ai-se / SMOTE

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linear SVM +tfidf #21

Closed WeiFoo closed 8 years ago

WeiFoo commented 8 years ago

data = ["SE_codereview", "SE_datascience", "SE_emacs","SE_opendata", "SE_programmers","SE_softwarerecs", "SE_unix", "SE_webapps", "SE_webmasters", "SE_windowsphone", "SE_wordpress"]

Data: SE_codereview

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,      71  ,     3 ( --  *----     |              ), 0.70,  0.71,  0.72,  0.73,  0.76
   2 ,                      Linear_SVM_Naive_400_yes ,      83  ,     2 (               |      *       ), 0.83,  0.83,  0.84,  0.86,  0.87
   3 ,                      Linear_SVM_Naive_700_yes ,      86  ,     1 (               |        - *   ), 0.86,  0.86,  0.87,  0.87,  0.87
   4 ,                     Linear_SVM_Naive_1000_yes ,      88  ,     1 (               |          - * ), 0.87,  0.87,  0.88,  0.89,  0.89
process 0 last job is _Naive end: Jan 27 2016 00:09:49 

Data: SE_datascience

process 0 started: Jan 27 2016 00:09:49 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,       0  ,     0 (*              |              ), 0.00,  0.00,  0.00,  0.00,  0.00
   2 ,                      Linear_SVM_Naive_400_yes ,      17  ,     5 (       --- *   |              ), 0.11,  0.16,  0.17,  0.21,  0.21
   3 ,                      Linear_SVM_Naive_700_yes ,      31  ,     2 (               |  -*   -      ), 0.29,  0.31,  0.31,  0.37,  0.38
   4 ,                     Linear_SVM_Naive_1000_yes ,      39  ,     7 (               |     --  *  - ), 0.34,  0.37,  0.40,  0.44,  0.47
process 0 last job is _Naive end: Jan 27 2016 00:48:30 

Data : SE_emacs

process 0 started: Jan 27 2016 00:48:52 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,       0  ,     0 (*              |              ), 0.00,  0.00,  0.00,  0.00,  0.00
   2 ,                      Linear_SVM_Naive_400_yes ,      45  ,     1 (               |    *-        ), 0.45,  0.45,  0.46,  0.47,  0.51
   3 ,                      Linear_SVM_Naive_700_yes ,      61  ,     2 (               |          -*  ), 0.60,  0.61,  0.61,  0.63,  0.64
   4 ,                     Linear_SVM_Naive_1000_yes ,      63  ,     1 (               |           -* ), 0.61,  0.63,  0.63,  0.64,  0.67
process 0 last job is _Naive end: Jan 27 2016 02:22:04 

Data: SE_opendata

process 0 started: Jan 27 2016 02:22:19 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,      41  ,     2 ( - *           |              ), 0.39,  0.40,  0.41,  0.42,  0.42
   2 ,                      Linear_SVM_Naive_400_yes ,      65  ,     2 (               |    --*---    ), 0.63,  0.65,  0.66,  0.66,  0.70
   3 ,                      Linear_SVM_Naive_700_yes ,      69  ,     3 (               |       -- *-- ), 0.66,  0.69,  0.70,  0.71,  0.74
   3 ,                     Linear_SVM_Naive_1000_yes ,      69  ,     1 (               |          *-- ), 0.69,  0.69,  0.70,  0.70,  0.75
process 0 last job is _Naive end: Jan 27 2016 02:34:41 

Data: SE_programmers

process 0 started: Jan 27 2016 02:34:42 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,      57  ,     1 (   *           |              ), 0.56,  0.57,  0.58,  0.59,  0.60
   2 ,                      Linear_SVM_Naive_400_yes ,      82  ,     2 (               |      - *     ), 0.81,  0.82,  0.83,  0.83,  0.84
   3 ,                      Linear_SVM_Naive_700_yes ,      86  ,     1 (               |           *  ), 0.86,  0.86,  0.87,  0.87,  0.87
   4 ,                     Linear_SVM_Naive_1000_yes ,      88  ,     0 (               |             *), 0.88,  0.88,  0.88,  0.88,  0.89
process 0 last job is _Naive end: Jan 27 2016 02:46:26 

