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=== Run information ===
Scheme: weka.classifiers.trees.J48 -C 0.25 -M 2
Relation: train_clean-weka.filters.supervised.attribute.AttributeSelection-Eweka.attributeSelection.PrincipalComponents -R 0.95 -A 5-Sweka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1
Instances: 200
Attributes: 33
0.047pixel_576+0.047pixel_516+0.047pixel_786+0.047pixel_544+0.046pixel_548...
-0.05pixel_48-0.05pixel_16-0.05pixel_17-0.05pixel_18-0.05pixel_49...
-0.09pixel_525-0.089pixel_526-0.088pixel_523-0.087pixel_524-0.086pixel_522...
-0.083pixel_323-0.08pixel_291-0.077pixel_388-0.074pixel_259-0.074pixel_355...
-0.114pixel_834-0.112pixel_802-0.108pixel_866+0.105pixel_230-0.105pixel_770...
-0.105pixel_99-0.092pixel_935-0.09pixel_67-0.086pixel_131-0.086pixel_98...
-0.142pixel_260-0.139pixel_228-0.137pixel_772-0.135pixel_292-0.13pixel_804...
0.122pixel_1023+0.111pixel_1022+0.109pixel_1020+0.108pixel_996+0.101pixel_1021...
-0.131pixel_809-0.123pixel_840-0.119pixel_776-0.111pixel_777-0.11pixel_841...
0.106pixel_263+0.086pixel_411-0.085pixel_646+0.081pixel_443+0.08 pixel_314...
-0.121pixel_231+0.11 pixel_808+0.105pixel_433-0.105pixel_806-0.101pixel_199...
0.147pixel_401+0.115pixel_433+0.109pixel_498+0.102pixel_497+0.096pixel_530...
-0.128pixel_166-0.121pixel_134-0.121pixel_71-0.113pixel_102-0.106pixel_198...
-0.094pixel_629-0.092pixel_502-0.091pixel_604-0.089pixel_636-0.087pixel_791...
-0.118pixel_520-0.111pixel_519-0.106pixel_552-0.104pixel_551+0.103pixel_1024...
0.121pixel_538+0.101pixel_872+0.101pixel_474+0.098pixel_506+0.097pixel_570...
-0.124pixel_638-0.123pixel_670-0.103pixel_606-0.102pixel_702+0.099pixel_871...
-0.116pixel_426-0.112pixel_626+0.11 pixel_689-0.106pixel_427-0.104pixel_396...
-0.128pixel_403-0.119pixel_62-0.114pixel_281-0.11pixel_63-0.11pixel_29...
0.139pixel_433+0.121pixel_496+0.115pixel_464+0.107pixel_401+0.103pixel_659...
-0.145pixel_1023-0.125pixel_1024-0.117pixel_990+0.114pixel_872-0.113pixel_992...
-0.162pixel_295-0.13pixel_743-0.104pixel_297-0.103pixel_627-0.103pixel_872...
0.144pixel_403+0.126pixel_625+0.113pixel_690+0.105pixel_371-0.101pixel_337...
0.142pixel_409-0.126pixel_665-0.124pixel_697+0.119pixel_872-0.111pixel_464...
-0.175pixel_337+0.114pixel_627-0.106pixel_338-0.104pixel_306+0.096pixel_563...
-0.12pixel_434+0.11 pixel_777-0.101pixel_338-0.1pixel_358-0.097pixel_729...
-0.136pixel_807-0.13pixel_1024-0.112pixel_457-0.102pixel_312+0.102pixel_391...
-0.139pixel_560-0.128pixel_592+0.111pixel_690-0.109pixel_936-0.108pixel_378...
0.122pixel_402+0.12 pixel_312+0.118pixel_625+0.113pixel_370+0.111pixel_280...
0.125pixel_401+0.119pixel_345-0.112pixel_625-0.101pixel_593+0.094pixel_594...
