optics.txt

将Weka数据挖掘工具所产生的K-MEANS和DBSCAN结果转化成MATLAB可输出三维图像的格式

=== Run information ===

Scheme:       weka.clusterers.OPTICS -E 0.9 -M 6 -I weka.clusterers.forOPTICSAndDBScan.Databases.SequentialDatabase -D weka.clusterers.forOPTICSAndDBScan.DataObjects.EuclidianDataObject
Relation:     BC
Instances:    87
Attributes:   16
              age
              BI-RADS-L
              BI-RADS-R
              focus_num
Ignored:
              Mass
              Mass_pos1
              Mass
              Mass_pos2
              ARD
              ARD_pos
              ASD
              ASD_pos
              Cal
              Cal_pos1
              Cal
              Cal_pos2
Test mode:    evaluate on training data

=== Model and evaluation on training set ===

OPTICS clustering results
============================================================================================

Clustered DataObjects: 87
Number of attributes: 4
Epsilon: 0.9; minPoints: 6
Write results to file: no
Index: weka.clusterers.forOPTICSAndDBScan.Databases.SequentialDatabase
Distance-type: weka.clusterers.forOPTICSAndDBScan.DataObjects.EuclidianDataObject
Number of generated clusters: 0
Elapsed time: .05

( 0.) 50,4,3,2                                  -->  c_dist: 0.222        r_dist: UNDEFINED   
(19.) 51,3,3,2                                  -->  c_dist: 0.231        r_dist: 0.222
( 3.) 51,3,3,2                                  -->  c_dist: 0.231        r_dist: 0.222
(44.) 50,4,2,2                                  -->  c_dist: 0.244        r_dist: 0.222
(74.) 55,4,3,3                                  -->  c_dist: 0.261        r_dist: 0.222
(71.) 52,3,3,1                                  -->  c_dist: 0.284        r_dist: 0.222
(25.) 62,3,3,2                                  -->  c_dist: 0.271        r_dist: 0.231
(32.) 43,4,2,2                                  -->  c_dist: 0.236        r_dist: 0.236
(22.) 40,3,2,2                                  -->  c_dist: 0.208        r_dist: 0.236
(13.) 38,2,2,2                                  -->  c_dist: 0.214        r_dist: 0.208
( 9.) 45,3,2,3                                  -->  c_dist: 0.222        r_dist: 0.208
(60.) 45,2,2,2                                  -->  c_dist: 0.089        r_dist: 0.208
(14.) 48,2,2,2                                  -->  c_dist: 0.054        r_dist: 0.089
(23.) 50,2,2,2                                  -->  c_dist: 0.089        r_dist: 0.054
(70.) 47,2,2,2                                  -->  c_dist: 0.054        r_dist: 0.054
(33.) 50,2,2,2                                  -->  c_dist: 0.089        r_dist: 0.054
(37.) 50,2,2,2                                  -->  c_dist: 0.089        r_dist: 0.054
(30.) 55,2,2,2                                  -->  c_dist: 0.125        r_dist: 0.089
( 6.) 57,2,2,2                                  -->  c_dist: 0.161        r_dist: 0.125
(27.) 45,4,2,3                                  -->  c_dist: 0.237        r_dist: 0.222
( 8.) 44,3,4,2                                  -->  c_dist: 0.282        r_dist: 0.236
(36.) 33,4.4,2,3                                -->  c_dist: 0.342        r_dist: 0.237
(62.) 55,5,1,2                                  -->  c_dist: 0.256        r_dist: 0.275
(35.) 48,4.4,0,2                                -->  c_dist: 0.16         r_dist: 0.256
(16.) 48,4.7,0,3                                -->  c_dist: 0.228        r_dist: 0.16
(48.) 54,4,0,2                                  -->  c_dist: 0.168        r_dist: 0.16
(55.) 55,5,0,2                                  -->  c_dist: 0.168        r_dist: 0.16
(34.) 50,4.4,0,1                                -->  c_dist: 0.147        r_dist: 0.16
(45.) 50,5,0,1                                  -->  c_dist: 0.168        r_dist: 0.147
(51.) 53,4,0,1                                  -->  c_dist: 0.168        r_dist: 0.147
(54.) 54,5,0,1                                  -->  c_dist: 0.144        r_dist: 0.147
(63.) 55,5,0,2                                  -->  c_dist: 0.168        r_dist: 0.144
(66.) 54,5,0,1                                  -->  c_dist: 0.144        r_dist: 0.144
(65.) 54,3,0,1                                  -->  c_dist: 0.244        r_dist: 0.168
(59.) 59,4,0,3                                  -->  c_dist: 0.231        r_dist: 0.168
(41.) 57,6,0,2                                  -->  c_dist: 0.253        r_dist: 0.17
(84.) 56,3,0,3                                  -->  c_dist: 0.309        r_dist: 0.222