Data: SE_softwarerecs

process 0 started: Jan 27 2016 02:46:26 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,       0  ,     0 (*              |              ), 0.00,  0.00,  0.00,  0.00,  0.00
   2 ,                      Linear_SVM_Naive_400_yes ,      23  ,     2 (            *  |              ), 0.21,  0.22,  0.24,  0.25,  0.26
   3 ,                      Linear_SVM_Naive_700_yes ,      48  ,     2 (               |         *-   ), 0.46,  0.47,  0.49,  0.49,  0.52
   4 ,                     Linear_SVM_Naive_1000_yes ,      53  ,     2 (               |            * ), 0.52,  0.53,  0.54,  0.56,  0.57
process 0 last job is _Naive end: Jan 27 2016 04:33:54 

Data: SE_unix

process 0 started: Jan 27 2016 04:34:27 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,       5  ,     2 (-*             |              ), 0.03,  0.05,  0.05,  0.06,  0.08
   2 ,                      Linear_SVM_Naive_400_yes ,      59  ,     4 (               |        *-    ), 0.57,  0.58,  0.60,  0.62,  0.65
   3 ,                      Linear_SVM_Naive_700_yes ,      66  ,     1 (               |           *- ), 0.65,  0.66,  0.67,  0.67,  0.71
   4 ,                     Linear_SVM_Naive_1000_yes ,      69  ,     3 (               |            * ), 0.68,  0.69,  0.70,  0.71,  0.74
process 0 last job is _Naive end: Jan 27 2016 05:22:25 

Data: SE_webapps

process 0 started: Jan 27 2016 05:22:25 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,       5  ,     1 ( *             |              ), 0.04,  0.04,  0.05,  0.05,  0.06
   2 ,                      Linear_SVM_Naive_400_yes ,      60  ,     1 (               |      --*     ), 0.57,  0.60,  0.60,  0.61,  0.62
   3 ,                      Linear_SVM_Naive_700_yes ,      65  ,     1 (               |         -*-  ), 0.64,  0.65,  0.66,  0.67,  0.70
   4 ,                     Linear_SVM_Naive_1000_yes ,      68  ,     2 (               |            * ), 0.67,  0.68,  0.69,  0.70,  0.74
process 0 last job is _Naive end: Jan 27 2016 05:44:57 

Data:SE_webmasters

process 0 started: Jan 27 2016 05:44:58 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,      68  ,     1 (  --- *------- |              ), 0.65,  0.67,  0.68,  0.69,  0.74
   2 ,                      Linear_SVM_Naive_400_yes ,      81  ,     1 (               |    --*-      ), 0.80,  0.81,  0.82,  0.82,  0.83
   3 ,                     Linear_SVM_Naive_1000_yes ,      84  ,     3 (               |       -- *   ), 0.82,  0.84,  0.84,  0.87,  0.88
   3 ,                      Linear_SVM_Naive_700_yes ,      85  ,     1 (               |         -*-  ), 0.84,  0.84,  0.85,  0.86,  0.86
process 0 last job is _Naive end: Jan 27 2016 05:45:39 

Data: SE_windowsphone

process 0 started: Jan 27 2016 05:45:39 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,      13  ,     0 ( *-            |              ), 0.12,  0.13,  0.13,  0.13,  0.18
   2 ,                      Linear_SVM_Naive_400_yes ,      74  ,     3 (               |        *     ), 0.71,  0.73,  0.74,  0.75,  0.75
   3 ,                      Linear_SVM_Naive_700_yes ,      85  ,     2 (               |            * ), 0.84,  0.84,  0.85,  0.86,  0.87
   3 ,                     Linear_SVM_Naive_1000_yes ,      86  ,     3 (               |            * ), 0.84,  0.86,  0.86,  0.88,  0.90
process 0 last job is _Naive end: Jan 27 2016 06:05:17 

Data: SE_wordpress

process 0 started: Jan 27 2016 06:05:18 

rank ,                                          name ,    med   ,  iqr 
----------------------------------------------------
   1 ,                      Linear_SVM_Naive_100_yes ,      57  ,     1 (- *            |              ), 0.56,  0.57,  0.58,  0.59,  0.60
   2 ,                      Linear_SVM_Naive_400_yes ,      76  ,     0 (               |*-            ), 0.75,  0.76,  0.76,  0.78,  0.78
   3 ,                      Linear_SVM_Naive_700_yes ,      91  ,     1 (               |           -* ), 0.89,  0.90,  0.91,  0.91,  0.91
   3 ,                     Linear_SVM_Naive_1000_yes ,      91  ,     1 (               |             *), 0.91,  0.91,  0.91,  0.92,  0.93
process 0 last job is _Naive end: Jan 27 2016 07:06:17