0.124pixel_648+0.123pixel_104+0.109pixel_556+0.101pixel_105+0.1 pixel_662...
-0.113pixel_625+0.107pixel_839-0.106pixel_166-0.1pixel_72-0.099pixel_690...
class
Test mode: 5-fold cross-validation
=== Classifier model (full training set) ===
J48 pruned tree
------------------
-0.114pixel_834-0.112pixel_802-0.108pixel_866+0.105pixel_230-0.105pixel_770... <= -0.165023
| -0.131pixel_809-0.123pixel_840-0.119pixel_776-0.111pixel_777-0.11pixel_841... <= 1.555453
| | -0.142pixel_260-0.139pixel_228-0.137pixel_772-0.135pixel_292-0.13pixel_804... <= 0.461794
| | | -0.128pixel_166-0.121pixel_134-0.121pixel_71-0.113pixel_102-0.106pixel_198... <= -0.607083
| | | | -0.128pixel_403-0.119pixel_62-0.114pixel_281-0.11pixel_63-0.11pixel_29... <= 0.392378
| | | | | 0.124pixel_648+0.123pixel_104+0.109pixel_556+0.101pixel_105+0.1 pixel_662... <= 0.390459
| | | | | | -0.083pixel_323-0.08pixel_291-0.077pixel_388-0.074pixel_259-0.074pixel_355... <= 4.346753: 1 (17.0/1.0)
| | | | | | -0.083pixel_323-0.08pixel_291-0.077pixel_388-0.074pixel_259-0.074pixel_355... > 4.346753: 6 (3.0/1.0)
| | | | | 0.124pixel_648+0.123pixel_104+0.109pixel_556+0.101pixel_105+0.1 pixel_662... > 0.390459: 7 (3.0)
| | | | -0.128pixel_403-0.119pixel_62-0.114pixel_281-0.11pixel_63-0.11pixel_29... > 0.392378: 5 (4.0/1.0)
| | | -0.128pixel_166-0.121pixel_134-0.121pixel_71-0.113pixel_102-0.106pixel_198... > -0.607083
| | | | -0.136pixel_807-0.13pixel_1024-0.112pixel_457-0.102pixel_312+0.102pixel_391... <= 0.02525
| | | | | -0.09pixel_525-0.089pixel_526-0.088pixel_523-0.087pixel_524-0.086pixel_522... <= 0.782227
| | | | | | -0.105pixel_99-0.092pixel_935-0.09pixel_67-0.086pixel_131-0.086pixel_98... <= -0.32038: 1 (4.0)
| | | | | | -0.105pixel_99-0.092pixel_935-0.09pixel_67-0.086pixel_131-0.086pixel_98... > -0.32038
| | | | | | | -0.114pixel_834-0.112pixel_802-0.108pixel_866+0.105pixel_230-0.105pixel_770... <= -2.075651: 7 (2.0/1.0)
| | | | | | | -0.114pixel_834-0.112pixel_802-0.108pixel_866+0.105pixel_230-0.105pixel_770... > -2.075651: 8 (2.0)
| | | | | -0.09pixel_525-0.089pixel_526-0.088pixel_523-0.087pixel_524-0.086pixel_522... > 0.782227: 2 (5.0/1.0)
| | | | -0.136pixel_807-0.13pixel_1024-0.112pixel_457-0.102pixel_312+0.102pixel_391... > 0.02525
| | | | | -0.094pixel_629-0.092pixel_502-0.091pixel_604-0.089pixel_636-0.087pixel_791... <= -0.199574
| | | | | | 0.122pixel_402+0.12 pixel_312+0.118pixel_625+0.113pixel_370+0.111pixel_280... <= 0.065822
| | | | | | | 0.047pixel_576+0.047pixel_516+0.047pixel_786+0.047pixel_544+0.046pixel_548... <= 6.22196: 10 (5.0/1.0)
