-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 2 , Naive_RF: Y-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 2 , Tuned_RF: Y-Def , 70 , 0 ( | * ), 0.70, 0.70, 0.70, 0.70, 0.70 2 , Naive_Where: N-Def , 77 , 0 ( | * ), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Tuned_CART: N-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Tuned_RF: N-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Tuned_Where: N-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 2 , Naive_CART: N-Def , 83 , 0 ( | *), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Naive_RF: N-Def , 83 , 0 ( | *), 0.83, 0.83, 0.83, 0.83, 0.83 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 1 , Tuned_RF: Y-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Tuned_Where: Y-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Naive_CART: Y-Def , 43 , 0 ( *| ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Naive_RF: Y-Def , 46 , 0 ( * ), 0.46, 0.46, 0.46, 0.46, 0.46 2 , Naive_CART: N-Def , 86 , 0 ( | *), 0.86, 0.86, 0.86, 0.86, 0.86 2 , Tuned_Where: N-Def , 87 , 0 ( | *), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Naive_Where: N-Def , 87 , 0 ( | *), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Tuned_CART: N-Def , 87 , 0 ( | *), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Tuned_RF: N-Def , 87 , 0 ( | *), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Naive_RF: N-Def , 88 , 0 ( | *), 0.88, 0.88, 0.88, 0.88, 0.88 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Tuned_CART: N-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Tuned_RF: N-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Tuned_RF: Y-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 2 , Tuned_Where: N-Def , 32 , 0 ( | * ), 0.32, 0.32, 0.32, 0.32, 0.32 2 , Tuned_Where: Y-Def , 32 , 0 ( | * ), 0.32, 0.32, 0.32, 0.32, 0.32 2 , Naive_CART: Y-Def , 52 , 0 ( | *), 0.52, 0.52, 0.52, 0.52, 0.52 2 , Naive_CART: N-Def , 52 , 0 ( | *), 0.52, 0.52, 0.52, 0.52, 0.52 2 , Naive_RF: Y-Def , 52 , 0 ( | *), 0.52, 0.52, 0.52, 0.52, 0.52 2 , Naive_RF: N-Def , 52 , 0 ( | *), 0.52, 0.52, 0.52, 0.52, 0.52 End time :2015-09-11 21:33:15 Tuning objective: prec Begin time: 2015-09-11 21:33:15 Dataset: camelV0 ------------------------------ The.tree.infoPrune: 0.16 The.tree.min: 1 The.option.threshold: 0.04 The.where.wriggle: 0.55 The.where.depthMax: 18 The.where.depthMin: 2 The.option.minSize: 0.52 The.tree.prune: True The.where.prune: True evaluation: 60 ['mfa', 'wmc', 'lcom3'] Tuned_Where Running Time: 586.593 ------------------------------ ['mfa', 'wmc', 'rfc', 'lcom3', 'loc', 'cam'] Naive_Where Running Time: 8.729 ------------------------------ The.cart.max_features: 0.32 The.cart.max_depth: 2 The.cart.min_samples_split: 8 The.cart.min_samples_leaf: 1 The.option.threshold: 0.52 evaluation: 70 Tuned_CART Running Time: 11.819 ------------------------------ Naive_CART Running Time: 0.178 ------------------------------ The.rf.min_samples_split: 13 The.rf.min_samples_leaf : 12 The.rf.max_leaf_nodes: 40 The.rf.n_estimators: 133 The.rf.max_features: 0.42 The.option.threshold: 0.25 evaluation: 70 Tuned_RF Running Time: 19.696 ------------------------------ Naive_RF Running Time: 0.328 **********pd********** 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 , Naive_Where: 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 1 , Naive_CART: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 2 , Tuned_Where: Y-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 2 , Tuned_Where: N-Def , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 2 , Naive_CART: N-Def , 96 , 0 ( | * ), 0.96, 0.96, 0.96, 0.96, 0.96 2 , Tuned_CART: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 2 , Tuned_RF: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 2 , Naive_RF: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 2 , Naive_Where: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********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 , Naive_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_CART: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Tuned_Where: Y-Def , 26 , 0 ( * | ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Tuned_Where: N-Def , 42 , 0 ( * | ), 0.42, 0.42, 0.42, 0.42, 0.42 2 , Naive_CART: N-Def , 94 , 0 ( | * ), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Naive_RF: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Tuned_CART: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 2 , Tuned_RF: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 2 , Naive_Where: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_CART: Y-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Tuned_Where: Y-Def , 28 , 0 ( * | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Tuned_CART: Y-Def , 50 , 0 ( |* ), 0.50, 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 , Naive_RF: Y-Def , 50 , 0 ( |* ), 0.50, 0.50, 0.50, 0.50, 0.50 2 , Naive_Where: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Tuned_CART: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Naive_CART: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Tuned_RF: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Naive_RF: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Tuned_Where: N-Def , 89 , 0 ( | *), 0.89, 0.89, 0.89, 0.89, 0.89 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_RF: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Naive_RF: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Naive_CART: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Tuned_Where: Y-Def , 39 , 0 ( * | ), 0.39, 0.39, 0.39, 0.39, 0.39 2 , Tuned_Where: N-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 2 , Naive_CART: N-Def , 89 , 0 ( | *), 0.89, 0.89, 0.89, 0.89, 0.89 2 , Naive_Where: N-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Tuned_CART: N-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Tuned_RF: N-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Naive_RF: N-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_CART: N-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_RF: N-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_RF: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Naive_RF: Y-Def , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Naive_RF: N-Def , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Naive_CART: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Naive_CART: N-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_Where: N-Def , 64 , 0 ( | *), 0.64, 0.64, 0.64, 0.64, 0.64 1 , Tuned_Where: Y-Def , 64 , 0 ( | *), 0.64, 0.64, 0.64, 0.64, 0.64 End time :2015-09-11 21:43:42 Tuning objective: prec Begin time: 2015-09-11 21:43:42 Dataset: camelV1 ------------------------------ The.tree.infoPrune: 0.54 The.tree.min: 8 The.option.threshold: 0.84 The.where.wriggle: 0.52 The.where.depthMax: 7 The.where.depthMin: 2 The.option.minSize: 0.46 The.tree.prune: False The.where.prune: False evaluation: 70 ['wmc', 'dit', 'rfc', 'lcom3', 'cam', 'loc', 'npm', 'dam', 'mfa', 'lcom'] Tuned_Where Running Time: 2029.456 ------------------------------ ['wmc', 'rfc', 'lcom3', 'mfa', 'cam', 'loc'] Naive_Where Running Time: 26.655 ------------------------------ The.cart.max_features: 0.12 The.cart.max_depth: 11 The.cart.min_samples_split: 2 The.cart.min_samples_leaf: 3 The.option.threshold: 0.63 evaluation: 60 Tuned_CART Running Time: 16.271 ------------------------------ Naive_CART Running Time: 0.249 ------------------------------ The.rf.min_samples_split: 16 The.rf.min_samples_leaf : 9 The.rf.max_leaf_nodes: 10 The.rf.n_estimators: 63 The.rf.max_features: 0.9 The.option.threshold: 1 evaluation: 80 Tuned_RF Running Time: 32.828 ------------------------------ Naive_RF Running Time: 0.769 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 32 , 0 (* | ), 0.32, 0.32, 0.32, 0.32, 0.32 1 , Tuned_RF: Y-Def , 33 , 0 (* | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Tuned_Where: 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 , Naive_RF: N-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Naive_Where: Y-Def , 52 , 0 ( * | ), 0.52, 0.52, 0.52, 0.52, 0.52 2 , Naive_Where: N-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 2 , Naive_CART: N-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 2 , Naive_RF: Y-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 2 , Tuned_CART: N-Def , 77 , 0 ( | * ), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Tuned_Where: N-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Tuned_RF: N-Def , 80 , 0 ( | *), 0.80, 0.80, 0.80, 0.80, 0.80 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 19 , 0 (* | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Tuned_Where: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Tuned_CART: Y-Def , 22 , 0 ( * | ), 0.22, 0.22, 0.22, 0.22, 0.22 1 , Naive_RF: N-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Naive_CART: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_Where: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 2 , Naive_Where: N-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 2 , Naive_RF: Y-Def , 51 , 0 ( | * ), 0.51, 0.51, 0.51, 0.51, 0.51 2 , Naive_CART: N-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Tuned_Where: N-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 2 , Tuned_RF: N-Def , 66 , 0 ( | *), 0.66, 0.66, 0.66, 0.66, 0.66 2 , Tuned_CART: N-Def , 67 , 0 ( | *), 0.67, 0.67, 0.67, 0.67, 0.67 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 23 , 0 (* | ), 0.23, 0.23, 0.23, 0.23, 0.23 1 , Naive_RF: Y-Def , 25 , 0 (* | ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Tuned_CART: Y-Def , 26 , 0 ( * | ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Naive_Where: Y-Def , 26 , 0 ( * | ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Tuned_RF: Y-Def , 28 , 0 ( * | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Tuned_Where: Y-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 2 , Tuned_CART: N-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 2 , Naive_CART: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Tuned_RF: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Tuned_Where: N-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Naive_Where: N-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Naive_RF: N-Def , 87 , 0 ( | *), 0.87, 0.87, 0.87, 0.87, 0.87 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 28 , 0 (* | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Naive_CART: Y-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Tuned_RF: Y-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Naive_Where: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Tuned_Where: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Naive_RF: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 2 , Naive_RF: N-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Naive_CART: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Naive_Where: N-Def , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 2 , Tuned_CART: N-Def , 80 , 0 ( | *), 0.80, 0.80, 0.80, 0.80, 0.80 2 , Tuned_Where: N-Def , 81 , 0 ( | *), 0.81, 0.81, 0.81, 0.81, 0.81 2 , Tuned_RF: N-Def , 81 , 0 ( | *), 0.81, 0.81, 0.81, 0.81, 0.81 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 46 , 0 (* | ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Tuned_CART: N-Def , 46 , 0 (* | ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Tuned_RF: N-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Tuned_RF: Y-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 2 , Naive_CART: Y-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Naive_CART: N-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Tuned_Where: N-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Tuned_Where: Y-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 3 , Naive_RF: Y-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 3 , Naive_RF: N-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 3 , Naive_Where: N-Def , 57 , 0 ( | *), 0.58, 0.58, 0.58, 0.58, 0.58 3 , Naive_Where: Y-Def , 57 , 0 ( | *), 0.58, 0.58, 0.58, 0.58, 0.58 End time :2015-09-11 22:18:49 Tuning objective: prec Begin time: 2015-09-11 22:18:49 Dataset: ivyV0 ------------------------------ The.tree.infoPrune: 0.31 The.tree.min: 8 The.option.threshold: 0.77 The.where.wriggle: 0.26 The.where.depthMax: 10 The.where.depthMin: 3 The.option.minSize: 0.59 The.tree.prune: False The.where.prune: True evaluation: 60 ['cam', 'dam', 'npm', 'loc', 'rfc', 'wmc'] Tuned_Where Running Time: 73.762 ------------------------------ ['loc', 'cam', 'dam', 'lcom3', 'wmc'] Naive_Where Running Time: 1.19 ------------------------------ The.cart.max_features: 0.44 The.cart.max_depth: 42 The.cart.min_samples_split: 11 The.cart.min_samples_leaf: 18 The.option.threshold: 0.85 evaluation: 60 Tuned_CART Running Time: 3.877 ------------------------------ Naive_CART Running Time: 0.073 ------------------------------ The.rf.min_samples_split: 1 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 28 The.rf.n_estimators: 92 The.rf.max_features: 0.44 The.option.threshold: 1 evaluation: 60 Tuned_RF Running Time: 9.39 ------------------------------ Naive_RF Running Time: 0.186 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: N-Def , 35 , 0 (* | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_Where: N-Def , 46 , 0 ( * | ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Naive_CART: N-Def , 46 , 0 ( * | ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Tuned_RF: N-Def , 56 , 0 ( * | ), 0.56, 0.56, 0.56, 0.56, 0.56 1 , Tuned_Where: N-Def , 56 , 0 ( * | ), 0.57, 0.57, 0.57, 0.57, 0.57 2 , Tuned_CART: N-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 2 , Tuned_CART: Y-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 2 , Naive_CART: Y-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Tuned_Where: Y-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Tuned_RF: Y-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Naive_Where: Y-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Naive_RF: Y-Def , 95 , 0 ( | *), 0.95, 0.95, 0.95, 0.95, 0.95 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: N-Def , 5 , 0 (* | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Naive_Where: N-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_Where: N-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Naive_CART: N-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Tuned_RF: N-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Tuned_CART: N-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Tuned_CART: Y-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 2 , Tuned_Where: Y-Def , 42 , 0 ( | * ), 0.42, 0.42, 0.42, 0.42, 0.42 2 , Tuned_RF: Y-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 2 , Naive_CART: Y-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Naive_Where: Y-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Naive_RF: Y-Def , 64 , 0 ( | *), 0.64, 0.64, 0.64, 0.64, 0.64 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 15 , 0 (* | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Naive_CART: Y-Def , 17 , 0 (* | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Naive_Where: Y-Def , 17 , 0 (* | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Tuned_Where: Y-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Tuned_RF: Y-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Tuned_CART: Y-Def , 26 , 0 ( * | ), 0.26, 0.26, 0.26, 0.26, 0.26 2 , Tuned_CART: N-Def , 96 , 0 ( | *), 0.96, 0.96, 0.96, 0.96, 0.96 2 , Naive_CART: N-Def , 96 , 0 ( | *), 0.96, 0.96, 0.96, 0.96, 0.96 2 , Tuned_Where: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Naive_Where: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Tuned_RF: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Naive_RF: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 27 , 0 (* | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_CART: Y-Def , 28 , 0 (* | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Naive_Where: Y-Def , 28 , 0 ( * | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Tuned_Where: Y-Def , 33 , 0 ( * | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Tuned_RF: Y-Def , 33 , 0 ( * | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Tuned_CART: Y-Def , 39 , 0 ( * | ), 0.39, 0.39, 0.39, 0.39, 0.39 2 , Naive_RF: N-Def , 52 , 0 ( * | ), 0.52, 0.52, 0.52, 0.52, 0.52 2 , Naive_CART: N-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Naive_Where: N-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 2 , Tuned_RF: N-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 2 , Tuned_Where: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Tuned_CART: N-Def , 81 , 0 ( | *), 0.81, 0.81, 0.81, 0.81, 0.81 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: Y-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_RF: N-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_CART: Y-Def , 60 , 0 ( * | ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_CART: N-Def , 60 , 0 ( * | ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_Where: N-Def , 61 , 0 ( * | ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Naive_Where: Y-Def , 61 , 0 ( * | ), 0.61, 0.61, 0.61, 0.61, 0.61 2 , Tuned_RF: N-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 2 , Tuned_RF: Y-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 2 , Tuned_Where: N-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Tuned_Where: Y-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Tuned_CART: Y-Def , 75 , 0 ( | *), 0.75, 0.75, 0.75, 0.75, 0.75 2 , Tuned_CART: N-Def , 75 , 0 ( | *), 0.75, 0.75, 0.75, 0.75, 0.75 End time :2015-09-11 22:20:18 Tuning objective: prec Begin time: 2015-09-11 22:20:18 Dataset: jeditV0 ------------------------------ The.tree.infoPrune: 0.93 The.tree.min: 3 The.option.threshold: 1 The.where.wriggle: 0.83 The.where.depthMax: 20 The.where.depthMin: 1 The.option.minSize: 1 The.tree.prune: True The.where.prune: False evaluation: 100 ['cam', 'mfa', 'max_cc', 'loc', 'dit', 'npm', 'dam'] Tuned_Where Running Time: 607.558 ------------------------------ ['mfa', 'lcom3', 'dam', 'dit', 'cbm'] Naive_Where Running Time: 5.71 ------------------------------ The.cart.max_features: 0.25 The.cart.max_depth: 11 The.cart.min_samples_split: 8 The.cart.min_samples_leaf: 13 The.option.threshold: 1 evaluation: 60 Tuned_CART Running Time: 6.268 ------------------------------ Naive_CART Running Time: 0.087 ------------------------------ The.rf.min_samples_split: 4 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 11 The.rf.n_estimators: 107 The.rf.max_features: 0.49 The.option.threshold: 0.91 evaluation: 50 Tuned_RF Running Time: 11.345 ------------------------------ Naive_RF Running Time: 0.325 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 44 , 0 (* | ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Tuned_Where: Y-Def , 50 , 0 ( * | ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Naive_RF: N-Def , 63 , 0 ( * | ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Tuned_CART: Y-Def , 64 , 0 ( * | ), 0.64, 0.64, 0.64, 0.64, 0.64 1 , Naive_CART: Y-Def , 65 , 0 ( * | ), 0.65, 0.65, 0.65, 0.65, 0.65 2 , Tuned_RF: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Naive_CART: N-Def , 76 , 0 ( | * ), 0.76, 0.76, 0.76, 0.76, 0.76 2 , Tuned_RF: N-Def , 82 , 0 ( | * ), 0.82, 0.82, 0.82, 0.82, 0.82 2 , Naive_RF: Y-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Tuned_Where: N-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Tuned_CART: N-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Naive_Where: Y-Def , 89 , 0 ( | *), 0.89, 0.89, 0.89, 0.89, 0.89 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_CART: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Tuned_Where: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Naive_RF: N-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Tuned_RF: Y-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Naive_CART: Y-Def , 23 , 0 ( * | ), 0.23, 0.23, 0.23, 0.23, 0.23 1 , Tuned_RF: N-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 2 , Naive_CART: N-Def , 34 , 0 ( * ), 0.34, 0.34, 0.34, 0.34, 0.34 2 , Tuned_CART: N-Def , 35 , 0 ( |* ), 0.35, 0.35, 0.35, 0.35, 0.35 2 , Naive_RF: Y-Def , 36 , 0 ( | * ), 0.36, 0.36, 0.36, 0.36, 0.36 2 , Tuned_Where: N-Def , 49 , 0 ( | * ), 0.49, 0.49, 0.49, 0.49, 0.49 2 , Naive_Where: Y-Def , 55 , 0 ( | *), 0.55, 0.55, 0.55, 0.55, 0.55 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 35 , 0 (* | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_RF: Y-Def , 43 , 0 ( * | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Naive_CART: Y-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Tuned_Where: Y-Def , 51 , 0 ( * | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Tuned_RF: Y-Def , 57 , 0 ( * | ), 0.58, 0.58, 0.58, 0.58, 0.58 1 , Tuned_CART: Y-Def , 59 , 0 ( * | ), 0.59, 0.59, 0.59, 0.59, 0.59 2 , Tuned_Where: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Naive_CART: N-Def , 86 , 0 ( | * ), 0.86, 0.86, 0.86, 0.86, 0.86 2 , Tuned_CART: N-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Tuned_RF: N-Def , 89 , 0 ( | * ), 0.89, 0.89, 0.89, 0.89, 0.89 2 , Naive_RF: N-Def , 91 , 0 ( | *), 0.91, 0.91, 0.91, 0.91, 0.91 2 , Naive_Where: N-Def , 92 , 0 ( | *), 0.92, 0.92, 0.92, 0.92, 0.92 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 50 , 0 (* | ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Tuned_Where: Y-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_CART: Y-Def , 55 , 0 ( * | ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Naive_RF: Y-Def , 56 , 0 ( * | ), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Naive_Where: N-Def , 60 , 0 ( * | ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Tuned_CART: Y-Def , 61 , 0 ( * | ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Tuned_RF: Y-Def , 64 , 0 ( * | ), 0.64, 0.64, 0.64, 0.64, 0.64 2 , Naive_RF: N-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 2 , Naive_CART: N-Def , 81 , 0 ( | * ), 0.81, 0.81, 0.81, 0.81, 0.81 2 , Tuned_Where: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Tuned_RF: N-Def , 85 , 0 ( | *), 0.85, 0.85, 0.85, 0.85, 0.85 2 , Tuned_CART: N-Def , 86 , 0 ( | *), 0.86, 0.86, 0.86, 0.86, 0.86 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 59 , 0 (* | ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Naive_Where: Y-Def , 59 , 0 (* | ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Tuned_Where: N-Def , 63 , 0 ( * | ), 0.63, 0.63, 0.63, 0.63, 0.63 1 , Tuned_Where: Y-Def , 63 , 0 ( * | ), 0.63, 0.63, 0.63, 0.63, 0.63 2 , Naive_CART: Y-Def , 70 , 0 ( | * ), 0.70, 0.70, 0.70, 0.70, 0.70 2 , Naive_CART: N-Def , 70 , 0 ( | * ), 0.70, 0.70, 0.70, 0.70, 0.70 2 , Naive_RF: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Naive_RF: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 3 , Tuned_CART: Y-Def , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 3 , Tuned_CART: N-Def , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 3 , Tuned_RF: N-Def , 76 , 0 ( | *), 0.76, 0.76, 0.76, 0.76, 0.76 3 , Tuned_RF: Y-Def , 76 , 0 ( | *), 0.76, 0.76, 0.76, 0.76, 0.76 End time :2015-09-11 22:30:49 Tuning objective: prec Begin time: 2015-09-11 22:30:49 Dataset: jeditV1 ------------------------------ The.tree.infoPrune: 0.14 The.tree.min: 8 The.option.threshold: 0.77 The.where.wriggle: 0.26 The.where.depthMax: 10 The.where.depthMin: 3 The.option.minSize: 0.63 The.tree.prune: False The.where.prune: True evaluation: 60 ['mfa', 'dit'] Tuned_Where Running Time: 466.62 ------------------------------ ['mfa', 'loc', 'dam', 'lcom3', 'dit', 'ic'] Naive_Where Running Time: 7.14 ------------------------------ The.cart.max_features: 0.48 The.cart.max_depth: 1 The.cart.min_samples_split: 8 The.cart.min_samples_leaf: 8 The.option.threshold: 0.54 evaluation: 80 Tuned_CART Running Time: 8.519 ------------------------------ Naive_CART Running Time: 0.104 ------------------------------ The.rf.min_samples_split: 1 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 40 The.rf.n_estimators: 126 The.rf.max_features: 0.24 The.option.threshold: 1 evaluation: 80 Tuned_RF Running Time: 17.855 ------------------------------ Naive_RF Running Time: 0.332 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: Y-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_CART: Y-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Naive_CART: Y-Def , 50 , 0 ( * | ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Naive_Where: Y-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 1 , Tuned_RF: Y-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 1 , Naive_Where: N-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Naive_RF: N-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 1 , Naive_RF: Y-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 1 , Naive_CART: N-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 1 , Tuned_RF: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 1 , Tuned_Where: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 1 , Tuned_CART: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_Where: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_RF: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Naive_CART: Y-Def , 19 , 0 ( * | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Naive_RF: N-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Naive_RF: Y-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Naive_Where: Y-Def , 30 , 0 ( * | ), 0.30, 0.30, 0.30, 0.30, 0.30 1 , Tuned_RF: N-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Naive_Where: N-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_CART: N-Def , 50 , 0 ( |* ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Tuned_CART: N-Def , 85 , 0 ( | * ), 0.85, 0.85, 0.85, 0.85, 0.85 1 , Tuned_Where: N-Def , 89 , 0 ( | *), 0.89, 0.89, 0.89, 0.89, 0.89 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 24 , 0 (* | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Naive_CART: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_RF: Y-Def , 28 , 0 ( * | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Tuned_RF: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Tuned_Where: Y-Def , 41 , 0 ( * | ), 0.41, 0.41, 0.41, 0.41, 0.41 2 , Tuned_CART: Y-Def , 63 , 0 ( |* ), 0.63, 0.63, 0.63, 0.63, 0.63 2 , Tuned_Where: N-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Tuned_CART: N-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 2 , Naive_CART: N-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 2 , Naive_Where: N-Def , 92 , 0 ( | * ), 0.92, 0.92, 0.92, 0.92, 0.92 2 , Tuned_RF: N-Def , 94 , 0 ( | *), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Naive_RF: N-Def , 95 , 0 ( | *), 0.95, 0.95, 0.95, 0.95, 0.95 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: Y-Def , 16 , 0 (* | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Tuned_CART: Y-Def , 23 , 0 ( * | ), 0.23, 0.23, 0.23, 0.23, 0.23 1 , Naive_CART: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_Where: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Naive_RF: Y-Def , 42 , 0 ( * | ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Tuned_RF: Y-Def , 49 , 0 ( * | ), 0.49, 0.49, 0.49, 0.49, 0.49 2 , Naive_Where: N-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 2 , Naive_RF: N-Def , 81 , 0 ( | * ), 0.81, 0.81, 0.81, 0.81, 0.81 2 , Naive_CART: N-Def , 85 , 0 ( | * ), 0.85, 0.85, 0.85, 0.85, 0.85 2 , Tuned_RF: N-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 2 , Tuned_Where: N-Def , 92 , 0 ( | *), 0.92, 0.92, 0.92, 0.92, 0.92 2 , Tuned_CART: N-Def , 93 , 0 ( | *), 0.93, 0.93, 0.93, 0.93, 0.93 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: N-Def , 18 , 0 (* | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Tuned_Where: Y-Def , 18 , 0 (* | ), 0.18, 0.18, 0.18, 0.18, 0.18 1 , Tuned_CART: Y-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Tuned_CART: N-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 2 , Naive_CART: Y-Def , 61 , 0 ( | * ), 0.61, 0.61, 0.61, 0.61, 0.61 2 , Naive_CART: N-Def , 61 , 0 ( | * ), 0.61, 0.61, 0.61, 0.61, 0.61 2 , Naive_Where: N-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 2 , Naive_Where: Y-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 3 , Naive_RF: Y-Def , 74 , 0 ( | *), 0.74, 0.74, 0.74, 0.74, 0.74 3 , Naive_RF: N-Def , 74 , 0 ( | *), 0.74, 0.74, 0.74, 0.74, 0.74 3 , Tuned_RF: N-Def , 75 , 0 ( | *), 0.75, 0.75, 0.75, 0.75, 0.75 3 , Tuned_RF: Y-Def , 75 , 0 ( | *), 0.75, 0.75, 0.75, 0.75, 0.75 End time :2015-09-11 22:39:10 Tuning objective: prec Begin time: 2015-09-11 22:39:10 Dataset: jeditV2 ------------------------------ The.tree.infoPrune: 