Tuning paper_learners_Tune_W！！

[WeiFoo]

use harmonic mean of pd, (1-pf), precision as the tuning goal

w = 3*pd*(1-pf)*precision/(pd+1-pf+precision)

Tuning objective: combined
Begin time: 2015-09-13 19:19:52
Dataset: antV0
------------------------------

The.tree.infoPrune: 0.71
The.tree.min: 9
The.option.threshold: 0.43
The.where.wriggle: 0.83
The.where.depthMax: 13
The.where.depthMin: 2
The.option.minSize: 0.59
The.tree.prune: False
The.where.prune: False
evaluation: 50
['rfc', 'dam', 'cam', 'ca', 'mfa', 'dit', 'cbo', 'cbm', 'loc', 'wmc']
Tuned_Where Running Time: 81.819
------------------------------

['mfa', 'loc', 'cam', 'dit', 'dam', 'lcom3']
Naive_Where Running Time: 1.454
------------------------------

The.cart.max_features: 0.07
The.cart.max_depth: 32
The.cart.min_samples_split: 7
The.cart.min_samples_leaf: 19
The.option.threshold: 0.31
evaluation: 50
Tuned_CART Running Time: 3.393
------------------------------

Naive_CART Running Time: 0.083
------------------------------

The.rf.min_samples_split: 7
The.rf.min_samples_leaf : 2
The.rf.max_leaf_nodes: 32
The.rf.n_estimators: 105
The.rf.max_features: 0.29
The.option.threshold: 0.43
evaluation: 70
Tuned_RF Running Time: 9.898
------------------------------

Naive_RF Running Time: 0.174

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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_Where: Y-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
   1 ,      Naive_RF: Y-Def ,      71  ,     0 (               |     *        ), 0.71,  0.71,  0.71,  0.71,  0.71
   1 ,    Tuned_CART: Y-Def ,      75  ,     0 (               |       *      ), 0.75,  0.75,  0.75,  0.75,  0.75
   1 ,    Tuned_CART: N-Def ,      75  ,     0 (               |       *      ), 0.75,  0.75,  0.75,  0.75,  0.75
   1 ,      Tuned_RF: N-Def ,      75  ,     0 (               |       *      ), 0.75,  0.75,  0.75,  0.75,  0.75
   1 ,      Naive_RF: N-Def ,      77  ,     0 (               |       *      ), 0.77,  0.77,  0.77,  0.77,  0.77
   1 ,   Tuned_Where: N-Def ,      85  ,     0 (               |           *  ), 0.85,  0.85,  0.85,  0.85,  0.85
   1 ,    Naive_CART: N-Def ,      87  ,     0 (               |            * ), 0.87,  0.87,  0.87,  0.87,  0.87
   1 ,   Naive_Where: N-Def ,      91  ,     0 (               |             *), 0.91,  0.91,  0.91,  0.91,  0.91

**********pf**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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
   1 ,   Tuned_Where: Y-Def ,      14  ,     0 (  *            |              ), 0.14,  0.14,  0.14,  0.14,  0.14
   1 ,      Naive_RF: Y-Def ,      22  ,     0 (     *         |              ), 0.22,  0.22,  0.22,  0.22,  0.22
   2 ,    Tuned_CART: Y-Def ,      24  ,     0 (      *        |              ), 0.24,  0.24,  0.24,  0.24,  0.24
   2 ,      Tuned_RF: Y-Def ,      24  ,     0 (      *        |              ), 0.24,  0.24,  0.24,  0.24,  0.24
   2 ,    Tuned_CART: N-Def ,      25  ,     0 (       *       |              ), 0.25,  0.25,  0.25,  0.25,  0.25
   2 ,      Naive_RF: N-Def ,      28  ,     0 (        *      |              ), 0.28,  0.28,  0.28,  0.28,  0.28
   3 ,      Tuned_RF: N-Def ,      34  ,     0 (           *   |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   3 ,   Tuned_Where: N-Def ,      37  ,     0 (            *  |              ), 0.37,  0.37,  0.37,  0.37,  0.37
   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

**********prec**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,      Tuned_RF: Y-Def ,      24  ,     0 (*              |              ), 0.24,  0.24,  0.24,  0.24,  0.24
   1 ,   Naive_Where: Y-Def ,      24  ,     0 (*              |              ), 0.24,  0.24,  0.24,  0.24,  0.24
   1 ,    Tuned_CART: Y-Def ,      26  ,     0 (*              |              ), 0.26,  0.26,  0.26,  0.26,  0.26
   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 ,      34  ,     0 (    *          |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   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
   2 ,    Tuned_CART: N-Def ,      96  ,     0 (               |             *), 0.96,  0.96,  0.96,  0.96,  0.96

**********f**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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 ,      Tuned_RF: Y-Def ,      35  ,     0 (     *         |              ), 0.35,  0.35,  0.35,  0.35,  0.35
   1 ,    Tuned_CART: Y-Def ,      39  ,     0 (       *       |              ), 0.39,  0.39,  0.39,  0.39,  0.39
   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
   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 ,      85  ,     0 (               |           *  ), 0.85,  0.85,  0.85,  0.85,  0.85
   2 ,   Tuned_Where: N-Def ,      89  ,     0 (               |             *), 0.89,  0.89,  0.89,  0.89,  0.89
   2 ,    Naive_CART: N-Def ,      89  ,     0 (               |             *), 0.89,  0.89,  0.89,  0.89,  0.89
   2 ,   Naive_Where: N-Def ,      91  ,     0 (               |             *), 0.91,  0.91,  0.91,  0.91,  0.91

**********g**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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 ,      70  ,     0 (               |          *   ), 0.70,  0.70,  0.70,  0.70,  0.70
   1 ,      Tuned_RF: Y-Def ,      70  ,     0 (               |          *   ), 0.70,  0.70,  0.70,  0.70,  0.70
   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
   1 ,    Tuned_CART: Y-Def ,      75  ,     0 (               |             *), 0.75,  0.75,  0.75,  0.75,  0.75
   1 ,    Tuned_CART: N-Def ,      75  ,     0 (               |             *), 0.75,  0.75,  0.75,  0.75,  0.75
End time :2015-09-13 19:21:29

Tuning objective: combined
Begin time: 2015-09-13 19:21:29
Dataset: antV1
------------------------------

The.tree.infoPrune: 0.39
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: 60
['mfa', 'lcom3', 'wmc', 'lcom', 'npm']
Tuned_Where Running Time: 190.757
------------------------------

['mfa', 'loc', 'dam', 'rfc', 'dit']
Naive_Where Running Time: 2.7
------------------------------

The.cart.max_features: 0.7
The.cart.max_depth: 1
The.cart.min_samples_split: 6
The.cart.min_samples_leaf: 1
The.option.threshold: 0.38
evaluation: 60
Tuned_CART Running Time: 6.214
------------------------------

Naive_CART Running Time: 0.125
------------------------------

The.rf.min_samples_split: 3
The.rf.min_samples_leaf : 19
The.rf.max_leaf_nodes: 26
The.rf.n_estimators: 83
The.rf.max_features: 0.31
The.option.threshold: 0.42
evaluation: 60
Tuned_RF Running Time: 11.619
------------------------------

Naive_RF Running Time: 0.254

**********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 ,      28  ,     0 (        *      |              ), 0.29,  0.29,  0.29,  0.29,  0.29
   1 ,      Naive_RF: Y-Def ,      33  ,     0 (         *     |              ), 0.33,  0.33,  0.33,  0.33,  0.33
   1 ,      Tuned_RF: Y-Def ,      38  ,     0 (           *   |              ), 0.38,  0.38,  0.38,  0.38,  0.38
   1 ,    Naive_CART: Y-Def ,      39  ,     0 (           *   |              ), 0.39,  0.39,  0.39,  0.39,  0.39
   1 ,    Tuned_CART: Y-Def ,      46  ,     0 (             * |              ), 0.46,  0.46,  0.46,  0.46,  0.46
   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 ,      84  ,     0 (               |         *    ), 0.84,  0.84,  0.84,  0.84,  0.84
   2 ,   Tuned_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 ,   Naive_Where: N-Def ,     100  ,     0 (               |             *), 1.00,  1.00,  1.00,  1.00,  1.00

**********pf**********
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 ,       7  ,     0 (  *            |              ), 0.07,  0.07,  0.07,  0.07,  0.07
   1 ,   Tuned_Where: Y-Def ,       8  ,     0 (  *            |              ), 0.08,  0.08,  0.08,  0.08,  0.08
   1 ,    Tuned_CART: Y-Def ,      15  ,     0 (    *          |              ), 0.15,  0.15,  0.15,  0.15,  0.15
   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 ,    Tuned_CART: N-Def ,      53  ,     0 (               *              ), 0.53,  0.53,  0.53,  0.53,  0.53
   2 ,    Naive_CART: N-Def ,      60  ,     0 (               | *            ), 0.60,  0.60,  0.60,  0.60,  0.60
   2 ,      Tuned_RF: N-Def ,      61  ,     0 (               |  *           ), 0.61,  0.61,  0.61,  0.61,  0.61
   2 ,      Naive_RF: N-Def ,      66  ,     0 (               |   *          ), 0.66,  0.66,  0.66,  0.66,  0.66
   2 ,   Tuned_Where: N-Def ,      70  ,     0 (               |    *         ), 0.70,  0.70,  0.70,  0.70,  0.70
   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_CART: Y-Def ,      51  ,     0 (               |  *           ), 0.51,  0.51,  0.51,  0.51,  0.51
   1 ,   Tuned_Where: Y-Def ,      54  ,     0 (               |   *          ), 0.54,  0.54,  0.54,  0.54,  0.54
   2 ,      Tuned_RF: Y-Def ,      64  ,     0 (               |       *      ), 0.64,  0.64,  0.64,  0.64,  0.64
   2 ,   Naive_Where: N-Def ,      73  ,     0 (               |           *  ), 0.73,  0.73,  0.73,  0.73,  0.73
   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
   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
   2 ,    Tuned_CART: N-Def ,      81  ,     0 (               |             *), 0.81,  0.81,  0.81,  0.81,  0.81

**********f**********
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 ,      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
   1 ,   Tuned_Where: Y-Def ,      38  ,     0 (             * |              ), 0.38,  0.38,  0.38,  0.38,  0.38
   1 ,      Tuned_RF: Y-Def ,      47  ,     0 (               |*             ), 0.47,  0.47,  0.47,  0.47,  0.47
   1 ,    Tuned_CART: Y-Def ,      49  ,     0 (               | *            ), 0.49,  0.49,  0.49,  0.49,  0.49
   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_CART: 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 ,      Tuned_RF: N-Def ,      86  ,     0 (               |             *), 0.86,  0.86,  0.86,  0.86,  0.86

**********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 ,      44  ,     0 (               |     *        ), 0.44,  0.44,  0.44,  0.44,  0.44
   1 ,   Tuned_Where: Y-Def ,      44  ,     0 (               |     *        ), 0.44,  0.44,  0.44,  0.44,  0.44
   1 ,      Naive_RF: Y-Def ,      47  ,     0 (               |       *      ), 0.47,  0.47,  0.47,  0.47,  0.47
   1 ,      Naive_RF: N-Def ,      47  ,     0 (               |       *      ), 0.47,  0.47,  0.47,  0.47,  0.47
   1 ,    Naive_CART: Y-Def ,      51  ,     0 (               |         *    ), 0.51,  0.51,  0.51,  0.51,  0.51
   1 ,    Naive_CART: N-Def ,      51  ,     0 (               |         *    ), 0.51,  0.51,  0.51,  0.51,  0.51
   1 ,      Tuned_RF: N-Def ,      53  ,     0 (               |          *   ), 0.53,  0.53,  0.53,  0.53,  0.53
   1 ,      Tuned_RF: Y-Def ,      53  ,     0 (               |          *   ), 0.53,  0.53,  0.53,  0.53,  0.53
   1 ,    Tuned_CART: Y-Def ,      60  ,     0 (               |             *), 0.60,  0.60,  0.60,  0.60,  0.60
   1 ,    Tuned_CART: N-Def ,      60  ,     0 (               |             *), 0.60,  0.60,  0.60,  0.60,  0.60
End time :2015-09-13 19:25:01

Tuning objective: combined
Begin time: 2015-09-13 19:25:01
Dataset: antV2
------------------------------

The.tree.infoPrune: 0.54
The.tree.min: 8
The.option.threshold: 0.24
The.where.wriggle: 0.52
The.where.depthMax: 19
The.where.depthMin: 3
The.option.minSize: 0.46
The.tree.prune: True
The.where.prune: False
evaluation: 50
['mfa', 'loc', 'lcom3', 'dam', 'cam', 'dit', 'ic']
Tuned_Where Running Time: 431.692
------------------------------