| | | | | | | 0.047pixel_576+0.047pixel_516+0.047pixel_786+0.047pixel_544+0.046pixel_548... > 6.22196: 4 (12.0)
| | | | | | 0.122pixel_402+0.12 pixel_312+0.118pixel_625+0.113pixel_370+0.111pixel_280... > 0.065822
| | | | | | | -0.145pixel_1023-0.125pixel_1024-0.117pixel_990+0.114pixel_872-0.113pixel_992... <= 0.213914
| | | | | | | | -0.142pixel_260-0.139pixel_228-0.137pixel_772-0.135pixel_292-0.13pixel_804... <= -0.001262
| | | | | | | | | -0.114pixel_834-0.112pixel_802-0.108pixel_866+0.105pixel_230-0.105pixel_770... <= -0.813966
| | | | | | | | | | 0.147pixel_401+0.115pixel_433+0.109pixel_498+0.102pixel_497+0.096pixel_530... <= 0.101348: 4 (2.0)
| | | | | | | | | | 0.147pixel_401+0.115pixel_433+0.109pixel_498+0.102pixel_497+0.096pixel_530... > 0.101348: 7 (14.0)
| | | | | | | | | -0.114pixel_834-0.112pixel_802-0.108pixel_866+0.105pixel_230-0.105pixel_770... > -0.813966: 4 (3.0)
| | | | | | | | -0.142pixel_260-0.139pixel_228-0.137pixel_772-0.135pixel_292-0.13pixel_804... > -0.001262: 6 (2.0/1.0)
| | | | | | | -0.145pixel_1023-0.125pixel_1024-0.117pixel_990+0.114pixel_872-0.113pixel_992... > 0.213914: 3 (5.0/1.0)
| | | | | -0.094pixel_629-0.092pixel_502-0.091pixel_604-0.089pixel_636-0.087pixel_791... > -0.199574
| | | | | | 0.122pixel_1023+0.111pixel_1022+0.109pixel_1020+0.108pixel_996+0.101pixel_1021... <= 0.529087
| | | | | | | -0.116pixel_426-0.112pixel_626+0.11 pixel_689-0.106pixel_427-0.104pixel_396... <= 0.171788: 3 (15.0)
| | | | | | | -0.116pixel_426-0.112pixel_626+0.11 pixel_689-0.106pixel_427-0.104pixel_396... > 0.171788: 9 (3.0/1.0)
| | | | | | 0.122pixel_1023+0.111pixel_1022+0.109pixel_1020+0.108pixel_996+0.101pixel_1021... > 0.529087: 8 (3.0/1.0)
| | -0.142pixel_260-0.139pixel_228-0.137pixel_772-0.135pixel_292-0.13pixel_804... > 0.461794
| | | -0.124pixel_638-0.123pixel_670-0.103pixel_606-0.102pixel_702+0.099pixel_871... <= 0.085708
| | | | -0.121pixel_231+0.11 pixel_808+0.105pixel_433-0.105pixel_806-0.101pixel_199... <= -0.242318: 6 (2.0)
| | | | -0.121pixel_231+0.11 pixel_808+0.105pixel_433-0.105pixel_806-0.101pixel_199... > -0.242318
| | | | | -0.05pixel_48-0.05pixel_16-0.05pixel_17-0.05pixel_18-0.05pixel_49... <= 2.773306: 10 (12.0)
| | | | | -0.05pixel_48-0.05pixel_16-0.05pixel_17-0.05pixel_18-0.05pixel_49... > 2.773306: 5 (2.0)
| | | -0.124pixel_638-0.123pixel_670-0.103pixel_606-0.102pixel_702+0.099pixel_871... > 0.085708
| | | | -0.145pixel_1023-0.125pixel_1024-0.117pixel_990+0.114pixel_872-0.113pixel_992... <= -0.140863