(47.) 59,2,0,1                                  -->  c_dist: 0.335        r_dist: 0.244
(73.) 42,3,0,1                                  -->  c_dist: 0.274        r_dist: 0.244
(21.) 33,2,0,1                                  -->  c_dist: 0.377        r_dist: 0.274
(24.) 40,2,0,1                                  -->  c_dist: 0.3          r_dist: 0.274
(68.) 46,2,4,2                                  -->  c_dist: 0.275        r_dist: 0.275
(38.) 53,2,4,3                                  -->  c_dist: 0.261        r_dist: 0.275
( 1.) 52,3,5,3                                  -->  c_dist: 0.284        r_dist: 0.261
(79.) 54,2,5,2                                  -->  c_dist: 0.246        r_dist: 0.261
(10.) 57,2,5,2                                  -->  c_dist: 0.237        r_dist: 0.246
(31.) 59,2,5,2                                  -->  c_dist: 0.246        r_dist: 0.237
(49.) 67,2,5,3                                  -->  c_dist: 0.315        r_dist: 0.237
(53.) 61,1,5,1                                  -->  c_dist: 0.272        r_dist: 0.237
(46.) 59,2,4,1                                  -->  c_dist: 0.273        r_dist: 0.246
(82.) 50,1,4,4                                  -->  c_dist: 0.388        r_dist: 0.261
(57.) 52,0,5,2                                  -->  c_dist: 0.335        r_dist: 0.272
(26.) 75,2,5,2                                  -->  c_dist: 0.335        r_dist: 0.286
( 7.) 54,0,4,1                                  -->  c_dist: 0.289        r_dist: 0.289
(18.) 48,0,4,1                                  -->  c_dist: 0.256        r_dist: 0.289
(43.) 44,0,3,1                                  -->  c_dist: 0.227        r_dist: 0.256
(40.) 41,0,3,2                                  -->  c_dist: 0.295        r_dist: 0.227
(86.) 50,0,2,1                                  -->  c_dist: 0.268        r_dist: 0.227
(52.) 52,0,3,0                                  -->  c_dist: 0.256        r_dist: 0.227
(56.) 45,0,3,0                                  -->  c_dist: 0.294        r_dist: 0.227
( 2.) 57,0,2,2                                  -->  c_dist: 0.338        r_dist: 0.268
(42.) 44,0,1,0                                  -->  c_dist: 0.268        r_dist: 0.268
(17.) 46,0,0,0                                  -->  c_dist: 0.243        r_dist: 0.268
(12.) 54,0,0,1                                  -->  c_dist: 0.202        r_dist: 0.243
(15.) 52,1,0,1                                  -->  c_dist: 0.22         r_dist: 0.202
(20.) 51,0,0,0                                  -->  c_dist: 0.236        r_dist: 0.202
(67.) 49,0,0,1                                  -->  c_dist: 0.232        r_dist: 0.202
(83.) 58,1,0,1                                  -->  c_dist: 0.232        r_dist: 0.202
(77.) 61,1,1,1                                  -->  c_dist: 0.304        r_dist: 0.232
(39.) 35,0,0,1                                  -->  c_dist: 0.335        r_dist: 0.243
(78.) 46,1,1,0                                  -->  c_dist: 0.302        r_dist: 0.26
(28.) 35,0,2,3                                  -->  c_dist: 0.404        r_dist: 0.295
(29.) 42,2,0,3                                  -->  c_dist: 0.376        r_dist: 0.3
(58.) 73,0,5,2                                  -->  c_dist: 0.319        r_dist: 0.307
(11.) 80,0,5,1                                  -->  c_dist: 0.378        r_dist: 0.319
( 5.) 77,0,5,1                                  -->  c_dist: 0.364        r_dist: 0.319
( 4.) 62,0,4.7,3                                -->  c_dist: 0.349        r_dist: 0.319
(50.) 89,0,5,3                                  -->  c_dist: 0.486        r_dist: 0.319
(75.) 60,5,3,5                                  -->  c_dist: 0.47         r_dist: 0.343
(64.) 56,0,1,4                                  -->  c_dist: 0.483        r_dist: 0.349
(61.) 50,2,3,6                                  -->  c_dist: 0.476        r_dist: 0.388
(80.) 81,0,0,1                                  -->  c_dist: 0.544        r_dist: 0.442
(69.) 53,3,3,6                                  -->  c_dist: 0.458        r_dist: 0.461
(72.) 55,4,4,7                                  -->  c_dist: 0.478        r_dist: 0.458
(85.) 55,2,5,7                                  -->  c_dist: 0.598        r_dist: 0.458
(76.) 63,5,2,6                                  -->  c_dist: 0.521        r_dist: 0.458
(81.) 52,4,0,7                                  -->  c_dist: 0.639        r_dist: 0.521

Clustered Instances


Unclustered instances : 87