['mfa', 'loc', 'cam', 'lcom3', 'dam', 'dit']
Naive_Where Running Time: 7.33
------------------------------

The.cart.max_features: 1
The.cart.max_depth: 31
The.cart.min_samples_split: 7
The.cart.min_samples_leaf: 18
The.option.threshold: 0.17
evaluation: 60
Tuned_CART Running Time: 8.672
------------------------------

Naive_CART Running Time: 0.202
------------------------------

The.rf.min_samples_split: 13
The.rf.min_samples_leaf : 4
The.rf.max_leaf_nodes: 46
The.rf.n_estimators: 50
The.rf.max_features: 0.84
The.option.threshold: 0.29
evaluation: 60
Tuned_RF Running Time: 15.531
------------------------------

Naive_RF Running Time: 0.382

**********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 ,      36  ,     0 (          *    |              ), 0.36,  0.36,  0.36,  0.36,  0.36
   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
   1 ,      Tuned_RF: Y-Def ,      41  ,     0 (            *  |              ), 0.41,  0.41,  0.41,  0.41,  0.41
   1 ,    Tuned_CART: Y-Def ,      52  ,     0 (               *              ), 0.52,  0.52,  0.52,  0.52,  0.52
   2 ,   Tuned_Where: N-Def ,      82  ,     0 (               |        *     ), 0.82,  0.82,  0.82,  0.82,  0.82
   2 ,    Tuned_CART: N-Def ,      82  ,     0 (               |        *     ), 0.82,  0.82,  0.82,  0.82,  0.82
   2 ,    Naive_CART: N-Def ,      90  ,     0 (               |          *   ), 0.90,  0.90,  0.90,  0.90,  0.90
   2 ,      Tuned_RF: N-Def ,      93  ,     0 (               |           *  ), 0.93,  0.93,  0.93,  0.93,  0.93
   2 ,      Naive_RF: N-Def ,      94  ,     0 (               |            * ), 0.94,  0.94,  0.94,  0.94,  0.94
   2 ,   Naive_Where: N-Def ,     100  ,     0 (               |             *), 1.00,  1.00,  1.00,  1.00,  1.00

**********pf**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Naive_Where: Y-Def ,       0  ,     0 (*              |              ), 0.00,  0.00,  0.00,  0.00,  0.00
   1 ,      Naive_RF: Y-Def ,       5  ,     0 ( *             |              ), 0.05,  0.05,  0.05,  0.05,  0.05
   1 ,      Tuned_RF: Y-Def ,       6  ,     0 ( *             |              ), 0.06,  0.06,  0.06,  0.06,  0.06
   1 ,    Naive_CART: Y-Def ,       9  ,     0 (  *            |              ), 0.09,  0.09,  0.09,  0.09,  0.09
   1 ,    Tuned_CART: Y-Def ,      17  ,     0 (     *         |              ), 0.17,  0.17,  0.17,  0.17,  0.17
   1 ,   Tuned_Where: Y-Def ,      17  ,     0 (     *         |              ), 0.17,  0.17,  0.17,  0.17,  0.17
   2 ,    Tuned_CART: N-Def ,      47  ,     0 (              *|              ), 0.47,  0.47,  0.47,  0.47,  0.47
   2 ,      Tuned_RF: N-Def ,      57  ,     0 (               | *            ), 0.58,  0.58,  0.58,  0.58,  0.58
   2 ,    Naive_CART: N-Def ,      62  ,     0 (               |  *           ), 0.62,  0.62,  0.62,  0.62,  0.62
   2 ,   Tuned_Where: N-Def ,      63  ,     0 (               |  *           ), 0.63,  0.63,  0.63,  0.63,  0.63
   2 ,      Naive_RF: N-Def ,      63  ,     0 (               |  *           ), 0.63,  0.63,  0.63,  0.63,  0.63
   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 ,      36  ,     0 (            *  |              ), 0.36,  0.36,  0.36,  0.36,  0.36
   1 ,    Tuned_CART: Y-Def ,      46  ,     0 (               |*             ), 0.46,  0.46,  0.46,  0.46,  0.46
   1 ,    Naive_CART: Y-Def ,      52  ,     0 (               |  *           ), 0.52,  0.52,  0.52,  0.52,  0.52
   2 ,      Naive_RF: Y-Def ,      64  ,     0 (               |      *       ), 0.64,  0.64,  0.64,  0.64,  0.64
   2 ,      Tuned_RF: Y-Def ,      66  ,     0 (               |       *      ), 0.66,  0.66,  0.66,  0.66,  0.66
   2 ,   Naive_Where: N-Def ,      77  ,     0 (               |           *  ), 0.77,  0.77,  0.77,  0.77,  0.77
   2 ,   Tuned_Where: N-Def ,      81  ,     0 (               |            * ), 0.81,  0.81,  0.81,  0.81,  0.81
   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
   2 ,      Tuned_RF: N-Def ,      84  ,     0 (               |             *), 0.84,  0.84,  0.84,  0.84,  0.84
   2 ,    Tuned_CART: N-Def ,      85  ,     0 (               |             *), 0.85,  0.85,  0.85,  0.85,  0.85

**********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 ,      36  ,     0 (            *  |              ), 0.36,  0.36,  0.36,  0.36,  0.36
   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
   1 ,    Tuned_CART: Y-Def ,      49  ,     0 (               |*             ), 0.49,  0.49,  0.49,  0.49,  0.49
   1 ,      Tuned_RF: Y-Def ,      51  ,     0 (               | *            ), 0.51,  0.51,  0.51,  0.51,  0.51
   2 ,   Tuned_Where: N-Def ,      81  ,     0 (               |           *  ), 0.81,  0.81,  0.81,  0.81,  0.81
   2 ,    Tuned_CART: N-Def ,      84  ,     0 (               |            * ), 0.84,  0.84,  0.84,  0.84,  0.84
   2 ,    Naive_CART: N-Def ,      86  ,     0 (               |            * ), 0.86,  0.86,  0.86,  0.86,  0.86
   2 ,   Naive_Where: 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 ,      Tuned_RF: N-Def ,      89  ,     0 (               |             *), 0.89,  0.89,  0.89,  0.89,  0.89

**********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 ,      50  ,     0 (               |       *      ), 0.50,  0.50,  0.50,  0.50,  0.50
   1 ,   Tuned_Where: Y-Def ,      50  ,     0 (               |       *      ), 0.50,  0.50,  0.50,  0.50,  0.50
   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 ,      Naive_RF: Y-Def ,      52  ,     0 (               |        *     ), 0.52,  0.52,  0.52,  0.52,  0.52
   1 ,      Naive_RF: N-Def ,      52  ,     0 (               |        *     ), 0.52,  0.52,  0.52,  0.52,  0.52
   1 ,      Tuned_RF: N-Def ,      56  ,     0 (               |          *   ), 0.57,  0.57,  0.57,  0.57,  0.57
   1 ,      Tuned_RF: Y-Def ,      56  ,     0 (               |          *   ), 0.57,  0.57,  0.57,  0.57,  0.57
   1 ,    Tuned_CART: Y-Def ,      64  ,     0 (               |             *), 0.64,  0.64,  0.64,  0.64,  0.64
   1 ,    Tuned_CART: N-Def ,      64  ,     0 (               |             *), 0.64,  0.64,  0.64,  0.64,  0.64
End time :2015-09-13 19:32:45

Tuning objective: combined
Begin time: 2015-09-13 19:32:45
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: 70
['mfa', 'wmc', 'lcom3']
Tuned_Where Running Time: 735.296
------------------------------

['mfa', 'wmc', 'rfc', 'lcom3', 'loc', 'cam']
Naive_Where Running Time: 8.174
------------------------------

The.cart.max_features: 0.01
The.cart.max_depth: 32
The.cart.min_samples_split: 6
The.cart.min_samples_leaf: 12
The.option.threshold: 0.01
evaluation: 70
Tuned_CART Running Time: 11.59
------------------------------

Naive_CART Running Time: 0.164
------------------------------

The.rf.min_samples_split: 19
The.rf.min_samples_leaf : 15
The.rf.max_leaf_nodes: 22
The.rf.n_estimators: 72
The.rf.max_features: 0.71
The.option.threshold: 0.09
evaluation: 50
Tuned_RF Running Time: 12.63
------------------------------

Naive_RF Running Time: 0.324

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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
   1 ,      Tuned_RF: Y-Def ,      33  ,     0 (         *     |              ), 0.33,  0.33,  0.33,  0.33,  0.33
   2 ,    Tuned_CART: Y-Def ,      50  ,     0 (              *|              ), 0.50,  0.50,  0.50,  0.50,  0.50
   2 ,   Tuned_Where: Y-Def ,      56  ,     0 (               | *            ), 0.57,  0.57,  0.57,  0.57,  0.57
   2 ,    Tuned_CART: N-Def ,      60  ,     0 (               | *            ), 0.60,  0.60,  0.60,  0.60,  0.60
   2 ,   Tuned_Where: N-Def ,      73  ,     0 (               |     *        ), 0.73,  0.73,  0.73,  0.73,  0.73
   3 ,      Tuned_RF: N-Def ,      83  ,     0 (               |        *     ), 0.83,  0.83,  0.83,  0.83,  0.83
   3 ,    Naive_CART: N-Def ,      96  ,     0 (               |            * ), 0.96,  0.96,  0.96,  0.96,  0.96
   3 ,      Naive_RF: N-Def ,      99  ,     0 (               |             *), 0.99,  0.99,  0.99,  0.99,  0.99
   3 ,   Naive_Where: N-Def ,     100  ,     0 (               |             *), 1.00,  1.00,  1.00,  1.00,  1.00

**********pf**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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_RF: Y-Def ,      16  ,     0 (    *          |              ), 0.16,  0.16,  0.16,  0.16,  0.16
   2 ,   Tuned_Where: Y-Def ,      26  ,     0 (       *       |              ), 0.26,  0.26,  0.26,  0.26,  0.26
   2 ,    Tuned_CART: Y-Def ,      39  ,     0 (           *   |              ), 0.39,  0.39,  0.39,  0.39,  0.39
   2 ,   Tuned_Where: N-Def ,      42  ,     0 (            *  |              ), 0.42,  0.42,  0.42,  0.42,  0.42
   2 ,    Tuned_CART: N-Def ,      49  ,     0 (              *|              ), 0.49,  0.49,  0.49,  0.49,  0.49
   3 ,      Tuned_RF: N-Def ,      66  ,     0 (               |   *          ), 0.66,  0.66,  0.66,  0.66,  0.66
   3 ,    Naive_CART: N-Def ,      94  ,     0 (               |            * ), 0.94,  0.94,  0.94,  0.94,  0.94
   3 ,      Naive_RF: N-Def ,      97  ,     0 (               |             *), 0.97,  0.97,  0.97,  0.97,  0.97
   3 ,   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_CART: Y-Def ,      20  ,     0 (      *        |              ), 0.20,  0.20,  0.20,  0.20,  0.20
   1 ,    Naive_CART: Y-Def ,      25  ,     0 (        *      |              ), 0.25,  0.25,  0.25,  0.25,  0.25
   1 ,      Tuned_RF: Y-Def ,      28  ,     0 (         *     |              ), 0.28,  0.28,  0.28,  0.28,  0.28
   1 ,   Tuned_Where: Y-Def ,      28  ,     0 (         *     |              ), 0.29,  0.29,  0.29,  0.29,  0.29
   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 ,    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
   2 ,    Tuned_CART: N-Def ,      85  ,     0 (               |            * ), 0.85,  0.85,  0.85,  0.85,  0.85
   2 ,      Tuned_RF: N-Def ,      86  ,     0 (               |            * ), 0.86,  0.86,  0.86,  0.86,  0.86
   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 ,      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_CART: Y-Def ,      28  ,     0 (         *     |              ), 0.28,  0.28,  0.28,  0.28,  0.28
   1 ,      Tuned_RF: Y-Def ,      31  ,     0 (          *    |              ), 0.31,  0.31,  0.31,  0.31,  0.31
   1 ,   Tuned_Where: Y-Def ,      39  ,     0 (            *  |              ), 0.39,  0.39,  0.39,  0.39,  0.39
   2 ,    Tuned_CART: N-Def ,      71  ,     0 (               |       *      ), 0.71,  0.71,  0.71,  0.71,  0.71
   2 ,   Tuned_Where: N-Def ,      80  ,     0 (               |          *   ), 0.80,  0.80,  0.80,  0.80,  0.80
   2 ,      Tuned_RF: N-Def ,      84  ,     0 (               |           *  ), 0.84,  0.84,  0.84,  0.84,  0.84
   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 ,      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 ,      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
   2 ,      Tuned_RF: N-Def ,      48  ,     0 (               |      *       ), 0.48,  0.48,  0.48,  0.48,  0.48
   2 ,      Tuned_RF: Y-Def ,      48  ,     0 (               |      *       ), 0.48,  0.48,  0.48,  0.48,  0.48
   2 ,    Tuned_CART: Y-Def ,      54  ,     0 (               |         *    ), 0.54,  0.54,  0.54,  0.54,  0.54
   2 ,    Tuned_CART: N-Def ,      54  ,     0 (               |         *    ), 0.54,  0.54,  0.54,  0.54,  0.54
   2 ,   Tuned_Where: N-Def ,      64  ,     0 (               |             *), 0.64,  0.64,  0.64,  0.64,  0.64
   2 ,   Tuned_Where: Y-Def ,      64  ,     0 (               |             *), 0.64,  0.64,  0.64,  0.64,  0.64
End time :2015-09-13 19:45:34