0.62 The.tree.min: 8 The.option.threshold: 0.77 The.where.wriggle: 1 The.where.depthMax: 11 The.where.depthMin: 3 The.option.minSize: 1 The.tree.prune: False The.where.prune: True evaluation: 80 ['mfa', 'loc', 'wmc', 'dit', 'lcom3', 'dam', 'max_cc', 'cam', 'rfc', 'lcom'] Tuned_Where Running Time: 612.487 ------------------------------ ['mfa', 'dam', 'lcom3', 'dit', 'ic'] Naive_Where Running Time: 7.653 ------------------------------ The.cart.max_features: 0.34 The.cart.max_depth: 1 The.cart.min_samples_split: 16 The.cart.min_samples_leaf: 1 The.option.threshold: 0.99 evaluation: 60 Tuned_CART Running Time: 7.562 ------------------------------ Naive_CART Running Time: 0.124 ------------------------------ The.rf.min_samples_split: 1 The.rf.min_samples_leaf : 9 The.rf.max_leaf_nodes: 25 The.rf.n_estimators: 138 The.rf.max_features: 0.66 The.option.threshold: 0.95 evaluation: 60 Tuned_RF Running Time: 13.753 ------------------------------ Naive_RF Running Time: 0.382 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 27 , 0 (* | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_CART: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Tuned_Where: 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 , Naive_Where: Y-Def , 45 , 0 ( * | ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Naive_Where: N-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Naive_RF: N-Def , 60 , 0 ( *| ), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Naive_CART: N-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 2 , Tuned_RF: N-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Tuned_Where: N-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 2 , Naive_RF: Y-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Tuned_CART: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Naive_RF: N-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Tuned_Where: Y-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 1 , Tuned_RF: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_CART: Y-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 2 , Naive_RF: Y-Def , 39 , 0 ( * ), 0.39, 0.39, 0.39, 0.39, 0.39 2 , Naive_Where: Y-Def , 51 , 0 ( | * ), 0.51, 0.51, 0.51, 0.51, 0.51 2 , Tuned_Where: N-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Naive_Where: N-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Tuned_RF: N-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Naive_CART: N-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 2 , Tuned_CART: N-Def , 72 , 0 ( | *), 0.72, 0.72, 0.72, 0.72, 0.72 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Naive_CART: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_RF: Y-Def , 4 , 0 (* | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Naive_RF: Y-Def , 4 , 0 (* | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Tuned_Where: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Tuned_CART: Y-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 2 , Naive_Where: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Naive_CART: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Tuned_Where: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 2 , Tuned_CART: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 2 , Tuned_RF: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 2 , Naive_RF: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Naive_CART: Y-Def , 4 , 0 (* | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Tuned_RF: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Naive_RF: Y-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Tuned_Where: Y-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Tuned_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 2 , Naive_Where: N-Def , 65 , 0 ( | * ), 0.65, 0.65, 0.65, 0.65, 0.65 2 , Naive_RF: N-Def , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 2 , Naive_CART: N-Def , 80 , 0 ( | * ), 0.80, 0.80, 0.80, 0.80, 0.80 2 , Tuned_RF: N-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Tuned_Where: N-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 2 , Tuned_CART: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 42 , 0 (* | ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Tuned_CART: N-Def , 42 , 0 (* | ), 0.42, 0.42, 0.42, 0.42, 0.42 1 , Naive_CART: Y-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Naive_Where: N-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Naive_CART: N-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Naive_Where: Y-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 2 , Tuned_RF: N-Def , 56 , 0 ( *| ), 0.57, 0.57, 0.57, 0.57, 0.57 2 , Tuned_RF: Y-Def , 56 , 0 ( *| ), 0.57, 0.57, 0.57, 0.57, 0.57 2 , Tuned_Where: N-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Tuned_Where: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Naive_RF: Y-Def , 72 , 0 ( | *), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Naive_RF: N-Def , 72 , 0 ( | *), 0.72, 0.72, 0.72, 0.72, 0.72 End time :2015-09-11 22:49:52 Tuning objective: prec Begin time: 2015-09-11 22:49:52 Dataset: log4jV0 ------------------------------ The.tree.infoPrune: 0.23 The.tree.min: 4 The.option.threshold: 0.5 The.where.wriggle: 0.24 The.where.depthMax: 5 The.where.depthMin: 2 The.option.minSize: 0.47 The.tree.prune: True The.where.prune: True evaluation: 50 ['loc', 'ic', 'mfa', 'dit'] Tuned_Where Running Time: 91.851 ------------------------------ ['mfa', 'lcom3', 'loc', 'cbm'] Naive_Where Running Time: 1.569 ------------------------------ The.cart.max_features: 0.97 The.cart.max_depth: 40 The.cart.min_samples_split: 18 The.cart.min_samples_leaf: 18 The.option.threshold: 0.8 evaluation: 50 Tuned_CART Running Time: 2.672 ------------------------------ Naive_CART Running Time: 0.082 ------------------------------ The.rf.min_samples_split: 18 The.rf.min_samples_leaf : 20 The.rf.max_leaf_nodes: 48 The.rf.n_estimators: 81 The.rf.max_features: 0.29 The.option.threshold: 1 evaluation: 80 Tuned_RF Running Time: 10.935 ------------------------------ Naive_RF Running Time: 0.181 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: Y-Def , 5 , 0 (* | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Tuned_RF: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Tuned_CART: Y-Def , 22 , 0 ( * | ), 0.22, 0.22, 0.22, 0.22, 0.22 1 , Naive_CART: Y-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 1 , Naive_Where: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Naive_RF: Y-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 2 , Naive_Where: N-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 2 , Naive_CART: N-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Tuned_Where: N-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 2 , Tuned_CART: N-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 2 , Naive_RF: N-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 2 , Tuned_RF: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_CART: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_Where: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Naive_RF: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Naive_CART: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Naive_Where: Y-Def , 31 , 0 ( * | ), 0.31, 0.31, 0.31, 0.31, 0.31 2 , Naive_RF: N-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 2 , Naive_Where: N-Def , 61 , 0 ( | * ), 0.61, 0.61, 0.61, 0.61, 0.61 2 , Naive_CART: N-Def , 68 , 0 ( | * ), 0.68, 0.68, 0.68, 0.68, 0.68 2 , Tuned_CART: N-Def , 77 , 0 ( | * ), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Tuned_RF: N-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Tuned_Where: N-Def , 94 , 0 ( | *), 0.94, 0.94, 0.94, 0.94, 0.94 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: N-Def , 7 , 0 (* | ), 0.07, 0.07, 0.07, 0.07, 0.07 1 , Naive_Where: N-Def , 8 , 0 (* | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Tuned_CART: N-Def , 9 , 0 (* | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Naive_CART: N-Def , 9 , 0 (* | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Tuned_RF: N-Def , 9 , 0 (* | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Naive_RF: N-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 2 , Tuned_Where: Y-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Naive_Where: Y-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 2 , Naive_CART: Y-Def , 96 , 0 ( | * ), 0.96, 0.96, 0.96, 0.96, 0.96 2 , Tuned_CART: Y-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Naive_RF: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 2 , Tuned_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: Y-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_Where: N-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Naive_Where: N-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Tuned_CART: N-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Tuned_RF: N-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Naive_CART: N-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Naive_RF: N-Def , 20 , 0 ( * | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Tuned_RF: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 2 , Tuned_CART: Y-Def , 36 , 0 ( |* ), 0.36, 0.36, 0.36, 0.36, 0.36 2 , Naive_CART: Y-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 2 , Naive_Where: Y-Def , 54 , 0 ( | * ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Naive_RF: Y-Def , 56 , 0 ( | *), 0.57, 0.57, 0.57, 0.57, 0.57 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: N-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_Where: Y-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_RF: N-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Tuned_RF: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 2 , Tuned_CART: Y-Def , 36 , 0 ( |* ), 0.36, 0.36, 0.36, 0.36, 0.36 2 , Tuned_CART: N-Def , 36 , 0 ( |* ), 0.36, 0.36, 0.36, 0.36, 0.36 2 , Naive_CART: Y-Def , 46 , 0 ( | * ), 0.46, 0.46, 0.46, 0.46, 0.46 2 , Naive_CART: N-Def , 46 , 0 ( | * ), 0.46, 0.46, 0.46, 0.46, 0.46 3 , Naive_Where: N-Def , 49 , 0 ( | * ), 0.49, 0.49, 0.49, 0.49, 0.49 3 , Naive_Where: Y-Def , 49 , 0 ( | * ), 0.49, 0.49, 0.49, 0.49, 0.49 3 , Naive_RF: Y-Def , 56 , 0 ( | *), 0.56, 0.56, 0.56, 0.56, 0.56 3 , Naive_RF: N-Def , 56 , 0 ( | *), 0.56, 0.56, 0.56, 0.56, 0.56 End time :2015-09-11 22:51:40 Tuning objective: prec Begin time: 2015-09-11 22:51:40 Dataset: luceneV0 ------------------------------ The.tree.infoPrune: 0.95 The.tree.min: 4 The.option.threshold: 1 The.where.wriggle: 0.38 The.where.depthMax: 1 The.where.depthMin: 2 The.option.minSize: 0.47 The.tree.prune: False The.where.prune: False evaluation: 80 ['rfc', 'mfa', 'dam', 'cam', 'avg_cc', 'npm', 'moa', 'cbo', 'max_cc', 'ca', 'ic', 'lcom'] Tuned_Where Running Time: 248.76 ------------------------------ ['dit', 'cam', 'dam', 'ic'] Naive_Where Running Time: 2.944 ------------------------------ The.cart.max_features: 0.17 The.cart.max_depth: 19 The.cart.min_samples_split: 2 The.cart.min_samples_leaf: 1 The.option.threshold: 0.07 evaluation: 70 Tuned_CART Running Time: 5.296 ------------------------------ Naive_CART Running Time: 0.094 ------------------------------ The.rf.min_samples_split: 7 The.rf.min_samples_leaf : 13 The.rf.max_leaf_nodes: 41 The.rf.n_estimators: 50 The.rf.max_features: 0.89 The.option.threshold: 1 evaluation: 80 Tuned_RF Running Time: 12.427 ------------------------------ Naive_RF Running Time: 0.274 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_Where: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Naive_RF: N-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Naive_CART: Y-Def , 48 , 0 ( *| ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Tuned_RF: Y-Def , 50 , 0 ( *| ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Tuned_CART: Y-Def , 55 , 0 ( |* ), 0.55, 0.55, 0.55, 0.55, 0.55 2 , Tuned_CART: N-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 2 , Naive_CART: N-Def , 64 , 0 ( | * ), 0.64, 0.64, 0.64, 0.64, 0.64 2 , Naive_RF: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Tuned_RF: N-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Tuned_Where: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Naive_Where: Y-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 9 , 0 (* | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Tuned_Where: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 1 , Tuned_RF: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_RF: N-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_CART: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 1 , Tuned_CART: Y-Def , 35 , 0 ( * | ), 0.35, 0.35, 0.35, 0.35, 0.35 2 , Tuned_CART: N-Def , 44 , 0 ( * | ), 0.44, 0.44, 0.44, 0.44, 0.44 2 , Tuned_RF: N-Def , 49 , 0 ( *| ), 0.49, 0.49, 0.49, 0.49, 0.49 2 , Naive_CART: N-Def , 51 , 0 ( * ), 0.51, 0.51, 0.51, 0.51, 0.51 2 , Naive_RF: Y-Def , 52 , 0 ( |* ), 0.52, 0.52, 0.52, 0.52, 0.52 2 , Tuned_Where: N-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Naive_Where: Y-Def , 89 , 0 ( | *), 0.89, 0.89, 0.89, 0.89, 0.89 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 44 , 0 (* | ), 0.44, 0.44, 0.44, 0.44, 0.44 1 , Naive_CART: N-Def , 45 , 0 (* | ), 0.45, 0.45, 0.45, 0.45, 0.45 1 , Tuned_Where: N-Def , 47 , 0 ( * | ), 0.47, 0.47, 0.47, 0.47, 0.47 1 , Tuned_CART: N-Def , 49 , 0 ( * | ), 0.49, 0.49, 0.49, 0.49, 0.49 1 , Tuned_RF: N-Def , 51 , 0 ( * | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_RF: N-Def , 53 , 0 ( * | ), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Naive_Where: Y-Def , 60 , 0 ( *| ), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Naive_CART: Y-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 2 , Naive_RF: Y-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 2 , Tuned_CART: Y-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Tuned_Where: Y-Def , 77 , 0 ( | *), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Tuned_RF: Y-Def , 78 , 0 ( | *), 0.78, 0.78, 0.78, 0.78, 0.78 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 17 , 0 (* | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Tuned_Where: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Naive_RF: N-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Naive_CART: N-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Tuned_CART: N-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 2 , Naive_CART: Y-Def , 56 , 0 ( | * ), 0.56, 0.56, 0.56, 0.56, 0.56 2 , Tuned_Where: N-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Tuned_CART: Y-Def , 61 , 0 ( | * ), 0.61, 0.61, 0.61, 0.61, 0.61 2 , Tuned_RF: Y-Def , 61 , 0 ( | * ), 0.61, 0.61, 0.61, 0.61, 0.61 2 , Tuned_RF: N-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Naive_RF: Y-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Naive_Where: Y-Def , 72 , 0 ( | *), 0.72, 0.72, 0.72, 0.72, 0.72 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 19 , 0 (* | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Naive_Where: Y-Def , 19 , 0 (* | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Tuned_Where: N-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Tuned_Where: Y-Def , 52 , 0 ( | * ), 0.52, 0.52, 0.52, 0.52, 0.52 1 , Naive_CART: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Naive_CART: N-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 1 , Naive_RF: Y-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Naive_RF: N-Def , 56 , 0 ( | * ), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Tuned_CART: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Tuned_CART: N-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Tuned_RF: N-Def , 61 , 0 ( | *), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Tuned_RF: Y-Def , 61 , 0 ( | *), 0.61, 0.61, 0.61, 0.61, 0.61 End time :2015-09-12 01:10:36 Tuning objective: prec Begin time: 2015-09-12 01:10:36 Dataset: poiV0 ------------------------------ The.tree.infoPrune: 0.17 The.tree.min: 7 The.option.threshold: 0.98 The.where.wriggle: 0.6 The.where.depthMax: 8 The.where.depthMin: 2 The.option.minSize: 0.51 The.tree.prune: True The.where.prune: False evaluation: 60 ['mfa', 'amc', 'dam'] Tuned_Where Running Time: 290.515 ------------------------------ ['mfa', 'loc', 'amc', 'dam', 'wmc', 'lcom'] Naive_Where Running Time: 4.087 ------------------------------ The.cart.max_features: 0.47 The.cart.max_depth: 42 The.cart.min_samples_split: 5 The.cart.min_samples_leaf: 7 The.option.threshold: 0.95 evaluation: 60 Tuned_CART Running Time: 5.959 ------------------------------ Naive_CART Running Time: 0.104 ------------------------------ The.rf.min_samples_split: 1 The.rf.min_samples_leaf : 6 The.rf.max_leaf_nodes: 38 The.rf.n_estimators: 50 The.rf.max_features: 0.7 The.option.threshold: 1 evaluation: 60 Tuned_RF Running Time: 12.554 ------------------------------ Naive_RF Running Time: 0.287 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: N-Def , 38 , 0 (* | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Naive_Where: N-Def , 39 , 0 (* | ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Naive_RF: N-Def , 51 , 0 ( * | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Tuned_CART: Y-Def , 54 , 0 ( * | ), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Tuned_RF: N-Def , 59 , 0 ( * | ), 0.59, 0.59, 0.59, 0.59, 0.59 1 , Naive_CART: N-Def , 62 , 0 ( * | ), 0.62, 0.62, 0.62, 0.62, 0.62 1 , Tuned_RF: Y-Def , 65 , 0 ( * ), 0.65, 0.65, 0.65, 0.65, 0.65 2 , Tuned_CART: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Naive_CART: Y-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Tuned_Where: Y-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Naive_Where: Y-Def , 86 , 0 ( | * ), 0.86, 0.86, 0.86, 0.86, 0.86 2 , Naive_RF: Y-Def , 90 , 0 ( | *), 0.90, 0.90, 0.90, 0.90, 0.90 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_RF: N-Def , 9 , 0 (* | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Naive_Where: N-Def , 13 , 0 ( * | ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Tuned_Where: N-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_CART: N-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Tuned_CART: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 2 , Tuned_RF: N-Def , 34 , 0 ( *| ), 0.34, 0.34, 0.34, 0.34, 0.34 2 , Naive_CART: Y-Def , 37 , 0 ( |* ), 0.37, 0.37, 0.37, 0.37, 0.37 2 , Tuned_RF: Y-Def , 40 , 0 ( | * ), 0.40, 0.40, 0.40, 0.40, 0.40 2 , Tuned_CART: N-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 2 , Naive_RF: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Naive_Where: Y-Def , 60 , 0 ( | *), 0.60, 0.60, 0.60, 0.60, 0.60 2 , Tuned_Where: Y-Def , 61 , 0 ( | *), 0.61, 0.61, 0.61, 0.61, 0.61 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: N-Def , 46 , 0 (* | ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Tuned_RF: N-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Tuned_Where: N-Def , 49 , 0 ( * | ), 0.49, 0.49, 0.49, 0.49, 0.49 1 , Naive_CART: N-Def , 61 , 0 ( *| ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Naive_Where: N-Def , 62 , 0 ( *| ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Tuned_Where: Y-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Naive_Where: Y-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Tuned_RF: Y-Def , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 2 , Naive_RF: N-Def , 74 , 0 ( | * ), 0.74, 0.74, 0.74, 0.74, 0.74 2 , Naive_RF: Y-Def , 77 , 0 ( | *), 0.77, 0.77, 0.77, 0.77, 0.77 2 , Naive_CART: Y-Def , 78 , 0 ( | *), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Tuned_CART: Y-Def , 78 , 0 ( | *), 0.78, 0.78, 0.78, 0.78, 0.78 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: N-Def , 43 , 0 (* | ), 0.43, 0.43, 0.43, 0.43, 0.43 1 , Naive_Where: N-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 1 , Tuned_RF: N-Def , 53 , 0 ( * | ), 0.53, 0.53, 0.53, 0.53, 0.53 1 , Tuned_CART: N-Def , 56 , 0 ( * | ), 0.57, 0.57, 0.57, 0.57, 0.57 1 , Naive_CART: N-Def , 61 , 0 ( * | ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Naive_RF: N-Def , 61 , 0 ( * | ), 0.61, 0.61, 0.61, 0.61, 0.61 1 , Tuned_CART: Y-Def , 64 , 0 ( * ), 0.64, 0.64, 0.64, 0.64, 0.64 2 , Tuned_RF: Y-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Tuned_Where: Y-Def , 73 , 0 ( | * ), 0.73, 0.73, 0.73, 0.73, 0.73 2 , Naive_CART: Y-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Naive_Where: Y-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Naive_RF: Y-Def , 83 , 0 ( | *), 0.83, 0.83, 0.83, 0.83, 0.83 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: N-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Tuned_Where: Y-Def , 51 , 0 (* | ), 0.51, 0.51, 0.51, 0.51, 0.51 1 , Naive_Where: N-Def , 54 , 0 ( * | ), 0.54, 0.54, 0.54, 0.54, 0.54 1 , Naive_Where: Y-Def , 54 , 0 ( * | ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Tuned_CART: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Tuned_CART: N-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Tuned_RF: N-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Tuned_RF: Y-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 3 , Naive_RF: Y-Def , 65 , 0 ( | * ), 0.65, 0.65, 0.65, 0.65, 0.65 3 , Naive_RF: N-Def , 65 , 0 ( | * ), 0.65, 0.65, 0.65, 0.65, 0.65 3 , Naive_CART: Y-Def , 69 , 0 ( | *), 0.69, 0.69, 0.69, 0.69, 0.69 3 , Naive_CART: N-Def , 69 , 0 ( | *), 0.69, 0.69, 0.69, 0.69, 0.69 End time :2015-09-12 01:15:50 Tuning objective: prec Begin time: 2015-09-12 01:15:50 Dataset: poiV1 ------------------------------ The.tree.infoPrune: 0.68 The.tree.min: 4 The.option.threshold: 0.44 The.where.wriggle: 0.51 The.where.depthMax: 15 The.where.depthMin: 3 The.option.minSize: 0.4 The.tree.prune: True The.where.prune: True evaluation: 50 ['dam', 'mfa', 'loc', 'dit', 'cbm', 'ic'] Tuned_Where Running Time: 425.262 ------------------------------ ['mfa', 'rfc', 'lcom3', 'dam', 'wmc', 'cbm'] Naive_Where Running Time: 7.396 ------------------------------ The.cart.max_features: 0.19 The.cart.max_depth: 1 The.cart.min_samples_split: 11 The.cart.min_samples_leaf: 3 The.option.threshold: 0.62 evaluation: 60 Tuned_CART Running Time: 7.858 ------------------------------ Naive_CART Running Time: 0.128 ------------------------------ The.rf.min_samples_split: 19 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 33 The.rf.n_estimators: 65 The.rf.max_features: 0.16 The.option.threshold: 0.75 evaluation: 50 Tuned_RF Running Time: 13.094 ------------------------------ Naive_RF Running Time: 0.331 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_CART: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_Where: Y-Def , 4 , 0 (* | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Naive_Where: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Naive_RF: Y-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 1 , Naive_CART: Y-Def , 12 , 0 ( * | ), 0.12, 0.12, 0.12, 0.12, 0.12 2 , Naive_CART: N-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 2 , Naive_RF: N-Def , 95 , 0 ( | * ), 0.95, 0.95, 0.95, 0.95, 0.95 2 , Tuned_Where: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Naive_Where: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 2 , Tuned_CART: N-Def , 99 , 0 ( | *), 0.99, 0.99, 0.99, 0.99, 0.99 2 , Tuned_RF: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********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 , Naive_Where: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_Where: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Naive_RF: Y-Def , 4 , 0 ( * | ), 0.04, 0.04, 0.04, 0.04, 0.04 1 , Naive_CART: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 2 , Naive_CART: N-Def , 87 , 0 ( | * ), 0.87, 0.87, 0.87, 0.87, 0.87 2 , Naive_RF: N-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 2 , Naive_Where: N-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 2 , Tuned_Where: N-Def , 95 , 0 ( | *), 0.95, 0.95, 0.95, 0.95, 0.95 2 , Tuned_CART: N-Def , 97 , 0 ( | *), 0.97, 0.97, 0.97, 0.97, 0.97 2 , Tuned_RF: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: N-Def , 36 , 0 (* | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Tuned_CART: N-Def , 36 , 0 (* | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Tuned_RF: N-Def , 36 , 0 (* | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Naive_Where: N-Def , 37 , 0 (* | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Naive_CART: N-Def , 37 , 0 (* | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Naive_RF: N-Def , 38 , 0 (* | ), 0.38, 0.38, 0.38, 0.38, 0.38 2 , Naive_CART: Y-Def , 72 , 0 ( |* ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Tuned_Where: Y-Def , 76 , 0 ( | * ), 0.76, 0.76, 0.76, 0.76, 0.76 2 , Naive_RF: Y-Def , 81 , 0 ( | * ), 0.81, 0.81, 0.81, 0.81, 0.81 2 , Tuned_CART: Y-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 2 , Naive_Where: Y-Def , 90 , 0 ( | * ), 0.90, 0.90, 0.90, 0.90, 0.90 2 , Tuned_RF: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_CART: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Tuned_Where: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Naive_Where: Y-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 1 , Naive_RF: Y-Def , 19 , 0 ( * | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Naive_CART: Y-Def , 21 , 0 ( * | ), 0.21, 0.21, 0.21, 0.21, 0.21 2 , Tuned_Where: N-Def , 53 , 0 ( | *), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Tuned_CART: N-Def , 53 , 0 ( | *), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Naive_CART: N-Def , 53 , 0 ( | *), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Tuned_RF: N-Def , 53 , 0 ( | *), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Naive_Where: N-Def , 54 , 0 ( | *), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Naive_RF: N-Def , 54 , 0 ( | *), 0.54, 0.54, 0.54, 0.54, 0.54 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_RF: N-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_RF: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_CART: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Tuned_CART: N-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 2 , Tuned_Where: N-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 2 , Tuned_Where: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 2 , Naive_Where: N-Def , 12 , 0 ( * ), 0.12, 0.12, 0.12, 0.12, 0.12 2 , Naive_Where: Y-Def , 12 , 0 ( * ), 0.12, 0.12, 0.12, 0.12, 0.12 3 , Naive_RF: Y-Def , 19 , 0 ( | * ), 0.19, 0.19, 0.19, 0.19, 0.19 3 , Naive_RF: N-Def , 19 , 0 ( | * ), 0.19, 0.19, 0.19, 0.19, 0.19 3 , Naive_CART: Y-Def , 21 , 0 ( | *), 0.21, 0.21, 0.21, 0.21, 0.21 3 , Naive_CART: N-Def , 21 , 0 ( | *), 0.21, 0.21, 0.21, 0.21, 0.21 End time :2015-09-12 01:23:24 Tuning objective: prec Begin time: 2015-09-12 01:23:24 Dataset: synapseV0 ------------------------------ The.tree.infoPrune: 0.49 The.tree.min: 1 The.option.threshold: 0.7 The.where.wriggle: 0.25 The.where.depthMax: 16 The.where.depthMin: 2 The.option.minSize: 0.49 The.tree.prune: False The.where.prune: True evaluation: 70 ['lcom3', 'loc', 'dit', 'cam', 'wmc', 'dam', 'lcom', 'rfc', 'mfa'] Tuned_Where Running Time: 151.74 ------------------------------ ['lcom3', 'loc', 'mfa', 'cam', 'lcom', 'dam'] Naive_Where Running Time: 1.818 ------------------------------ The.cart.max_features: 0.43 The.cart.max_depth: 1 The.cart.min_samples_split: 2 The.cart.min_samples_leaf: 6 The.option.threshold: 0.62 evaluation: 50 Tuned_CART Running Time: 3.38 ------------------------------ Naive_CART Running Time: 0.059 ------------------------------ The.rf.min_samples_split: 6 The.rf.min_samples_leaf : 17 The.rf.max_leaf_nodes: 49 The.rf.n_estimators: 132 The.rf.max_features: 0.08 The.option.threshold: 0.32 evaluation: 50 Tuned_RF Running Time: 7.478 ------------------------------ Naive_RF Running Time: 0.167 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_Where: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Tuned_RF: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Tuned_CART: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Naive_CART: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_RF: Y-Def , 30 , 0 ( * | ), 0.30, 0.30, 0.30, 0.30, 0.30 2 , Naive_RF: N-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 2 , Naive_CART: N-Def , 94 , 0 ( | * ), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Tuned_Where: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 2 , Tuned_RF: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 2 , Naive_Where: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 2 , Tuned_CART: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_Where: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_RF: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Naive_CART: Y-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Naive_RF: Y-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 2 , Naive_RF: N-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Naive_CART: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Tuned_CART: N-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Tuned_Where: N-Def , 96 , 0 ( | * ), 0.96, 0.96, 0.96, 0.96, 0.96 2 , Tuned_RF: N-Def , 96 , 0 ( | * ), 0.96, 0.96, 0.96, 0.96, 0.96 2 , Naive_Where: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_Where: Y-Def , 50 , 0 ( *| ), 0.50, 0.50, 0.50, 0.50, 0.50 1 , Tuned_RF: Y-Def , 60 , 0 ( | * ), 0.60, 0.60, 0.60, 0.60, 0.60 1 , Naive_RF: Y-Def , 65 , 0 ( | * ), 0.65, 0.65, 0.65, 0.65, 0.65 1 , Tuned_Where: N-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Naive_Where: N-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Tuned_RF: N-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 1 , Tuned_CART: N-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 1 , Naive_CART: Y-Def , 70 , 0 ( | * ), 0.70, 0.70, 0.70, 0.70, 0.70 1 , Naive_CART: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Naive_RF: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 1 , Tuned_CART: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_Where: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_RF: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_CART: Y-Def , 26 , 0 ( * | ), 0.26, 0.26, 0.26, 0.26, 0.26 1 , Naive_CART: Y-Def , 40 , 0 ( *| ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Naive_RF: Y-Def , 41 , 0 ( *| ), 0.41, 0.41, 0.41, 0.41, 0.41 2 , Tuned_Where: N-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 2 , Naive_Where: N-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 2 , Tuned_RF: N-Def , 79 , 0 ( | * ), 0.79, 0.79, 0.79, 0.79, 0.79 2 , Naive_RF: N-Def , 80 , 0 ( | *), 0.80, 0.80, 0.80, 0.80, 0.80 2 , Naive_CART: N-Def , 81 , 0 ( | *), 0.81, 0.81, 0.81, 0.81, 0.81 2 , Tuned_CART: N-Def , 82 , 0 ( | *), 0.82, 0.82, 0.82, 0.82, 0.82 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Naive_Where: Y-Def , 0 , 0 (* | ), 0.00, 0.00, 0.00, 0.00, 0.00 1 , Tuned_Where: N-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_Where: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_RF: N-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_RF: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 2 , Tuned_CART: Y-Def , 26 , 0 ( | * ), 0.26, 0.26, 0.26, 0.26, 0.26 2 , Tuned_CART: N-Def , 26 , 0 ( | * ), 0.26, 0.26, 0.26, 0.26, 0.26 2 , Naive_CART: Y-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 2 , Naive_CART: N-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 2 , Naive_RF: Y-Def , 45 , 0 ( | *), 0.45, 0.45, 0.45, 0.45, 0.45 2 , Naive_RF: N-Def , 45 , 0 ( | *), 0.45, 0.45, 0.45, 0.45, 0.45 End time :2015-09-12 01:26:09 Tuning objective: prec Begin time: 2015-09-12 01:26:09 Dataset: velocityV0 ------------------------------ The.tree.infoPrune: 0.84 The.tree.min: 6 The.option.threshold: 1 The.where.wriggle: 0.81 The.where.depthMax: 4 The.where.depthMin: 5 The.option.minSize: 0.79 The.tree.prune: True The.where.prune: False evaluation: 70 ['dit', 'wmc', 'cam', 'cbo', 'moa', 'dam', 'rfc'] Tuned_Where Running Time: 215.526 ------------------------------ ['dit', 'dam', 'lcom3', 'ic', 'mfa'] Naive_Where Running Time: 2.751 ------------------------------ The.cart.max_features: 0.48 The.cart.max_depth: 17 The.cart.min_samples_split: 12 The.cart.min_samples_leaf: 4 The.option.threshold: 0.88 evaluation: 50 Tuned_CART Running Time: 3.793 ------------------------------ Naive_CART Running Time: 0.085 ------------------------------ The.rf.min_samples_split: 19 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 48 The.rf.n_estimators: 50 The.rf.max_features: 0.23 The.option.threshold: 0.93 evaluation: 60 Tuned_RF Running Time: 9.339 ------------------------------ Naive_RF Running Time: 0.213 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Naive_RF: N-Def , 5 , 0 ( * | ), 0.05, 0.05, 0.05, 0.05, 0.05 1 , Naive_CART: N-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Tuned_RF: N-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Tuned_CART: N-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Tuned_Where: Y-Def , 46 , 0 ( * | ), 0.46, 0.46, 0.46, 0.46, 0.46 2 , Tuned_Where: N-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Tuned_CART: Y-Def , 70 , 0 ( | * ), 0.70, 0.70, 0.70, 0.70, 0.70 2 , Naive_CART: Y-Def , 85 , 0 ( | * ), 0.85, 0.85, 0.85, 0.85, 0.85 2 , Tuned_RF: Y-Def , 91 , 0 ( | * ), 0.91, 0.91, 0.91, 0.91, 0.91 2 , Naive_RF: Y-Def , 96 , 0 ( | *), 0.96, 0.96, 0.96, 0.96, 0.96 2 , Naive_Where: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Naive_RF: N-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Tuned_RF: N-Def , 8 , 0 ( * | ), 0.08, 0.08, 0.08, 0.08, 0.08 1 , Naive_CART: N-Def , 14 , 0 ( * | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Tuned_CART: N-Def , 28 , 0 ( * | ), 0.29, 0.29, 0.29, 0.29, 0.29 1 , Tuned_Where: Y-Def , 30 , 0 ( * | ), 0.30, 0.30, 0.30, 0.30, 0.30 2 , Tuned_Where: N-Def , 53 , 0 ( |* ), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Tuned_CART: Y-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 2 , Tuned_RF: Y-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 2 , Naive_CART: Y-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Naive_RF: Y-Def , 94 , 0 ( | * ), 0.94, 0.94, 0.94, 0.94, 0.94 2 , Naive_Where: Y-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_CART: Y-Def , 34 , 0 (* | ), 0.34, 0.34, 0.34, 0.34, 0.34 1 , Naive_RF: Y-Def , 34 , 0 (* | ), 0.34, 0.34, 0.34, 0.34, 0.34 1 , Naive_Where: Y-Def , 34 , 0 (* | ), 0.34, 0.34, 0.34, 0.34, 0.34 1 , Tuned_CART: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Tuned_RF: Y-Def , 39 , 0 ( * | ), 0.39, 0.39, 0.39, 0.39, 0.39 1 , Tuned_Where: Y-Def , 43 , 0 ( * | ), 0.43, 0.43, 0.43, 0.43, 0.43 2 , Naive_CART: N-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 2 , Tuned_CART: N-Def , 70 , 0 ( | * ), 0.70, 0.70, 0.70, 0.70, 0.70 2 , Tuned_Where: N-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 2 , Naive_RF: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Naive_Where: N-Def , 75 , 0 ( | * ), 0.75, 0.75, 0.75, 0.75, 0.75 2 , Tuned_RF: N-Def , 86 , 0 ( | *), 0.86, 0.86, 0.86, 0.86, 0.86 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Naive_RF: N-Def , 9 , 0 ( * | ), 0.09, 0.09, 0.09, 0.09, 0.09 1 , Naive_CART: N-Def , 24 , 0 ( * | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Tuned_RF: N-Def , 42 , 0 ( | * ), 0.42, 0.42, 0.42, 0.42, 0.42 2 , Tuned_Where: Y-Def , 45 , 0 ( | * ), 0.45, 0.45, 0.45, 0.45, 0.45 2 , Tuned_CART: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Tuned_CART: N-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Naive_CART: Y-Def , 49 , 0 ( | * ), 0.49, 0.49, 0.49, 0.49, 0.49 2 , Naive_RF: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 2 , Naive_Where: Y-Def , 50 , 0 ( | * ), 0.50, 0.50, 0.50, 0.50, 0.50 2 , Tuned_RF: Y-Def , 55 , 0 ( | * ), 0.55, 0.55, 0.55, 0.55, 0.55 2 , Tuned_Where: N-Def , 70 , 0 ( | *), 0.70, 0.70, 0.70, 0.70, 0.70 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Naive_Where: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Naive_RF: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Naive_RF: N-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Naive_CART: Y-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 1 , Naive_CART: N-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 2 , Tuned_RF: N-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 2 , Tuned_RF: Y-Def , 43 , 0 ( | * ), 0.43, 0.43, 0.43, 0.43, 0.43 2 , Tuned_CART: Y-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Tuned_CART: N-Def , 48 , 0 ( | * ), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Tuned_Where: N-Def , 55 , 0 ( | *), 0.55, 0.55, 0.55, 0.55, 0.55 2 , Tuned_Where: Y-Def , 55 , 0 ( | *), 0.55, 0.55, 0.55, 0.55, 0.55 End time :2015-09-12 01:30:01 Tuning objective: prec Begin time: 2015-09-12 01:30:01 Dataset: xercesV0 ------------------------------ The.tree.infoPrune: 0.05 The.tree.min: 7 The.option.threshold: 0.98 The.where.wriggle: 0.6 The.where.depthMax: 8 The.where.depthMin: 1 The.option.minSize: 0.51 The.tree.prune: False The.where.prune: False evaluation: 50 ['wmc'] Tuned_Where Running Time: 124.12 ------------------------------ ['wmc', 'mfa', 'lcom3', 'cam', 'dam'] Naive_Where Running Time: 2.053 ------------------------------ The.cart.max_features: 0.47 The.cart.max_depth: 44 The.cart.min_samples_split: 15 The.cart.min_samples_leaf: 5 The.option.threshold: 0.94 evaluation: 60 Tuned_CART Running Time: 6.517 ------------------------------ Naive_CART Running Time: 0.101 ------------------------------ The.rf.min_samples_split: 4 The.rf.min_samples_leaf : 3 The.rf.max_leaf_nodes: 24 The.rf.n_estimators: 150 The.rf.max_features: 0.61 The.option.threshold: 0.98 evaluation: 70 Tuned_RF Running Time: 13.401 ------------------------------ Naive_RF Running Time: 0.262 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: Y-Def , 24 , 0 (* | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Naive_Where: N-Def , 28 , 0 ( * | ), 0.28, 0.28, 0.28, 0.28, 0.28 1 , Tuned_CART: Y-Def , 33 , 0 ( * | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Tuned_RF: Y-Def , 37 , 0 ( * | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Naive_RF: N-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Naive_CART: Y-Def , 46 , 0 ( * | ), 0.46, 0.46, 0.46, 0.46, 0.46 1 , Naive_CART: N-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Naive_Where: Y-Def , 55 , 0 ( *| ), 0.55, 0.55, 0.55, 0.55, 