| | | | | 0.047pixel_576+0.047pixel_516+0.047pixel_786+0.047pixel_544+0.046pixel_548... <= 9.961187: 7 (3.0/1.0)
| | | | | 0.047pixel_576+0.047pixel_516+0.047pixel_786+0.047pixel_544+0.046pixel_548... > 9.961187: 10 (2.0)
| | | | -0.145pixel_1023-0.125pixel_1024-0.117pixel_990+0.114pixel_872-0.113pixel_992... > -0.140863: 8 (14.0/1.0)
| -0.131pixel_809-0.123pixel_840-0.119pixel_776-0.111pixel_777-0.11pixel_841... > 1.555453: 9 (16.0)
-0.114pixel_834-0.112pixel_802-0.108pixel_866+0.105pixel_230-0.105pixel_770... > -0.165023
| -0.142pixel_260-0.139pixel_228-0.137pixel_772-0.135pixel_292-0.13pixel_804... <= 0.595081
| | 0.122pixel_1023+0.111pixel_1022+0.109pixel_1020+0.108pixel_996+0.101pixel_1021... <= -0.22171: 5 (13.0)
| | 0.122pixel_1023+0.111pixel_1022+0.109pixel_1020+0.108pixel_996+0.101pixel_1021... > -0.22171
| | | -0.124pixel_638-0.123pixel_670-0.103pixel_606-0.102pixel_702+0.099pixel_871... <= -0.195623: 5 (2.0)
| | | -0.124pixel_638-0.123pixel_670-0.103pixel_606-0.102pixel_702+0.099pixel_871... > -0.195623
| | | | 0.122pixel_1023+0.111pixel_1022+0.109pixel_1020+0.108pixel_996+0.101pixel_1021... <= 0.027298: 8 (3.0/1.0)
| | | | 0.122pixel_1023+0.111pixel_1022+0.109pixel_1020+0.108pixel_996+0.101pixel_1021... > 0.027298: 2 (14.0)
| -0.142pixel_260-0.139pixel_228-0.137pixel_772-0.135pixel_292-0.13pixel_804... > 0.595081: 6 (13.0)
Number of Leaves : 30
Size of the tree : 59
Time taken to build model: 0.14 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 123 61.5 %
Incorrectly Classified Instances 77 38.5 %
Kappa statistic 0.5722
Mean absolute error 0.0815
Root mean squared error 0.2623
Relative absolute error 45.2648 %
Root relative squared error 87.433 %
Total Number of Instances 200
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure ROC Area Class
0.55 0.056 0.524 0.55 0.537 0.755 1
0.7 0.044 0.636 0.7 0.667 0.827 2
0.85 0.05 0.654 0.85 0.739 0.905 3
0.55 0.05 0.55 0.55 0.55 0.756 4
0.8 0.028 0.762 0.8 0.78 0.892 5
0.65 0.033 0.684 0.65 0.667 0.854 6
0.4 0.044 0.5 0.4 0.444 0.687 7
0.5 0.067 0.455 0.5 0.476 0.731 8
0.7 0.017 0.824 0.7 0.757 0.837 9
0.45 0.039 0.563 0.45 0.5 0.709 10
Weighted Avg. 0.615 0.043 0.615 0.615 0.612 0.795
=== Confusion Matrix ===
a b c d e f g h i j <-- classified as
11 1 2 3 0 1 1 0 0 1 | a = 1
0 14 1 0 1 1 0 1 1 1 | b = 2
0 1 17 0 0 0 1 1 0 0 | c = 3
0 2 1 11 0 1 3 1 0 1 | d = 4
1 1 0 0 16 0 0 1 0 1 | e = 5
3 0 0 1 2 13 0 1 0 0 | f = 6
4 0 1 3 0 0 8 2 1 1 | g = 7
1 3 1 1 1 1 1 10 0 1 | h = 8
0 0 1 0 1 1 0 2 14 1 | i = 9
1 0 2 1 0 1 2 3 1 9 | j = 10
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