Tuning objective: combined
Begin time: 2015-09-13 19:45:34
Dataset: camelV1
------------------------------

The.tree.infoPrune: 0.36
The.tree.min: 2
The.option.threshold: 0.98
The.where.wriggle: 0.6
The.where.depthMax: 8
The.where.depthMin: 3
The.option.minSize: 0.51
The.tree.prune: True
The.where.prune: False
evaluation: 60
['wmc', 'dit', 'rfc', 'lcom3', 'cam', 'loc', 'mfa']
Tuned_Where Running Time: 1701.532
------------------------------

['wmc', 'rfc', 'lcom3', 'mfa', 'cam', 'loc']
Naive_Where Running Time: 25.049
------------------------------

The.cart.max_features: 0.39
The.cart.max_depth: 5
The.cart.min_samples_split: 6
The.cart.min_samples_leaf: 11
The.option.threshold: 0.63
evaluation: 60
Tuned_CART Running Time: 16.672
------------------------------

Naive_CART Running Time: 0.273
------------------------------

The.rf.min_samples_split: 14
The.rf.min_samples_leaf : 6
The.rf.max_leaf_nodes: 35
The.rf.n_estimators: 62
The.rf.max_features: 0.93
The.option.threshold: 1
evaluation: 70
Tuned_RF Running Time: 41.342
------------------------------

Naive_RF Running Time: 0.756

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Tuned_Where: Y-Def ,      34  ,     0 (*              |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   1 ,      Tuned_RF: Y-Def ,      40  ,     0 (    *          |              ), 0.40,  0.40,  0.40,  0.40,  0.40
   1 ,    Tuned_CART: 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 ,      51  ,     0 (           *   |              ), 0.51,  0.51,  0.51,  0.51,  0.51
   2 ,    Naive_CART: N-Def ,      64  ,     0 (               |    *         ), 0.64,  0.64,  0.64,  0.64,  0.64
   2 ,   Naive_Where: N-Def ,      65  ,     0 (               |     *        ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,      Naive_RF: Y-Def ,      71  ,     0 (               |         *    ), 0.71,  0.71,  0.71,  0.71,  0.71
   2 ,    Tuned_CART: N-Def ,      73  ,     0 (               |           *  ), 0.73,  0.73,  0.73,  0.73,  0.73
   2 ,   Tuned_Where: N-Def ,      77  ,     0 (               |             *), 0.77,  0.77,  0.77,  0.77,  0.77
   2 ,      Tuned_RF: N-Def ,      77  ,     0 (               |             *), 0.77,  0.77,  0.77,  0.77,  0.77

**********pf**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Tuned_Where: Y-Def ,      22  ,     0 (*              |              ), 0.22,  0.22,  0.22,  0.22,  0.22
   1 ,      Tuned_RF: Y-Def ,      22  ,     0 (*              |              ), 0.22,  0.22,  0.22,  0.22,  0.22
   1 ,    Tuned_CART: Y-Def ,      26  ,     0 (  *            |              ), 0.26,  0.26,  0.26,  0.26,  0.26
   1 ,      Naive_RF: N-Def ,      28  ,     0 (    *          |              ), 0.28,  0.28,  0.28,  0.28,  0.28
   1 ,   Naive_Where: Y-Def ,      34  ,     0 (        *      |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   1 ,    Naive_CART: Y-Def ,      35  ,     0 (         *     |              ), 0.35,  0.35,  0.35,  0.35,  0.35
   2 ,   Naive_Where: N-Def ,      48  ,     0 (               |  *           ), 0.48,  0.48,  0.48,  0.48,  0.48
   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_CART: N-Def ,      56  ,     0 (               |        *     ), 0.57,  0.57,  0.57,  0.57,  0.57
   2 ,      Tuned_RF: N-Def ,      59  ,     0 (               |         *    ), 0.59,  0.59,  0.59,  0.59,  0.59
   2 ,   Tuned_Where: N-Def ,      65  ,     0 (               |             *), 0.65,  0.65,  0.65,  0.65,  0.65

**********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 ,   Naive_Where: Y-Def ,      26  ,     0 ( *             |              ), 0.26,  0.26,  0.26,  0.26,  0.26
   1 ,    Tuned_CART: Y-Def ,      27  ,     0 ( *             |              ), 0.27,  0.27,  0.27,  0.27,  0.27
   1 ,   Tuned_Where: Y-Def ,      27  ,     0 ( *             |              ), 0.27,  0.27,  0.27,  0.27,  0.27
   1 ,      Tuned_RF: Y-Def ,      30  ,     0 (   *           |              ), 0.30,  0.30,  0.30,  0.30,  0.30
   2 ,   Tuned_Where: N-Def ,      82  ,     0 (               |           *  ), 0.82,  0.82,  0.82,  0.82,  0.82
   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 ,   Naive_Where: 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 ,      87  ,     0 (               |             *), 0.87,  0.87,  0.87,  0.87,  0.87

**********f**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Tuned_Where: Y-Def ,      30  ,     0 (*              |              ), 0.30,  0.30,  0.30,  0.30,  0.30
   1 ,    Naive_CART: Y-Def ,      31  ,     0 (*              |              ), 0.31,  0.31,  0.31,  0.31,  0.31
   1 ,    Tuned_CART: Y-Def ,      33  ,     0 ( *             |              ), 0.33,  0.33,  0.33,  0.33,  0.33
   1 ,      Tuned_RF: Y-Def ,      34  ,     0 (  *            |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   1 ,   Naive_Where: Y-Def ,      35  ,     0 (  *            |              ), 0.35,  0.35,  0.35,  0.35,  0.35
   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 ,      74  ,     0 (               |          *   ), 0.74,  0.74,  0.74,  0.74,  0.74
   2 ,    Tuned_CART: 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 ,      Tuned_RF: N-Def ,      80  ,     0 (               |             *), 0.80,  0.80,  0.80,  0.80,  0.80

**********g**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Tuned_Where: N-Def ,      47  ,     0 (*              |              ), 0.47,  0.47,  0.47,  0.47,  0.47
   1 ,   Tuned_Where: Y-Def ,      47  ,     0 (*              |              ), 0.47,  0.47,  0.47,  0.47,  0.47
   1 ,    Naive_CART: Y-Def ,      53  ,     0 (               | *            ), 0.53,  0.53,  0.53,  0.53,  0.53
   1 ,    Tuned_CART: Y-Def ,      53  ,     0 (               | *            ), 0.53,  0.53,  0.53,  0.53,  0.53
   1 ,    Tuned_CART: N-Def ,      53  ,     0 (               | *            ), 0.53,  0.53,  0.53,  0.53,  0.53
   1 ,    Naive_CART: N-Def ,      53  ,     0 (               | *            ), 0.53,  0.53,  0.53,  0.53,  0.53
   1 ,      Tuned_RF: N-Def ,      53  ,     0 (               | *            ), 0.53,  0.53,  0.53,  0.53,  0.53
   1 ,      Tuned_RF: Y-Def ,      53  ,     0 (               | *            ), 0.53,  0.53,  0.53,  0.53,  0.53
   2 ,   Naive_Where: N-Def ,      56  ,     0 (               |             *), 0.57,  0.57,  0.57,  0.57,  0.57
   2 ,      Naive_RF: Y-Def ,      56  ,     0 (               |             *), 0.57,  0.57,  0.57,  0.57,  0.57
   2 ,   Naive_Where: Y-Def ,      56  ,     0 (               |             *), 0.57,  0.57,  0.57,  0.57,  0.57
   2 ,      Naive_RF: N-Def ,      56  ,     0 (               |             *), 0.57,  0.57,  0.57,  0.57,  0.57
End time :2015-09-13 20:15:19

Tuning objective: combined
Begin time: 2015-09-13 20:15:19
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: 70.468
------------------------------

['loc', 'cam', 'dam', 'wmc', 'lcom3']
Naive_Where Running Time: 1.066
------------------------------

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: 3.904
------------------------------

Naive_CART Running Time: 0.072
------------------------------

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: 8.4
------------------------------

Naive_RF Running Time: 0.17

**********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_Where: N-Def ,      56  ,     0 (          *    |              ), 0.56,  0.56,  0.56,  0.56,  0.56
   1 ,      Tuned_RF: N-Def ,      56  ,     0 (          *    |              ), 0.56,  0.56,  0.56,  0.56,  0.56
   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 ,      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 ,    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_Where: N-Def ,      71  ,     0 (               |        *     ), 0.71,  0.71,  0.71,  0.71,  0.71
   2 ,      Tuned_RF: N-Def ,      71  ,     0 (               |        *     ), 0.71,  0.71,  0.71,  0.71,  0.71
   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_Where: N-Def ,      68  ,     0 (               |     *        ), 0.68,  0.68,  0.68,  0.68,  0.68
   2 ,   Tuned_Where: Y-Def ,      68  ,     0 (               |     *        ), 0.68,  0.68,  0.68,  0.68,  0.68
   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_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 :2015-09-13 20:16:44

Tuning objective: combined
Begin time: 2015-09-13 20:16:44
Dataset: jeditV0
------------------------------

The.tree.infoPrune: 0.84
The.tree.min: 3
The.option.threshold: 1
The.where.wriggle: 0.59
The.where.depthMax: 19
The.where.depthMin: 5
The.option.minSize: 0.84
The.tree.prune: False
The.where.prune: True
evaluation: 80
['mfa', 'rfc', 'dam', 'cam', 'loc', 'dit', 'ce', 'ic', 'avg_cc', 'cbm', 'lcom3', 'wmc', 'moa', 'npm']
Tuned_Where Running Time: 487.11
------------------------------

['mfa', 'lcom3', 'dam', 'dit', 'ic']
Naive_Where Running Time: 5.59
------------------------------

The.cart.max_features: 0.94
The.cart.max_depth: 26
The.cart.min_samples_split: 18
The.cart.min_samples_leaf: 7
The.option.threshold: 0.98
evaluation: 50
Tuned_CART Running Time: 5.49
------------------------------

Naive_CART Running Time: 0.098
------------------------------

The.rf.min_samples_split: 9
The.rf.min_samples_leaf : 10
The.rf.max_leaf_nodes: 34
The.rf.n_estimators: 136
The.rf.max_features: 0.8
The.option.threshold: 0.98
evaluation: 50
Tuned_RF Running Time: 10.828
------------------------------