0.55 2 , Tuned_RF: N-Def , 59 , 0 ( |* ), 0.59, 0.59, 0.59, 0.59, 0.59 2 , Naive_RF: Y-Def , 59 , 0 ( |* ), 0.59, 0.59, 0.59, 0.59, 0.59 2 , Tuned_CART: N-Def , 63 , 0 ( | * ), 0.63, 0.63, 0.63, 0.63, 0.63 2 , Tuned_Where: N-Def , 89 , 0 ( | *), 0.89, 0.89, 0.89, 0.89, 0.89 **********pf********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_Where: Y-Def , 10 , 0 (* | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Tuned_CART: Y-Def , 36 , 0 ( * | ), 0.36, 0.36, 0.36, 0.36, 0.36 1 , Tuned_RF: Y-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Naive_RF: N-Def , 40 , 0 ( * | ), 0.40, 0.40, 0.40, 0.40, 0.40 1 , Naive_Where: N-Def , 44 , 0 ( * ), 0.44, 0.44, 0.44, 0.44, 0.44 2 , Naive_CART: Y-Def , 51 , 0 ( | * ), 0.51, 0.51, 0.51, 0.51, 0.51 2 , Naive_CART: N-Def , 53 , 0 ( | * ), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Naive_RF: Y-Def , 59 , 0 ( | * ), 0.59, 0.59, 0.59, 0.59, 0.59 2 , Tuned_RF: N-Def , 62 , 0 ( | * ), 0.62, 0.62, 0.62, 0.62, 0.62 2 , Tuned_CART: N-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 2 , Naive_Where: Y-Def , 71 , 0 ( | * ), 0.71, 0.71, 0.71, 0.71, 0.71 2 , Tuned_Where: N-Def , 75 , 0 ( | *), 0.75, 0.75, 0.75, 0.75, 0.75 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: Y-Def , 12 , 0 (* | ), 0.12, 0.12, 0.12, 0.12, 0.12 1 , Naive_CART: Y-Def , 13 , 0 (* | ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Tuned_CART: Y-Def , 13 , 0 (* | ), 0.13, 0.13, 0.13, 0.13, 0.13 1 , Tuned_RF: Y-Def , 14 , 0 (* | ), 0.14, 0.14, 0.14, 0.14, 0.14 1 , Naive_RF: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Tuned_Where: Y-Def , 30 , 0 ( * | ), 0.30, 0.30, 0.30, 0.30, 0.30 2 , Naive_Where: N-Def , 78 , 0 ( | * ), 0.78, 0.78, 0.78, 0.78, 0.78 2 , Naive_CART: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Tuned_CART: N-Def , 84 , 0 ( | *), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Tuned_RF: N-Def , 84 , 0 ( | *), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Naive_RF: N-Def , 84 , 0 ( | *), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Tuned_Where: N-Def , 86 , 0 ( | *), 0.86, 0.86, 0.86, 0.86, 0.86 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 19 , 0 (* | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Naive_Where: Y-Def , 19 , 0 (* | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Tuned_RF: Y-Def , 20 , 0 (* | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Naive_CART: Y-Def , 21 , 0 (* | ), 0.21, 0.21, 0.21, 0.21, 0.21 1 , Naive_RF: Y-Def , 24 , 0 ( * | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Tuned_Where: Y-Def , 27 , 0 ( * | ), 0.27, 0.27, 0.27, 0.27, 0.27 1 , Naive_Where: N-Def , 41 , 0 ( * | ), 0.41, 0.41, 0.41, 0.41, 0.41 2 , Naive_RF: N-Def , 54 , 0 ( * ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Naive_CART: N-Def , 61 , 0 ( | * ), 0.61, 0.61, 0.61, 0.61, 0.61 2 , Tuned_RF: N-Def , 69 , 0 ( | * ), 0.69, 0.69, 0.69, 0.69, 0.69 2 , Tuned_CART: N-Def , 72 , 0 ( | * ), 0.72, 0.72, 0.72, 0.72, 0.72 2 , Tuned_Where: N-Def , 88 , 0 ( | *), 0.88, 0.88, 0.88, 0.88, 0.88 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 37 , 0 (* | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Naive_Where: Y-Def , 37 , 0 (* | ), 0.37, 0.37, 0.37, 0.37, 0.37 1 , Tuned_Where: N-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 1 , Tuned_Where: Y-Def , 38 , 0 ( * | ), 0.38, 0.38, 0.38, 0.38, 0.38 2 , Tuned_CART: Y-Def , 43 , 0 ( |* ), 0.43, 0.43, 0.43, 0.43, 0.43 2 , Tuned_CART: N-Def , 43 , 0 ( |* ), 0.43, 0.43, 0.43, 0.43, 0.43 2 , Tuned_RF: N-Def , 46 , 0 ( | * ), 0.46, 0.46, 0.46, 0.46, 0.46 2 , Tuned_RF: Y-Def , 46 , 0 ( | * ), 0.46, 0.46, 0.46, 0.46, 0.46 2 , Naive_CART: Y-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 2 , Naive_CART: N-Def , 47 , 0 ( | * ), 0.47, 0.47, 0.47, 0.47, 0.47 2 , Naive_RF: Y-Def , 48 , 0 ( | *), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Naive_RF: N-Def , 48 , 0 ( | *), 0.48, 0.48, 0.48, 0.48, 0.48 End time :2015-09-12 01:32:27 Tuning objective: prec Begin time: 2015-09-12 01:32:27 Dataset: xercesV1 ------------------------------ The.tree.infoPrune: 1 The.tree.min: 7 The.option.threshold: 0.77 The.where.wriggle: 0.5 The.where.depthMax: 10 The.where.depthMin: 1 The.option.minSize: 0.47 The.tree.prune: False The.where.prune: False evaluation: 90 ['cam', 'wmc', 'cbo', 'avg_cc', 'dit', 'mfa', 'dam', 'cbm', 'amc', 'loc', 'rfc', 'lcom3', 'ic'] Tuned_Where Running Time: 1382.175 ------------------------------ ['cam', 'wmc', 'mfa', 'amc', 'loc', 'rfc'] Naive_Where Running Time: 13.505 ------------------------------ The.cart.max_features: 0.65 The.cart.max_depth: 2 The.cart.min_samples_split: 10 The.cart.min_samples_leaf: 8 The.option.threshold: 0.78 evaluation: 70 Tuned_CART Running Time: 11.134 ------------------------------ Naive_CART Running Time: 0.177 ------------------------------ The.rf.min_samples_split: 17 The.rf.min_samples_leaf : 2 The.rf.max_leaf_nodes: 44 The.rf.n_estimators: 81 The.rf.max_features: 0.95 The.option.threshold: 0.96 evaluation: 60 Tuned_RF Running Time: 17.448 ------------------------------ Naive_RF Running Time: 0.427 **********pd********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 1 , 0 (* | ), 0.01, 0.01, 0.01, 0.01, 0.01 1 , Tuned_RF: Y-Def , 3 , 0 (* | ), 0.03, 0.03, 0.03, 0.03, 0.03 1 , Tuned_Where: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Naive_CART: Y-Def , 10 , 0 ( * | ), 0.10, 0.10, 0.10, 0.10, 0.10 1 , Naive_RF: Y-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 1 , Naive_Where: Y-Def , 16 , 0 ( * | ), 0.16, 0.16, 0.16, 0.16, 0.16 2 , Naive_Where: N-Def , 56 , 0 ( |* ), 0.57, 0.57, 0.57, 0.57, 0.57 2 , Naive_RF: N-Def , 66 , 0 ( | * ), 0.66, 0.66, 0.66, 0.66, 0.66 2 , Naive_CART: N-Def , 67 , 0 ( | * ), 0.67, 0.67, 0.67, 0.67, 0.67 2 , Tuned_Where: N-Def , 84 , 0 ( | * ), 0.84, 0.84, 0.84, 0.84, 0.84 2 , Tuned_RF: N-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 2 , Tuned_CART: N-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********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 , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 1 , Tuned_Where: Y-Def , 15 , 0 ( * | ), 0.15, 0.15, 0.15, 0.15, 0.15 1 , Naive_CART: Y-Def , 32 , 0 ( * | ), 0.32, 0.32, 0.32, 0.32, 0.32 1 , Naive_RF: Y-Def , 33 , 0 ( * | ), 0.33, 0.33, 0.33, 0.33, 0.33 1 , Naive_Where: Y-Def , 42 , 0 ( * | ), 0.42, 0.42, 0.42, 0.42, 0.42 2 , Naive_Where: N-Def , 83 , 0 ( | * ), 0.83, 0.83, 0.83, 0.83, 0.83 2 , Naive_RF: N-Def , 88 , 0 ( | * ), 0.88, 0.88, 0.88, 0.88, 0.88 2 , Naive_CART: N-Def , 89 , 0 ( | * ), 0.89, 0.89, 0.89, 0.89, 0.89 2 , Tuned_Where: N-Def , 93 , 0 ( | * ), 0.93, 0.93, 0.93, 0.93, 0.93 2 , Tuned_RF: N-Def , 96 , 0 ( | *), 0.96, 0.96, 0.96, 0.96, 0.96 2 , Tuned_CART: N-Def , 98 , 0 ( | *), 0.98, 0.98, 0.98, 0.98, 0.98 **********prec********** rank , name , med , iqr ---------------------------------------------------- 1 , Naive_Where: N-Def , 19 , 0 (* | ), 0.19, 0.19, 0.19, 0.19, 0.19 1 , Naive_CART: N-Def , 20 , 0 (* | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Naive_RF: N-Def , 20 , 0 (* | ), 0.20, 0.20, 0.20, 0.20, 0.20 1 , Tuned_Where: N-Def , 23 , 0 ( * | ), 0.23, 0.23, 0.23, 0.23, 0.23 1 , Tuned_RF: N-Def , 24 , 0 ( * | ), 0.24, 0.24, 0.24, 0.24, 0.24 1 , Tuned_CART: N-Def , 25 , 0 ( * | ), 0.25, 0.25, 0.25, 0.25, 0.25 2 , Tuned_RF: Y-Def , 48 , 0 ( * | ), 0.48, 0.48, 0.48, 0.48, 0.48 2 , Naive_CART: Y-Def , 49 , 0 ( * | ), 0.49, 0.49, 0.49, 0.49, 0.49 2 , Naive_RF: Y-Def , 49 , 0 ( * | ), 0.49, 0.49, 0.49, 0.49, 0.49 2 , Naive_Where: Y-Def , 53 , 0 ( * | ), 0.53, 0.53, 0.53, 0.53, 0.53 2 , Tuned_Where: Y-Def , 54 , 0 ( * | ), 0.54, 0.54, 0.54, 0.54, 0.54 2 , Tuned_CART: Y-Def , 100 , 0 ( | *), 1.00, 1.00, 1.00, 1.00, 1.00 **********f********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_RF: Y-Def , 6 , 0 ( * | ), 0.06, 0.06, 0.06, 0.06, 0.06 1 , Tuned_Where: Y-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 1 , Naive_CART: Y-Def , 17 , 0 ( * | ), 0.17, 0.17, 0.17, 0.17, 0.17 1 , Naive_RF: Y-Def , 18 , 0 ( * | ), 0.18, 0.18, 0.18, 0.18, 0.18 2 , Naive_Where: Y-Def , 25 , 0 ( | * ), 0.25, 0.25, 0.25, 0.25, 0.25 2 , Naive_Where: N-Def , 28 , 0 ( | * ), 0.28, 0.28, 0.28, 0.28, 0.28 2 , Naive_CART: N-Def , 31 , 0 ( | * ), 0.31, 0.31, 0.31, 0.31, 0.31 2 , Naive_RF: N-Def , 31 , 0 ( | * ), 0.31, 0.31, 0.31, 0.31, 0.31 2 , Tuned_Where: N-Def , 37 , 0 ( | * ), 0.37, 0.37, 0.37, 0.37, 0.37 2 , Tuned_RF: N-Def , 37 , 0 ( | * ), 0.37, 0.37, 0.37, 0.37, 0.37 2 , Tuned_CART: N-Def , 41 , 0 ( | *), 0.41, 0.41, 0.41, 0.41, 0.41 **********g********** rank , name , med , iqr ---------------------------------------------------- 1 , Tuned_CART: Y-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_CART: N-Def , 2 , 0 (* | ), 0.02, 0.02, 0.02, 0.02, 0.02 1 , Tuned_RF: N-Def , 7 , 0 ( * | ), 0.07, 0.07, 0.07, 0.07, 0.07 1 , Tuned_RF: Y-Def , 7 , 0 ( * | ), 0.07, 0.07, 0.07, 0.07, 0.07 1 , Tuned_Where: N-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 1 , Tuned_Where: Y-Def , 11 , 0 ( * | ), 0.11, 0.11, 0.11, 0.11, 0.11 2 , Naive_CART: Y-Def , 18 , 0 ( | * ), 0.18, 0.18, 0.18, 0.18, 0.18 2 , Naive_CART: N-Def , 18 , 0 ( | * ), 0.18, 0.18, 0.18, 0.18, 0.18 2 , Naive_RF: Y-Def , 19 , 0 ( | * ), 0.19, 0.19, 0.19, 0.19, 0.19 2 , Naive_RF: N-Def , 19 , 0 ( | * ), 0.19, 0.19, 0.19, 0.19, 0.19 2 , Naive_Where: N-Def , 25 , 0 ( | *), 0.25, 0.25, 0.25, 0.25, 0.25 2 , Naive_Where: Y-Def , 25 , 0 ( | *), 0.25, 0.25, 0.25, 0.25, 0.25 End time :2015-09-12 01:56:13
WeiFoo
commented
9 years ago WeiFoo
commented
9 years ago