Naive_RF Running Time: 0.312

**********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 ,      54  ,     0 (      *        |              ), 0.54,  0.54,  0.54,  0.54,  0.54
   1 ,      Naive_RF: N-Def ,      63  ,     0 (            *  |              ), 0.63,  0.63,  0.63,  0.63,  0.63
   1 ,    Naive_CART: Y-Def ,      65  ,     0 (             * |              ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,    Tuned_CART: Y-Def ,      70  ,     0 (               | *            ), 0.70,  0.70,  0.70,  0.70,  0.70
   2 ,   Tuned_Where: N-Def ,      75  ,     0 (               |    *         ), 0.75,  0.75,  0.75,  0.75,  0.75
   2 ,      Tuned_RF: N-Def ,      75  ,     0 (               |    *         ), 0.75,  0.75,  0.75,  0.75,  0.75
   2 ,      Tuned_RF: Y-Def ,      75  ,     0 (               |    *         ), 0.75,  0.75,  0.75,  0.75,  0.75
   3 ,    Naive_CART: N-Def ,      76  ,     0 (               |     *        ), 0.76,  0.76,  0.76,  0.76,  0.76
   3 ,    Tuned_CART: N-Def ,      80  ,     0 (               |       *      ), 0.80,  0.80,  0.80,  0.80,  0.80
   3 ,      Naive_RF: Y-Def ,      83  ,     0 (               |         *    ), 0.83,  0.83,  0.83,  0.83,  0.83
   3 ,   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 ,      Naive_RF: N-Def ,      16  ,     0 (   *           |              ), 0.16,  0.16,  0.16,  0.16,  0.16
   1 ,    Tuned_CART: Y-Def ,      19  ,     0 (     *         |              ), 0.19,  0.19,  0.19,  0.19,  0.19
   1 ,    Naive_CART: Y-Def ,      23  ,     0 (        *      |              ), 0.23,  0.23,  0.23,  0.23,  0.23
   1 ,   Tuned_Where: Y-Def ,      24  ,     0 (         *     |              ), 0.24,  0.24,  0.24,  0.24,  0.24
   1 ,      Tuned_RF: N-Def ,      24  ,     0 (         *     |              ), 0.24,  0.24,  0.24,  0.24,  0.24
   1 ,      Tuned_RF: Y-Def ,      24  ,     0 (         *     |              ), 0.24,  0.24,  0.24,  0.24,  0.24
   1 ,    Tuned_CART: N-Def ,      28  ,     0 (            *  |              ), 0.29,  0.29,  0.29,  0.29,  0.29
   2 ,    Naive_CART: N-Def ,      34  ,     0 (               *              ), 0.34,  0.34,  0.34,  0.34,  0.34
   2 ,      Naive_RF: Y-Def ,      36  ,     0 (               | *            ), 0.36,  0.36,  0.36,  0.36,  0.36
   2 ,   Tuned_Where: N-Def ,      45  ,     0 (               |       *      ), 0.45,  0.45,  0.45,  0.45,  0.45
   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 ,   Tuned_Where: Y-Def ,      43  ,     0 (    *          |              ), 0.43,  0.43,  0.43,  0.43,  0.43
   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_RF: Y-Def ,      51  ,     0 (        *      |              ), 0.51,  0.51,  0.51,  0.51,  0.51
   1 ,    Tuned_CART: Y-Def ,      55  ,     0 (          *    |              ), 0.55,  0.55,  0.55,  0.55,  0.55
   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 ,      89  ,     0 (               |            * ), 0.89,  0.89,  0.89,  0.89,  0.89
   2 ,      Tuned_RF: N-Def ,      90  ,     0 (               |            * ), 0.90,  0.90,  0.90,  0.90,  0.90
   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 ,   Tuned_Where: Y-Def ,      48  ,     0 (*              |              ), 0.48,  0.48,  0.48,  0.48,  0.48
   1 ,   Naive_Where: Y-Def ,      50  ,     0 ( *             |              ), 0.50,  0.50,  0.50,  0.50,  0.50
   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_RF: Y-Def ,      61  ,     0 (          *    |              ), 0.61,  0.61,  0.61,  0.61,  0.61
   1 ,    Tuned_CART: Y-Def ,      62  ,     0 (           *   |              ), 0.62,  0.62,  0.62,  0.62,  0.62
   2 ,      Naive_RF: N-Def ,      75  ,     0 (               |      *       ), 0.75,  0.75,  0.75,  0.75,  0.75
   2 ,   Tuned_Where: N-Def ,      79  ,     0 (               |         *    ), 0.79,  0.79,  0.79,  0.79,  0.79
   2 ,    Naive_CART: N-Def ,      81  ,     0 (               |           *  ), 0.81,  0.81,  0.81,  0.81,  0.81
   2 ,      Tuned_RF: N-Def ,      82  ,     0 (               |            * ), 0.82,  0.82,  0.82,  0.82,  0.82
   2 ,    Tuned_CART: N-Def ,      84  ,     0 (               |             *), 0.84,  0.84,  0.84,  0.84,  0.84

**********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 ,      75  ,     0 (               |             *), 0.75,  0.75,  0.75,  0.75,  0.75
   3 ,    Tuned_CART: N-Def ,      75  ,     0 (               |             *), 0.75,  0.75,  0.75,  0.75,  0.75
   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 :2015-09-13 20:25:13

Tuning objective: combined
Begin time: 2015-09-13 20:25:13
Dataset: jeditV1
------------------------------

The.tree.infoPrune: 0.84
The.tree.min: 6
The.option.threshold: 0.65
The.where.wriggle: 0.19
The.where.depthMax: 1
The.where.depthMin: 2
The.option.minSize: 0.13
The.tree.prune: False
The.where.prune: False
evaluation: 70
['mfa', 'loc', 'cam', 'lcom3', 'npm', 'moa', 'ce', 'dam', 'cbm', 'rfc']
Tuned_Where Running Time: 532.257
------------------------------

['mfa', 'loc', 'dam', 'lcom3', 'dit', 'ic']
Naive_Where Running Time: 7.508
------------------------------

The.cart.max_features: 0.7
The.cart.max_depth: 14
The.cart.min_samples_split: 16
The.cart.min_samples_leaf: 10
The.option.threshold: 0.73
evaluation: 60
Tuned_CART Running Time: 6.854
------------------------------

Naive_CART Running Time: 0.109
------------------------------

The.rf.min_samples_split: 6
The.rf.min_samples_leaf : 3
The.rf.max_leaf_nodes: 10
The.rf.n_estimators: 137
The.rf.max_features: 0.71
The.option.threshold: 0.85
evaluation: 70
Tuned_RF Running Time: 17.372
------------------------------

Naive_RF Running Time: 0.336

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,    Naive_CART: Y-Def ,      50  ,     0 (*              |              ), 0.50,  0.50,  0.50,  0.50,  0.50
   1 ,    Tuned_CART: Y-Def ,      57  ,     0 (       *       |              ), 0.58,  0.58,  0.58,  0.58,  0.58
   1 ,   Tuned_Where: Y-Def ,      64  ,     0 (            *  |              ), 0.64,  0.64,  0.64,  0.64,  0.64
   1 ,      Tuned_RF: Y-Def ,      64  ,     0 (            *  |              ), 0.64,  0.64,  0.64,  0.64,  0.64
   1 ,   Naive_Where: Y-Def ,      64  ,     0 (            *  |              ), 0.64,  0.64,  0.64,  0.64,  0.64
   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
   2 ,      Naive_RF: Y-Def ,      79  ,     0 (               |         *    ), 0.79,  0.79,  0.79,  0.79,  0.79
   2 ,    Naive_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 ,      82  ,     0 (               |            * ), 0.82,  0.82,  0.82,  0.82,  0.82
   2 ,    Tuned_CART: N-Def ,      84  ,     0 (               |             *), 0.84,  0.84,  0.84,  0.84,  0.84

**********pf**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,    Tuned_CART: Y-Def ,      15  ,     0 (*              |              ), 0.15,  0.15,  0.15,  0.15,  0.15
   1 ,      Tuned_RF: Y-Def ,      17  ,     0 ( *             |              ), 0.17,  0.17,  0.17,  0.17,  0.17
   1 ,   Tuned_Where: Y-Def ,      18  ,     0 (  *            |              ), 0.18,  0.18,  0.18,  0.18,  0.18
   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
   2 ,      Naive_RF: Y-Def ,      28  ,     0 (           *   |              ), 0.28,  0.28,  0.28,  0.28,  0.28
   2 ,   Naive_Where: Y-Def ,      30  ,     0 (            *  |              ), 0.30,  0.30,  0.30,  0.30,  0.30
   2 ,   Tuned_Where: N-Def ,      35  ,     0 (               | *            ), 0.35,  0.35,  0.35,  0.35,  0.35
   2 ,   Naive_Where: N-Def ,      35  ,     0 (               | *            ), 0.35,  0.35,  0.35,  0.35,  0.35
   2 ,      Tuned_RF: N-Def ,      35  ,     0 (               | *            ), 0.35,  0.35,  0.35,  0.35,  0.35
   2 ,    Tuned_CART: N-Def ,      41  ,     0 (               |      *       ), 0.41,  0.41,  0.41,  0.41,  0.41
   2 ,    Naive_CART: N-Def ,      50  ,     0 (               |             *), 0.50,  0.50,  0.50,  0.50,  0.50

**********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_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 ,      36  ,     0 (     *         |              ), 0.36,  0.36,  0.36,  0.36,  0.36
   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_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 ,      Tuned_RF: N-Def ,      93  ,     0 (               |             *), 0.93,  0.93,  0.93,  0.93,  0.93
   2 ,      Naive_RF: N-Def ,      95  ,     0 (               |             *), 0.95,  0.95,  0.95,  0.95,  0.95

**********f**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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_CART: Y-Def ,      44  ,     0 (     *         |              ), 0.44,  0.44,  0.44,  0.44,  0.44
   1 ,   Tuned_Where: Y-Def ,      45  ,     0 (     *         |              ), 0.45,  0.45,  0.45,  0.45,  0.45
   1 ,      Tuned_RF: Y-Def ,      46  ,     0 (      *        |              ), 0.46,  0.46,  0.46,  0.46,  0.46
   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_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 ,      Tuned_RF: N-Def ,      88  ,     0 (               |             *), 0.88,  0.88,  0.88,  0.88,  0.88

**********g**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,    Naive_CART: Y-Def ,      61  ,     0 (*              |              ), 0.61,  0.61,  0.61,  0.61,  0.61
   1 ,    Naive_CART: N-Def ,      61  ,     0 (*              |              ), 0.61,  0.61,  0.61,  0.61,  0.61
   1 ,   Naive_Where: N-Def ,      67  ,     0 (             * |              ), 0.67,  0.67,  0.67,  0.67,  0.67
   1 ,   Naive_Where: Y-Def ,      67  ,     0 (             * |              ), 0.67,  0.67,  0.67,  0.67,  0.67
   1 ,    Tuned_CART: Y-Def ,      69  ,     0 (               |  *           ), 0.69,  0.69,  0.69,  0.69,  0.69
   1 ,    Tuned_CART: N-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 ,      Tuned_RF: N-Def ,      72  ,     0 (               |         *    ), 0.72,  0.72,  0.72,  0.72,  0.72
   1 ,      Tuned_RF: 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 :2015-09-13 20:34:38

Tuning objective: combined
Begin time: 2015-09-13 20:34:38
Dataset: jeditV2
------------------------------

The.tree.infoPrune: 0.84
The.tree.min: 6
The.option.threshold: 0.65
The.where.wriggle: 0.69
The.where.depthMax: 19
The.where.depthMin: 5
The.option.minSize: 1
The.tree.prune: True
The.where.prune: True
evaluation: 80
['mfa', 'loc', 'dit', 'dam', 'cam', 'ca', 'wmc']
Tuned_Where Running Time: 580.008
------------------------------

['mfa', 'dam', 'lcom3', 'dit', 'cbm', 'ic']
Naive_Where Running Time: 7.228
------------------------------

The.cart.max_features: 0.1
The.cart.max_depth: 47
The.cart.min_samples_split: 7
The.cart.min_samples_leaf: 7
The.option.threshold: 0.97
evaluation: 60
Tuned_CART Running Time: 7.808
------------------------------

Naive_CART Running Time: 0.134
------------------------------

The.rf.min_samples_split: 16
The.rf.min_samples_leaf : 8
The.rf.max_leaf_nodes: 22
The.rf.n_estimators: 50
The.rf.max_features: 0.46
The.option.threshold: 0.93
evaluation: 60
Tuned_RF Running Time: 12.742
------------------------------

Naive_RF Running Time: 0.382

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,    Naive_CART: Y-Def ,      36  ,     0 (*              |              ), 0.36,  0.36,  0.36,  0.36,  0.36
   1 ,    Tuned_CART: Y-Def ,      45  ,     0 (    *          |              ), 0.45,  0.45,  0.45,  0.45,  0.45
   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 ,      79  ,     0 (               |       *      ), 0.79,  0.79,  0.79,  0.79,  0.79
   2 ,    Tuned_CART: 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_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 ,   Tuned_Where: Y-Def ,      15  ,     0 (   *           |              ), 0.15,  0.15,  0.15,  0.15,  0.15
   1 ,    Tuned_CART: Y-Def ,      16  ,     0 (   *           |              ), 0.16,  0.16,  0.16,  0.16,  0.16
   1 ,      Tuned_RF: Y-Def ,      20  ,     0 (      *        |              ), 0.20,  0.20,  0.20,  0.20,  0.20
   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_CART: 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

**********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_CART: Y-Def ,       5  ,     0 ( *             |              ), 0.05,  0.05,  0.05,  0.05,  0.05
   1 ,   Tuned_Where: Y-Def ,       6  ,     0 ( *             |              ), 0.06,  0.06,  0.06,  0.06,  0.06
   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_CART: Y-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
   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 ,      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

**********g**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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_CART: Y-Def ,      57  ,     0 (             * |              ), 0.58,  0.58,  0.58,  0.58,  0.58
   2 ,    Tuned_CART: N-Def ,      57  ,     0 (             * |              ), 0.58,  0.58,  0.58,  0.58,  0.58
   2 ,   Tuned_Where: N-Def ,      59  ,     0 (              *|              ), 0.59,  0.59,  0.59,  0.59,  0.59
   2 ,   Tuned_Where: Y-Def ,      59  ,     0 (              *|              ), 0.59,  0.59,  0.59,  0.59,  0.59
   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 :2015-09-13 20:44:47

Tuning objective: combined
Begin time: 2015-09-13 20:44:47
Dataset: log4jV0
------------------------------

The.tree.infoPrune: 0.23
The.tree.min: 1
The.option.threshold: 0.5
The.where.wriggle: 0.24
The.where.depthMax: 1
The.where.depthMin: 2
The.option.minSize: 0.47
The.tree.prune: False
The.where.prune: False
evaluation: 80
['mfa', 'wmc', 'rfc', 'dit']
Tuned_Where Running Time: 120.243
------------------------------

['mfa', 'lcom3', 'loc', 'cbm']
Naive_Where Running Time: 1.403
------------------------------

The.cart.max_features: 0.7
The.cart.max_depth: 34
The.cart.min_samples_split: 11
The.cart.min_samples_leaf: 10
The.option.threshold: 0.83
evaluation: 60
Tuned_CART Running Time: 2.683
------------------------------

Naive_CART Running Time: 0.046
------------------------------

The.rf.min_samples_split: 2
The.rf.min_samples_leaf : 13
The.rf.max_leaf_nodes: 19
The.rf.n_estimators: 114
The.rf.max_features: 0.18
The.option.threshold: 0.86
evaluation: 50
Tuned_RF Running Time: 6.341
------------------------------

Naive_RF Running Time: 0.165

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,      Tuned_RF: Y-Def ,      26  ,     0 (*              |              ), 0.26,  0.26,  0.26,  0.26,  0.26
   1 ,   Tuned_Where: Y-Def ,      27  ,     0 (*              |              ), 0.27,  0.27,  0.27,  0.27,  0.27
   1 ,    Tuned_CART: Y-Def ,      30  ,     0 ( *             |              ), 0.30,  0.30,  0.30,  0.30,  0.30
   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 ,      69  ,     0 (               |            * ), 0.69,  0.69,  0.69,  0.69,  0.69
   2 ,   Tuned_Where: N-Def ,      72  ,     0 (               |             *), 0.72,  0.72,  0.72,  0.72,  0.72
   2 ,      Tuned_RF: N-Def ,      73  ,     0 (               |             *), 0.73,  0.73,  0.73,  0.73,  0.73

**********prec**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Naive_Where: N-Def ,       8  ,     0 (*              |              ), 0.08,  0.08,  0.08,  0.08,  0.08
   1 ,   Tuned_Where: 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_CART: N-Def ,      10  ,     0 (*              |              ), 0.10,  0.10,  0.10,  0.10,  0.10
   1 ,      Tuned_RF: N-Def ,      10  ,     0 (*              |              ), 0.10,  0.10,  0.10,  0.10,  0.10
   1 ,      Naive_RF: N-Def ,      11  ,     0 (*              |              ), 0.11,  0.11,  0.11,  0.11,  0.11
   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 ,      98  ,     0 (               |             *), 0.98,  0.98,  0.98,  0.98,  0.98
   2 ,   Tuned_Where: Y-Def ,      98  ,     0 (               |             *), 0.98,  0.98,  0.98,  0.98,  0.98
   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 ,   Naive_Where: N-Def ,      15  ,     0 (*              |              ), 0.15,  0.15,  0.15,  0.15,  0.15
   1 ,   Tuned_Where: N-Def ,      17  ,     0 ( *             |              ), 0.17,  0.17,  0.17,  0.17,  0.17
   1 ,    Naive_CART: N-Def ,      17  ,     0 ( *             |              ), 0.17,  0.17,  0.17,  0.17,  0.17
   1 ,    Tuned_CART: N-Def ,      18  ,     0 (  *            |              ), 0.18,  0.18,  0.18,  0.18,  0.18
   1 ,      Tuned_RF: N-Def ,      18  ,     0 (  *            |              ), 0.18,  0.18,  0.18,  0.18,  0.18
   1 ,      Naive_RF: N-Def ,      20  ,     0 (   *           |              ), 0.20,  0.20,  0.20,  0.20,  0.20
   2 ,   Tuned_Where: Y-Def ,      42  ,     0 (               |   *          ), 0.42,  0.42,  0.42,  0.42,  0.42
   2 ,      Tuned_RF: Y-Def ,      42  ,     0 (               |   *          ), 0.42,  0.42,  0.42,  0.42,  0.42
   2 ,    Tuned_CART: 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_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 ,      42  ,     0 (*              |              ), 0.42,  0.42,  0.42,  0.42,  0.42
   1 ,   Tuned_Where: Y-Def ,      42  ,     0 (*              |              ), 0.42,  0.42,  0.42,  0.42,  0.42
   1 ,      Tuned_RF: N-Def ,      42  ,     0 (*              |              ), 0.42,  0.42,  0.42,  0.42,  0.42
   1 ,      Tuned_RF: Y-Def ,      42  ,     0 (*              |              ), 0.42,  0.42,  0.42,  0.42,  0.42
   1 ,    Naive_CART: Y-Def ,      46  ,     0 (        *      |              ), 0.46,  0.46,  0.46,  0.46,  0.46
   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 ,    Naive_CART: N-Def ,      46  ,     0 (        *      |              ), 0.46,  0.46,  0.46,  0.46,  0.46
   1 ,   Naive_Where: N-Def ,      49  ,     0 (              *|              ), 0.49,  0.49,  0.49,  0.49,  0.49
   1 ,   Naive_Where: Y-Def ,      49  ,     0 (              *|              ), 0.49,  0.49,  0.49,  0.49,  0.49
   1 ,      Naive_RF: Y-Def ,      56  ,     0 (               |             *), 0.56,  0.56,  0.56,  0.56,  0.56
   1 ,      Naive_RF: N-Def ,      56  ,     0 (               |             *), 0.56,  0.56,  0.56,  0.56,  0.56
End time :2015-09-13 20:46:58

Tuning objective: combined
Begin time: 2015-09-13 20:46:58
Dataset: luceneV0
------------------------------

The.tree.infoPrune: 0.68
The.tree.min: 4
The.option.threshold: 0.91
The.where.wriggle: 0.07
The.where.depthMax: 1
The.where.depthMin: 4
The.option.minSize: 0.4
The.tree.prune: False
The.where.prune: False
evaluation: 70
['rfc', 'mfa', 'dam', 'cam', 'ic', 'lcom3', 'npm', 'cbo', 'max_cc', 'wmc']
Tuned_Where Running Time: 220.246
------------------------------

['dit', 'cam', 'dam', 'cbm', 'ic']
Naive_Where Running Time: 2.874
------------------------------

The.cart.max_features: 0.1
The.cart.max_depth: 24
The.cart.min_samples_split: 5
The.cart.min_samples_leaf: 10
The.option.threshold: 0.79
evaluation: 60
Tuned_CART Running Time: 4.924
------------------------------

Naive_CART Running Time: 0.084
------------------------------

The.rf.min_samples_split: 16
The.rf.min_samples_leaf : 9
The.rf.max_leaf_nodes: 28
The.rf.n_estimators: 101
The.rf.max_features: 0.81
The.option.threshold: 0.8
evaluation: 50
Tuned_RF Running Time: 9.35
------------------------------

Naive_RF Running Time: 0.283

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Naive_Where: N-Def ,      10  ,     0 (*              |              ), 0.10,  0.10,  0.10,  0.10,  0.10
   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_Where: Y-Def ,      53  ,     0 (               |*             ), 0.53,  0.53,  0.53,  0.53,  0.53
   2 ,      Tuned_RF: Y-Def ,      57  ,     0 (               | *            ), 0.58,  0.58,  0.58,  0.58,  0.58
   2 ,    Naive_CART: N-Def ,      64  ,     0 (               |    *         ), 0.64,  0.64,  0.64,  0.64,  0.64
   2 ,    Tuned_CART: Y-Def ,      65  ,     0 (               |    *         ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,    Tuned_CART: N-Def ,      65  ,     0 (               |    *         ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,      Tuned_RF: N-Def ,      65  ,     0 (               |    *         ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,      Naive_RF: Y-Def ,      72  ,     0 (               |       *      ), 0.72,  0.72,  0.72,  0.72,  0.72
   2 ,   Tuned_Where: N-Def ,      73  ,     0 (               |       *      ), 0.73,  0.73,  0.73,  0.73,  0.73
   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 ,      26  ,     0 (      *        |              ), 0.26,  0.26,  0.26,  0.26,  0.26
   1 ,      Naive_RF: N-Def ,      27  ,     0 (      *        |              ), 0.27,  0.27,  0.27,  0.27,  0.27
   1 ,    Tuned_CART: Y-Def ,      34  ,     0 (         *     |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   1 ,    Tuned_CART: N-Def ,      34  ,     0 (         *     |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   1 ,      Tuned_RF: Y-Def ,      34  ,     0 (         *     |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   1 ,    Naive_CART: Y-Def ,      35  ,     0 (         *     |              ), 0.35,  0.35,  0.35,  0.35,  0.35
   1 ,      Tuned_RF: N-Def ,      41  ,     0 (           *   |              ), 0.41,  0.41,  0.41,  0.41,  0.41
   2 ,   Tuned_Where: N-Def ,      46  ,     0 (             * |              ), 0.46,  0.46,  0.46,  0.46,  0.46
   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 ,   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 ,      51  ,     0 (      *        |              ), 0.51,  0.51,  0.51,  0.51,  0.51
   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
   1 ,    Tuned_CART: N-Def ,      56  ,     0 (           *   |              ), 0.56,  0.56,  0.56,  0.56,  0.56
   1 ,   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_RF: Y-Def ,      71  ,     0 (               |          *   ), 0.71,  0.71,  0.71,  0.71,  0.71
   2 ,    Tuned_CART: Y-Def ,      73  ,     0 (               |            * ), 0.73,  0.73,  0.73,  0.73,  0.73
   2 ,   Tuned_Where: Y-Def ,      75  ,     0 (               |             *), 0.75,  0.75,  0.75,  0.75,  0.75

**********f**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Naive_Where: N-Def ,      17  ,     0 (*              |              ), 0.17,  0.17,  0.17,  0.17,  0.17
   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
   1 ,    Naive_CART: Y-Def ,      56  ,     0 (               |     *        ), 0.56,  0.56,  0.56,  0.56,  0.56
   1 ,      Tuned_RF: N-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_CART: N-Def ,      60  ,     0 (               |       *      ), 0.60,  0.60,  0.60,  0.60,  0.60
   2 ,   Tuned_Where: Y-Def ,      62  ,     0 (               |        *     ), 0.62,  0.62,  0.62,  0.62,  0.62
   2 ,      Tuned_RF: Y-Def ,      64  ,     0 (               |         *    ), 0.64,  0.64,  0.64,  0.64,  0.64
   2 ,    Tuned_CART: Y-Def ,      69  ,     0 (               |            * ), 0.69,  0.69,  0.69,  0.69,  0.69
   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 ,    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_Where: N-Def ,      61  ,     0 (               |           *  ), 0.61,  0.61,  0.61,  0.61,  0.61
   1 ,   Tuned_Where: Y-Def ,      61  ,     0 (               |           *  ), 0.61,  0.61,  0.61,  0.61,  0.61
   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
   1 ,    Tuned_CART: Y-Def ,      65  ,     0 (               |             *), 0.65,  0.65,  0.65,  0.65,  0.65
   1 ,    Tuned_CART: N-Def ,      65  ,     0 (               |             *), 0.65,  0.65,  0.65,  0.65,  0.65
End time :2015-09-13 20:50:56

Tuning objective: combined
Begin time: 2015-09-13 20:50:56
Dataset: poiV0
------------------------------

The.tree.infoPrune: 0.54
The.tree.min: 6
The.option.threshold: 0.82
The.where.wriggle: 0.06
The.where.depthMax: 19
The.where.depthMin: 3
The.option.minSize: 0.71
The.tree.prune: True
The.where.prune: True
evaluation: 70
['mfa', 'rfc', 'dam', 'cbm', 'loc']
Tuned_Where Running Time: 323.07
------------------------------

['mfa', 'loc', 'amc', 'dam', 'wmc', 'lcom']
Naive_Where Running Time: 4.076
------------------------------

The.cart.max_features: 0.62
The.cart.max_depth: 30
The.cart.min_samples_split: 3
The.cart.min_samples_leaf: 5
The.option.threshold: 0.92
evaluation: 50
Tuned_CART Running Time: 5.208
------------------------------

Naive_CART Running Time: 0.088
------------------------------

The.rf.min_samples_split: 9
The.rf.min_samples_leaf : 7
The.rf.max_leaf_nodes: 26
The.rf.n_estimators: 97
The.rf.max_features: 0.99
The.option.threshold: 1.0
evaluation: 70
Tuned_RF Running Time: 14.442
------------------------------

Naive_RF Running Time: 0.291

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Naive_Where: N-Def ,      39  ,     0 (*              |              ), 0.39,  0.39,  0.39,  0.39,  0.39
   1 ,   Tuned_Where: N-Def ,      41  ,     0 ( *             |              ), 0.41,  0.41,  0.41,  0.41,  0.41
   1 ,      Naive_RF: N-Def ,      51  ,     0 (       *       |              ), 0.51,  0.51,  0.51,  0.51,  0.51
   1 ,    Tuned_CART: Y-Def ,      57  ,     0 (           *   |              ), 0.58,  0.58,  0.58,  0.58,  0.58
   1 ,      Tuned_RF: N-Def ,      61  ,     0 (            *  |              ), 0.61,  0.61,  0.61,  0.61,  0.61
   1 ,    Naive_CART: N-Def ,      62  ,     0 (             * |              ), 0.62,  0.62,  0.62,  0.62,  0.62
   1 ,      Tuned_RF: Y-Def ,      66  ,     0 (               *              ), 0.66,  0.66,  0.66,  0.66,  0.66
   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 ,      86  ,     0 (               |           *  ), 0.86,  0.86,  0.86,  0.86,  0.86
   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 ,   Tuned_Where: N-Def ,      13  ,     0 (  *            |              ), 0.13,  0.13,  0.13,  0.13,  0.13
   1 ,   Naive_Where: N-Def ,      13  ,     0 (  *            |              ), 0.13,  0.13,  0.13,  0.13,  0.13
   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 ,      33  ,     0 (              *|              ), 0.33,  0.33,  0.33,  0.33,  0.33
   2 ,    Naive_CART: Y-Def ,      37  ,     0 (               |*             ), 0.37,  0.37,  0.37,  0.37,  0.37
   2 ,      Tuned_RF: Y-Def ,      38  ,     0 (               | *            ), 0.38,  0.38,  0.38,  0.38,  0.38
   2 ,    Tuned_CART: N-Def ,      41  ,     0 (               |  *           ), 0.41,  0.41,  0.41,  0.41,  0.41
   2 ,      Naive_RF: Y-Def ,      48  ,     0 (               |      *       ), 0.48,  0.48,  0.48,  0.48,  0.48
   2 ,   Tuned_Where: Y-Def ,      57  ,     0 (               |            * ), 0.58,  0.58,  0.58,  0.58,  0.58
   2 ,   Naive_Where: Y-Def ,      60  ,     0 (               |             *), 0.60,  0.60,  0.60,  0.60,  0.60

**********prec**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,    Tuned_CART: N-Def ,      49  ,     0 (*              |              ), 0.49,  0.49,  0.49,  0.49,  0.49
   1 ,      Tuned_RF: N-Def ,      50  ,     0 (*              |              ), 0.50,  0.50,  0.50,  0.50,  0.50
   1 ,    Naive_CART: N-Def ,      61  ,     0 (           *   |              ), 0.61,  0.61,  0.61,  0.61,  0.61
   1 ,   Tuned_Where: N-Def ,      62  ,     0 (            *  |              ), 0.62,  0.62,  0.62,  0.62,  0.62
   1 ,   Naive_Where: N-Def ,      62  ,     0 (            *  |              ), 0.62,  0.62,  0.62,  0.62,  0.62
   2 ,   Tuned_Where: Y-Def ,      72  ,     0 (               |      *       ), 0.72,  0.72,  0.72,  0.72,  0.72
   2 ,   Naive_Where: Y-Def ,      72  ,     0 (               |      *       ), 0.72,  0.72,  0.72,  0.72,  0.72
   2 ,      Naive_RF: N-Def ,      74  ,     0 (               |        *     ), 0.74,  0.74,  0.74,  0.74,  0.74
   2 ,      Tuned_RF: Y-Def ,      75  ,     0 (               |         *    ), 0.75,  0.75,  0.75,  0.75,  0.75
   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 ,      79  ,     0 (               |             *), 0.79,  0.79,  0.79,  0.79,  0.79

**********f**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Naive_Where: N-Def ,      48  ,     0 (*              |              ), 0.48,  0.48,  0.48,  0.48,  0.48
   1 ,   Tuned_Where: N-Def ,      50  ,     0 ( *             |              ), 0.50,  0.50,  0.50,  0.50,  0.50
   1 ,      Tuned_RF: N-Def ,      55  ,     0 (     *         |              ), 0.55,  0.55,  0.55,  0.55,  0.55
   1 ,    Tuned_CART: N-Def ,      57  ,     0 (        *      |              ), 0.58,  0.58,  0.58,  0.58,  0.58
   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
   2 ,    Tuned_CART: Y-Def ,      67  ,     0 (               |*             ), 0.67,  0.67,  0.67,  0.67,  0.67
   2 ,      Tuned_RF: Y-Def ,      71  ,     0 (               |   *          ), 0.71,  0.71,  0.71,  0.71,  0.71
   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 ,      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 ,   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
   1 ,   Tuned_Where: N-Def ,      56  ,     0 (   *           |              ), 0.56,  0.56,  0.56,  0.56,  0.56
   1 ,   Tuned_Where: Y-Def ,      56  ,     0 (   *           |              ), 0.56,  0.56,  0.56,  0.56,  0.56
   2 ,      Tuned_RF: N-Def ,      64  ,     0 (               |   *          ), 0.64,  0.64,  0.64,  0.64,  0.64
   2 ,      Tuned_RF: Y-Def ,      64  ,     0 (               |   *          ), 0.64,  0.64,  0.64,  0.64,  0.64
   2 ,    Tuned_CART: Y-Def ,      65  ,     0 (               |     *        ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,    Tuned_CART: N-Def ,      65  ,     0 (               |     *        ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,      Naive_RF: Y-Def ,      65  ,     0 (               |     *        ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,      Naive_RF: N-Def ,      65  ,     0 (               |     *        ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,    Naive_CART: Y-Def ,      69  ,     0 (               |             *), 0.69,  0.69,  0.69,  0.69,  0.69
   2 ,    Naive_CART: N-Def ,      69  ,     0 (               |             *), 0.69,  0.69,  0.69,  0.69,  0.69
End time :2015-09-13 20:56:43

Tuning objective: combined
Begin time: 2015-09-13 20:56:43
Dataset: poiV1
------------------------------

The.tree.infoPrune: 0.64
The.tree.min: 1
The.option.threshold: 0.04
The.where.wriggle: 0.33
The.where.depthMax: 18
The.where.depthMin: 2
The.option.minSize: 0.77
The.tree.prune: False
The.where.prune: True
evaluation: 80
['dam', 'dit', 'lcom3', 'npm', 'amc', 'avg_cc', 'lcom', 'loc', 'rfc', 'mfa', 'cbm']
Tuned_Where Running Time: 618.6
------------------------------

['mfa', 'rfc', 'lcom3', 'dam', 'wmc', 'cbm']
Naive_Where Running Time: 7.498
------------------------------

The.cart.max_features: 0.62
The.cart.max_depth: 45
The.cart.min_samples_split: 5
The.cart.min_samples_leaf: 15
The.option.threshold: 0.26
evaluation: 80
Tuned_CART Running Time: 9.957
------------------------------

Naive_CART Running Time: 0.137
------------------------------

The.rf.min_samples_split: 10
The.rf.min_samples_leaf : 12
The.rf.max_leaf_nodes: 40
The.rf.n_estimators: 113
The.rf.max_features: 0.73
The.option.threshold: 0.06
evaluation: 50
Tuned_RF Running Time: 13.685
------------------------------

Naive_RF Running Time: 0.335

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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
   1 ,   Tuned_Where: N-Def ,      40  ,     0 (           *   |              ), 0.40,  0.40,  0.40,  0.40,  0.40
   1 ,    Tuned_CART: Y-Def ,      41  ,     0 (           *   |              ), 0.41,  0.41,  0.41,  0.41,  0.41
   2 ,      Tuned_RF: N-Def ,      54  ,     0 (               *              ), 0.54,  0.54,  0.54,  0.54,  0.54
   2 ,      Tuned_RF: Y-Def ,      64  ,     0 (               |  *           ), 0.64,  0.64,  0.64,  0.64,  0.64
   2 ,   Tuned_Where: Y-Def ,      66  ,     0 (               |   *          ), 0.66,  0.66,  0.66,  0.66,  0.66
   2 ,    Tuned_CART: N-Def ,      81  ,     0 (               |        *     ), 0.81,  0.81,  0.81,  0.81,  0.81
   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 ,   Naive_Where: N-Def ,      98  ,     0 (               |             *), 0.98,  0.98,  0.98,  0.98,  0.98

**********pf**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Naive_Where: 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_CART: Y-Def ,       8  ,     0 (  *            |              ), 0.08,  0.08,  0.08,  0.08,  0.08
   1 ,    Tuned_CART: Y-Def ,      18  ,     0 (     *         |              ), 0.18,  0.18,  0.18,  0.18,  0.18
   1 ,   Tuned_Where: N-Def ,      33  ,     0 (          *    |              ), 0.33,  0.33,  0.33,  0.33,  0.33
   1 ,      Tuned_RF: N-Def ,      35  ,     0 (           *   |              ), 0.35,  0.35,  0.35,  0.35,  0.35
   1 ,      Tuned_RF: Y-Def ,      45  ,     0 (              *|              ), 0.45,  0.45,  0.45,  0.45,  0.45
   2 ,    Tuned_CART: N-Def ,      57  ,     0 (               |  *           ), 0.58,  0.58,  0.58,  0.58,  0.58
   2 ,   Tuned_Where: Y-Def ,      59  ,     0 (               |  *           ), 0.59,  0.59,  0.59,  0.59,  0.59
   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

**********prec**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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
   1 ,   Tuned_Where: N-Def ,      40  ,     0 ( *             |              ), 0.40,  0.40,  0.40,  0.40,  0.40
   1 ,    Tuned_CART: N-Def ,      44  ,     0 (   *           |              ), 0.44,  0.44,  0.44,  0.44,  0.44
   1 ,      Tuned_RF: N-Def ,      46  ,     0 (     *         |              ), 0.46,  0.46,  0.46,  0.46,  0.46
   2 ,   Tuned_Where: Y-Def ,      65  ,     0 (               *              ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,      Tuned_RF: Y-Def ,      70  ,     0 (               |  *           ), 0.70,  0.70,  0.70,  0.70,  0.70
   2 ,    Naive_CART: Y-Def ,      72  ,     0 (               |   *          ), 0.72,  0.72,  0.72,  0.72,  0.72
   2 ,    Tuned_CART: Y-Def ,      80  ,     0 (               |        *     ), 0.80,  0.80,  0.80,  0.80,  0.80
   2 ,      Naive_RF: Y-Def ,      81  ,     0 (               |        *     ), 0.81,  0.81,  0.81,  0.81,  0.81
   2 ,   Naive_Where: Y-Def ,      90  ,     0 (               |             *), 0.90,  0.90,  0.90,  0.90,  0.90

**********f**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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
   1 ,   Tuned_Where: N-Def ,      40  ,     0 (               *              ), 0.40,  0.40,  0.40,  0.40,  0.40
   2 ,      Tuned_RF: N-Def ,      49  ,     0 (               |    *         ), 0.49,  0.49,  0.49,  0.49,  0.49
   2 ,    Naive_CART: N-Def ,      53  ,     0 (               |      *       ), 0.53,  0.53,  0.53,  0.53,  0.53
   2 ,    Tuned_CART: Y-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 ,      Naive_RF: N-Def ,      54  ,     0 (               |       *      ), 0.54,  0.54,  0.54,  0.54,  0.54
   2 ,    Tuned_CART: N-Def ,      56  ,     0 (               |        *     ), 0.57,  0.57,  0.57,  0.57,  0.57
   2 ,   Tuned_Where: Y-Def ,      66  ,     0 (               |             *), 0.66,  0.66,  0.66,  0.66,  0.66
   2 ,      Tuned_RF: Y-Def ,      67  ,     0 (               |             *), 0.67,  0.67,  0.67,  0.67,  0.67

**********g**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Naive_Where: N-Def ,      12  ,     0 (*              |              ), 0.12,  0.12,  0.12,  0.12,  0.12
   1 ,   Naive_Where: Y-Def ,      12  ,     0 (*              |              ), 0.12,  0.12,  0.12,  0.12,  0.12
   1 ,      Naive_RF: Y-Def ,      19  ,     0 (    *          |              ), 0.19,  0.19,  0.19,  0.19,  0.19
   1 ,      Naive_RF: N-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
   1 ,    Naive_CART: N-Def ,      21  ,     0 (     *         |              ), 0.21,  0.21,  0.21,  0.21,  0.21
   2 ,   Tuned_Where: N-Def ,      50  ,     0 (               |        *     ), 0.50,  0.50,  0.50,  0.50,  0.50
   2 ,   Tuned_Where: Y-Def ,      50  ,     0 (               |        *     ), 0.50,  0.50,  0.50,  0.50,  0.50
   2 ,    Tuned_CART: Y-Def ,      54  ,     0 (               |           *  ), 0.54,  0.54,  0.54,  0.54,  0.54
   2 ,    Tuned_CART: N-Def ,      54  ,     0 (               |           *  ), 0.54,  0.54,  0.54,  0.54,  0.54
   2 ,      Tuned_RF: N-Def ,      57  ,     0 (               |             *), 0.58,  0.58,  0.58,  0.58,  0.58
   2 ,      Tuned_RF: Y-Def ,      57  ,     0 (               |             *), 0.58,  0.58,  0.58,  0.58,  0.58
End time :2015-09-13 21:07:33

Tuning objective: combined
Begin time: 2015-09-13 21:07:33
Dataset: synapseV0
------------------------------

The.tree.infoPrune: 1
The.tree.min: 6
The.option.threshold: 0.08
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: 60
['lcom3', 'loc', 'dit', 'cam', 'npm', 'dam', 'rfc', 'lcom', 'wmc', 'mfa']
Tuned_Where Running Time: 130.871
------------------------------

['lcom3', 'loc', 'mfa', 'cam', 'lcom', 'dam']
Naive_Where Running Time: 1.879
------------------------------

The.cart.max_features: 0.46
The.cart.max_depth: 6
The.cart.min_samples_split: 2
The.cart.min_samples_leaf: 7
The.option.threshold: 0.41
evaluation: 70
Tuned_CART Running Time: 4.779
------------------------------

Naive_CART Running Time: 0.072
------------------------------

The.rf.min_samples_split: 13
The.rf.min_samples_leaf : 8
The.rf.max_leaf_nodes: 29
The.rf.n_estimators: 50
The.rf.max_features: 0.32
The.option.threshold: 0.22
evaluation: 60
Tuned_RF Running Time: 8.883
------------------------------

Naive_RF Running Time: 0.252

**********pd**********
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 ,      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
   1 ,    Tuned_CART: Y-Def ,      43  ,     0 (            *  |              ), 0.43,  0.43,  0.43,  0.43,  0.43
   1 ,      Tuned_RF: Y-Def ,      46  ,     0 (             * |              ), 0.46,  0.46,  0.46,  0.46,  0.46
   1 ,   Tuned_Where: Y-Def ,      47  ,     0 (              *|              ), 0.47,  0.47,  0.47,  0.47,  0.47
   2 ,   Tuned_Where: N-Def ,      78  ,     0 (               |       *      ), 0.78,  0.78,  0.78,  0.78,  0.78
   2 ,      Tuned_RF: N-Def ,      86  ,     0 (               |         *    ), 0.86,  0.86,  0.86,  0.86,  0.86
   2 ,    Tuned_CART: N-Def ,      88  ,     0 (               |          *   ), 0.88,  0.88,  0.88,  0.88,  0.88
   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 ,   Naive_Where: N-Def ,     100  ,     0 (               |             *), 1.00,  1.00,  1.00,  1.00,  1.00

**********pf**********
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 ,       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
   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 ,      21  ,     0 (      *        |              ), 0.21,  0.21,  0.21,  0.21,  0.21
   2 ,   Tuned_Where: N-Def ,      52  ,     0 (               *              ), 0.52,  0.52,  0.52,  0.52,  0.52
   2 ,      Tuned_RF: N-Def ,      53  ,     0 (               *              ), 0.53,  0.53,  0.53,  0.53,  0.53
   2 ,    Tuned_CART: N-Def ,      56  ,     0 (               |*             ), 0.56,  0.56,  0.56,  0.56,  0.56
   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 ,   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 ,      53  ,     0 (               |    *         ), 0.53,  0.53,  0.53,  0.53,  0.53
   1 ,      Tuned_RF: Y-Def ,      63  ,     0 (               |        *     ), 0.63,  0.63,  0.63,  0.63,  0.63
   1 ,      Naive_RF: Y-Def ,      65  ,     0 (               |         *    ), 0.65,  0.65,  0.65,  0.65,  0.65
   1 ,    Tuned_CART: Y-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 ,    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_Where: N-Def ,      74  ,     0 (               |             *), 0.74,  0.74,  0.74,  0.74,  0.74
   1 ,    Tuned_CART: N-Def ,      75  ,     0 (               |             *), 0.75,  0.75,  0.75,  0.75,  0.75
   1 ,      Tuned_RF: N-Def ,      76  ,     0 (               |             *), 0.76,  0.76,  0.76,  0.76,  0.76

**********f**********
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 ,      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
   1 ,   Tuned_Where: Y-Def ,      50  ,     0 (               |  *           ), 0.50,  0.50,  0.50,  0.50,  0.50
   1 ,    Tuned_CART: Y-Def ,      52  ,     0 (               |   *          ), 0.52,  0.52,  0.52,  0.52,  0.52
   1 ,      Tuned_RF: Y-Def ,      53  ,     0 (               |   *          ), 0.53,  0.53,  0.53,  0.53,  0.53
   2 ,   Tuned_Where: N-Def ,      76  ,     0 (               |            * ), 0.76,  0.76,  0.76,  0.76,  0.76
   2 ,   Naive_Where: N-Def ,      79  ,     0 (               |             *), 0.79,  0.79,  0.79,  0.79,  0.79
   2 ,      Tuned_RF: N-Def ,      80  ,     0 (               |             *), 0.80,  0.80,  0.80,  0.80,  0.80
   2 ,      Naive_RF: N-Def ,      80  ,     0 (               |             *), 0.80,  0.80,  0.80,  0.80,  0.80
   2 ,    Tuned_CART: N-Def ,      81  ,     0 (               |             *), 0.81,  0.81,  0.81,  0.81,  0.81
   2 ,    Naive_CART: N-Def ,      81  ,     0 (               |             *), 0.81,  0.81,  0.81,  0.81,  0.81

**********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 ,    Naive_CART: Y-Def ,      43  ,     0 (               |     *        ), 0.43,  0.43,  0.43,  0.43,  0.43
   1 ,    Naive_CART: N-Def ,      43  ,     0 (               |     *        ), 0.43,  0.43,  0.43,  0.43,  0.43
   1 ,      Naive_RF: Y-Def ,      45  ,     0 (               |      *       ), 0.45,  0.45,  0.45,  0.45,  0.45
   1 ,      Naive_RF: N-Def ,      45  ,     0 (               |      *       ), 0.45,  0.45,  0.45,  0.45,  0.45
   1 ,    Tuned_CART: Y-Def ,      56  ,     0 (               |            * ), 0.57,  0.57,  0.57,  0.57,  0.57
   1 ,    Tuned_CART: N-Def ,      56  ,     0 (               |            * ), 0.57,  0.57,  0.57,  0.57,  0.57
   1 ,   Tuned_Where: N-Def ,      59  ,     0 (               |             *), 0.59,  0.59,  0.59,  0.59,  0.59
   1 ,   Tuned_Where: Y-Def ,      59  ,     0 (               |             *), 0.59,  0.59,  0.59,  0.59,  0.59
   1 ,      Tuned_RF: N-Def ,      60  ,     0 (               |             *), 0.60,  0.60,  0.60,  0.60,  0.60
   1 ,      Tuned_RF: Y-Def ,      60  ,     0 (               |             *), 0.60,  0.60,  0.60,  0.60,  0.60
End time :2015-09-13 21:10:00

Tuning objective: combined
Begin time: 2015-09-13 21:10:00
Dataset: velocityV0
------------------------------

The.tree.infoPrune: 0.49
The.tree.min: 7
The.option.threshold: 1
The.where.wriggle: 0.72
The.where.depthMax: 16
The.where.depthMin: 2
The.option.minSize: 0.49
The.tree.prune: False
The.where.prune: True
evaluation: 70
['dit', 'dam', 'cam', 'rfc', 'wmc', 'ic', 'mfa', 'lcom3', 'cbm']
Tuned_Where Running Time: 221.035
------------------------------

['dit', 'dam', 'lcom3', 'ic', 'mfa']
Naive_Where Running Time: 2.811
------------------------------

The.cart.max_features: 0.33
The.cart.max_depth: 34
The.cart.min_samples_split: 13
The.cart.min_samples_leaf: 16
The.option.threshold: 0.89
evaluation: 50
Tuned_CART Running Time: 3.893
------------------------------

Naive_CART Running Time: 0.074
------------------------------

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: 9.301
------------------------------

Naive_RF Running Time: 0.202

**********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 ,      34  ,     0 (          *    |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   2 ,   Tuned_Where: Y-Def ,      62  ,     0 (               |  *           ), 0.62,  0.62,  0.62,  0.62,  0.62
   2 ,   Tuned_Where: N-Def ,      68  ,     0 (               |    *         ), 0.68,  0.68,  0.68,  0.68,  0.68
   2 ,    Tuned_CART: Y-Def ,      80  ,     0 (               |        *     ), 0.80,  0.80,  0.80,  0.80,  0.80
   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 ,      19  ,     0 (     *         |              ), 0.19,  0.19,  0.19,  0.19,  0.19
   1 ,   Tuned_Where: Y-Def ,      31  ,     0 (         *     |              ), 0.31,  0.31,  0.31,  0.31,  0.31
   1 ,   Tuned_Where: N-Def ,      37  ,     0 (           *   |              ), 0.37,  0.37,  0.37,  0.37,  0.37
   2 ,    Tuned_CART: Y-Def ,      65  ,     0 (               |   *          ), 0.65,  0.65,  0.65,  0.65,  0.65
   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 ,      38  ,     0 (  *            |              ), 0.38,  0.38,  0.38,  0.38,  0.38
   1 ,      Tuned_RF: Y-Def ,      39  ,     0 (  *            |              ), 0.39,  0.39,  0.39,  0.39,  0.39
   1 ,   Tuned_Where: Y-Def ,      51  ,     0 (         *     |              ), 0.51,  0.51,  0.51,  0.51,  0.51
   2 ,    Naive_CART: N-Def ,      67  ,     0 (               |   *          ), 0.67,  0.67,  0.67,  0.67,  0.67
   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_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 ,      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_CART: N-Def ,      47  ,     0 (               |  *           ), 0.47,  0.47,  0.47,  0.47,  0.47
   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_CART: Y-Def ,      52  ,     0 (               |    *         ), 0.52,  0.52,  0.52,  0.52,  0.52
   2 ,      Tuned_RF: Y-Def ,      55  ,     0 (               |      *       ), 0.55,  0.55,  0.55,  0.55,  0.55
   2 ,   Tuned_Where: Y-Def ,      56  ,     0 (               |      *       ), 0.56,  0.56,  0.56,  0.56,  0.56
   2 ,   Tuned_Where: N-Def ,      73  ,     0 (               |             *), 0.73,  0.73,  0.73,  0.73,  0.73

**********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 ,      65  ,     0 (               |             *), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,   Tuned_Where: Y-Def ,      65  ,     0 (               |             *), 0.65,  0.65,  0.65,  0.65,  0.65
End time :2015-09-13 21:13:58

Tuning objective: combined
Begin time: 2015-09-13 21:13:58
Dataset: xercesV0
------------------------------

The.tree.infoPrune: 0.23
The.tree.min: 3
The.option.threshold: 0.5
The.where.wriggle: 0.2
The.where.depthMax: 5
The.where.depthMin: 1
The.option.minSize: 0.34
The.tree.prune: True
The.where.prune: False
evaluation: 70
['lcom3', 'dam', 'rfc', 'wmc']
Tuned_Where Running Time: 159.13
------------------------------

['wmc', 'mfa', 'lcom3', 'cam', 'dam']
Naive_Where Running Time: 2.07
------------------------------

The.cart.max_features: 0.23
The.cart.max_depth: 22
The.cart.min_samples_split: 14
The.cart.min_samples_leaf: 2
The.option.threshold: 1
evaluation: 70
Tuned_CART Running Time: 7.613
------------------------------

Naive_CART Running Time: 0.098
------------------------------

The.rf.min_samples_split: 11
The.rf.min_samples_leaf : 11
The.rf.max_leaf_nodes: 16
The.rf.n_estimators: 85
The.rf.max_features: 0.6
The.option.threshold: 0.77
evaluation: 50
Tuned_RF Running Time: 10.144
------------------------------

Naive_RF Running Time: 0.25

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,   Naive_Where: N-Def ,      25  ,     0 (*              |              ), 0.25,  0.25,  0.25,  0.25,  0.25
   1 ,    Tuned_CART: Y-Def ,      34  ,     0 (       *       |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   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 ,      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
   1 ,    Naive_CART: N-Def ,      48  ,     0 (               |   *          ), 0.48,  0.48,  0.48,  0.48,  0.48
   2 ,   Tuned_Where: Y-Def ,      52  ,     0 (               |      *       ), 0.52,  0.52,  0.52,  0.52,  0.52
   2 ,   Tuned_Where: N-Def ,      54  ,     0 (               |        *     ), 0.54,  0.54,  0.54,  0.54,  0.54
   2 ,   Naive_Where: Y-Def ,      56  ,     0 (               |         *    ), 0.56,  0.56,  0.56,  0.56,  0.56
   2 ,      Naive_RF: Y-Def ,      59  ,     0 (               |            * ), 0.59,  0.59,  0.59,  0.59,  0.59
   2 ,    Tuned_CART: N-Def ,      61  ,     0 (               |             *), 0.61,  0.61,  0.61,  0.61,  0.61

**********pf**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,    Tuned_CART: Y-Def ,      38  ,     0 (*              |              ), 0.38,  0.38,  0.38,  0.38,  0.38
   1 ,      Naive_RF: N-Def ,      40  ,     0 ( *             |              ), 0.40,  0.40,  0.40,  0.40,  0.40
   1 ,   Naive_Where: N-Def ,      43  ,     0 (    *          |              ), 0.43,  0.43,  0.43,  0.43,  0.43
   1 ,   Tuned_Where: Y-Def ,      45  ,     0 (     *         |              ), 0.45,  0.45,  0.45,  0.45,  0.45
   2 ,   Tuned_Where: 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 ,      Tuned_RF: N-Def ,      52  ,     0 (           *   |              ), 0.52,  0.52,  0.52,  0.52,  0.52
   2 ,      Tuned_RF: Y-Def ,      52  ,     0 (           *   |              ), 0.52,  0.52,  0.52,  0.52,  0.52
   3 ,    Naive_CART: N-Def ,      53  ,     0 (            *  |              ), 0.53,  0.53,  0.53,  0.53,  0.53
   3 ,      Naive_RF: Y-Def ,      59  ,     0 (               | *            ), 0.59,  0.59,  0.59,  0.59,  0.59
   3 ,    Tuned_CART: N-Def ,      65  ,     0 (               |      *       ), 0.65,  0.65,  0.65,  0.65,  0.65
   3 ,   Naive_Where: Y-Def ,      74  ,     0 (               |             *), 0.74,  0.74,  0.74,  0.74,  0.74

**********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 ,      14  ,     0 (*              |              ), 0.14,  0.14,  0.14,  0.14,  0.14
   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 ,      16  ,     0 ( *             |              ), 0.16,  0.16,  0.16,  0.16,  0.16
   2 ,   Naive_Where: N-Def ,      76  ,     0 (               |         *    ), 0.76,  0.76,  0.76,  0.76,  0.76
   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_CART: 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 ,   Naive_Where: Y-Def ,      19  ,     0 (*              |              ), 0.19,  0.19,  0.19,  0.19,  0.19
   1 ,    Tuned_CART: 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 ,      Tuned_RF: 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 ,      25  ,     0 (   *           |              ), 0.25,  0.25,  0.25,  0.25,  0.25
   1 ,   Naive_Where: N-Def ,      38  ,     0 (          *    |              ), 0.38,  0.38,  0.38,  0.38,  0.38
   2 ,      Naive_RF: N-Def ,      54  ,     0 (               |    *         ), 0.54,  0.54,  0.54,  0.54,  0.54
   2 ,      Tuned_RF: N-Def ,      60  ,     0 (               |       *      ), 0.60,  0.60,  0.60,  0.60,  0.60
   2 ,    Naive_CART: N-Def ,      61  ,     0 (               |        *     ), 0.61,  0.61,  0.61,  0.61,  0.61
   2 ,   Tuned_Where: N-Def ,      66  ,     0 (               |           *  ), 0.66,  0.66,  0.66,  0.66,  0.66
   2 ,    Tuned_CART: N-Def ,      71  ,     0 (               |             *), 0.71,  0.71,  0.71,  0.71,  0.71

**********g**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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 ,    Tuned_CART: Y-Def ,      44  ,     0 (              *|              ), 0.44,  0.44,  0.44,  0.44,  0.44
   1 ,    Tuned_CART: N-Def ,      44  ,     0 (              *|              ), 0.44,  0.44,  0.44,  0.44,  0.44
   1 ,    Naive_CART: Y-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 ,      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
   1 ,      Naive_RF: Y-Def ,      48  ,     0 (               |     *        ), 0.48,  0.48,  0.48,  0.48,  0.48
   1 ,      Naive_RF: N-Def ,      48  ,     0 (               |     *        ), 0.48,  0.48,  0.48,  0.48,  0.48
   1 ,   Tuned_Where: N-Def ,      53  ,     0 (               |             *), 0.53,  0.53,  0.53,  0.53,  0.53
   1 ,   Tuned_Where: Y-Def ,      53  ,     0 (               |             *), 0.53,  0.53,  0.53,  0.53,  0.53
End time :2015-09-13 21:16:58

Tuning objective: combined
Begin time: 2015-09-13 21:16:58
Dataset: xercesV1
------------------------------

The.tree.infoPrune: 0.54
The.tree.min: 10
The.option.threshold: 0.43
The.where.wriggle: 0.52
The.where.depthMax: 19
The.where.depthMin: 2
The.option.minSize: 0.46
The.tree.prune: True
The.where.prune: False
evaluation: 60
['cam', 'dit', 'wmc', 'dam', 'mfa', 'loc', 'avg_cc']
Tuned_Where Running Time: 981.077
------------------------------

['cam', 'wmc', 'mfa', 'amc', 'loc', 'rfc']
Naive_Where Running Time: 13.689
------------------------------

The.cart.max_features: 0.17
The.cart.max_depth: 10
The.cart.min_samples_split: 2
The.cart.min_samples_leaf: 6
The.option.threshold: 0.26
evaluation: 70
Tuned_CART Running Time: 11.383
------------------------------

Naive_CART Running Time: 0.162
------------------------------

The.rf.min_samples_split: 4
The.rf.min_samples_leaf : 6
The.rf.max_leaf_nodes: 41
The.rf.n_estimators: 77
The.rf.max_features: 0.57
The.option.threshold: 0.24
evaluation: 70
Tuned_RF Running Time: 20.956
------------------------------

Naive_RF Running Time: 0.398

**********pd**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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 ,   Tuned_Where: Y-Def ,      16  ,     0 (   *           |              ), 0.16,  0.16,  0.16,  0.16,  0.16
   1 ,   Naive_Where: Y-Def ,      16  ,     0 (   *           |              ), 0.16,  0.16,  0.16,  0.16,  0.16
   1 ,    Tuned_CART: Y-Def ,      25  ,     0 (       *       |              ), 0.25,  0.25,  0.25,  0.25,  0.25
   1 ,      Tuned_RF: Y-Def ,      30  ,     0 (          *    |              ), 0.30,  0.30,  0.30,  0.30,  0.30
   1 ,      Tuned_RF: N-Def ,      34  ,     0 (            *  |              ), 0.34,  0.34,  0.34,  0.34,  0.34
   2 ,    Tuned_CART: N-Def ,      50  ,     0 (               |     *        ), 0.50,  0.50,  0.50,  0.50,  0.50
   2 ,   Tuned_Where: N-Def ,      55  ,     0 (               |       *      ), 0.55,  0.55,  0.55,  0.55,  0.55
   2 ,   Naive_Where: N-Def ,      59  ,     0 (               |         *    ), 0.59,  0.59,  0.59,  0.59,  0.59
   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

**********pf**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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 ,      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_CART: Y-Def ,      49  ,     0 (        *      |              ), 0.49,  0.49,  0.49,  0.49,  0.49
   2 ,      Tuned_RF: Y-Def ,      65  ,     0 (               | *            ), 0.65,  0.65,  0.65,  0.65,  0.65
   2 ,      Tuned_RF: N-Def ,      69  ,     0 (               |   *          ), 0.69,  0.69,  0.69,  0.69,  0.69
   2 ,    Tuned_CART: N-Def ,      74  ,     0 (               |      *       ), 0.74,  0.74,  0.74,  0.74,  0.74
   2 ,   Tuned_Where: N-Def ,      83  ,     0 (               |          *   ), 0.83,  0.83,  0.83,  0.83,  0.83
   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

**********prec**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,      Tuned_RF: N-Def ,      14  ,     0 (*              |              ), 0.14,  0.14,  0.14,  0.14,  0.14
   1 ,   Tuned_Where: N-Def ,      18  ,     0 (  *            |              ), 0.18,  0.18,  0.18,  0.18,  0.18
   1 ,    Tuned_CART: N-Def ,      18  ,     0 (  *            |              ), 0.18,  0.18,  0.18,  0.18,  0.18
   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
   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 ,   Tuned_Where: Y-Def ,      52  ,     0 (               |         *    ), 0.52,  0.52,  0.52,  0.52,  0.52
   2 ,   Naive_Where: Y-Def ,      53  ,     0 (               |         *    ), 0.53,  0.53,  0.53,  0.53,  0.53
   2 ,      Tuned_RF: Y-Def ,      56  ,     0 (               |            * ), 0.57,  0.57,  0.57,  0.57,  0.57
   2 ,    Tuned_CART: Y-Def ,      59  ,     0 (               |             *), 0.59,  0.59,  0.59,  0.59,  0.59

**********f**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   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
   1 ,      Tuned_RF: N-Def ,      20  ,     0 (   *           |              ), 0.20,  0.20,  0.20,  0.20,  0.20
   1 ,   Naive_Where: Y-Def ,      24  ,     0 (         *     |              ), 0.24,  0.24,  0.24,  0.24,  0.24
   1 ,   Tuned_Where: Y-Def ,      25  ,     0 (          *    |              ), 0.25,  0.25,  0.25,  0.25,  0.25
   2 ,    Tuned_CART: N-Def ,      27  ,     0 (             * |              ), 0.27,  0.27,  0.27,  0.27,  0.27
   2 ,   Tuned_Where: N-Def ,      28  ,     0 (              *|              ), 0.28,  0.28,  0.28,  0.28,  0.28
   2 ,   Naive_Where: N-Def ,      28  ,     0 (               *              ), 0.29,  0.29,  0.29,  0.29,  0.29
   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_CART: Y-Def ,      35  ,     0 (               |       *      ), 0.35,  0.35,  0.35,  0.35,  0.35
   2 ,      Tuned_RF: Y-Def ,      40  ,     0 (               |             *), 0.40,  0.40,  0.40,  0.40,  0.40

**********g**********
rank ,                 name ,    med   ,  iqr 
----------------------------------------------------
   1 ,    Naive_CART: Y-Def ,      18  ,     0 (*              |              ), 0.18,  0.18,  0.18,  0.18,  0.18
   1 ,    Naive_CART: N-Def ,      18  ,     0 (*              |              ), 0.18,  0.18,  0.18,  0.18,  0.18
   1 ,      Naive_RF: Y-Def ,      19  ,     0 ( *             |              ), 0.19,  0.19,  0.19,  0.19,  0.19
   1 ,      Naive_RF: N-Def ,      19  ,     0 ( *             |              ), 0.19,  0.19,  0.19,  0.19,  0.19
   2 ,   Tuned_Where: N-Def ,      25  ,     0 (             * |              ), 0.25,  0.25,  0.25,  0.25,  0.25
   2 ,   Naive_Where: N-Def ,      25  ,     0 (             * |              ), 0.25,  0.25,  0.25,  0.25,  0.25
   2 ,   Tuned_Where: Y-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
   3 ,      Tuned_RF: N-Def ,      32  ,     0 (               |           *  ), 0.32,  0.32,  0.32,  0.32,  0.32
   3 ,      Tuned_RF: Y-Def ,      32  ,     0 (               |           *  ), 0.32,  0.32,  0.32,  0.32,  0.32
   3 ,    Tuned_CART: Y-Def ,      33  ,     0 (               |             *), 0.33,  0.33,  0.33,  0.33,  0.33
   3 ,    Tuned_CART: N-Def ,      33  ,     0 (               |             *), 0.33,  0.33,  0.33,  0.33,  0.33
End time :2015-09-13 21:34:05

[timm]

what we want to see are large increases in pd without large increases in pf

i think i can see that in antv0 (for "Y") but this is a lot of data to wade thru. any succincter report?

also, some of your pds arent very good. rahul swears by smoting. maybe you should smote first (but ONLY on the training set).