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bug18.ok
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TiMBL 6.8 (c) CLST/ILK/CLIPS 1998 - 2022.
Tilburg Memory Based Learner
Centre for Language and Speech Technology, Radboud University
Induction of Linguistic Knowledge Research Group, Tilburg University
CLiPS Computational Linguistics Group, University of Antwerp
Tue Aug 2 12:01:55 2022
Examine datafile './tests/kwart.train' gave the following results:
Number of Features: 8
InputFormat : C4.5
Phase 1: Reading Datafile: ./tests/kwart.train
Start: 0 @ Tue Aug 2 12:01:55 2022
Finished: 50000 @ Tue Aug 2 12:01:56 2022
Calculating Entropy Tue Aug 2 12:01:56 2022
Lines of data : 50000
DB Entropy : 1.1247965
Number of Classes : 3
Feats Vals InfoGain GainRatio
1 8067 0.52454004 0.053005251
2 8067 0.93109789 0.094089873
3 7766 0.61039767 0.063779732
4 7837 0.27307385 0.028360141
5 44 0.24028503 0.055559394
6 44 0.83198581 0.19237255
7 44 0.32499390 0.074939666
8 44 0.048351684 0.011172195
Preparation took 0 seconds, 317 milliseconds and 936 microseconds
Feature Permutation based on GainRatio/Values :
< 6, 7, 5, 8, 2, 3, 1, 4 >
Phase 2: Learning from Datafile: ./tests/kwart.train
Start: 0 @ Tue Aug 2 12:01:56 2022
Finished: 5000 @ Tue Aug 2 12:01:56 2022
Size of InstanceBase = 29027 Nodes, (1161080 bytes), 34.87 % compression
Learning took 0 seconds, 33 milliseconds and 310 microseconds
Phase 2: Appending from Datafile: ./tests/kwart.train (starting at line 5001)
Start: 5001 @ Tue Aug 2 12:01:56 2022
Learning: 5000 @ Tue Aug 2 12:01:56 2022 added:107
Learning: 5001 @ Tue Aug 2 12:01:56 2022 added:1
Learning: 5002 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 5003 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 5004 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 5005 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 5006 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 5007 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 5008 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 5009 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 5010 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 5100 @ Tue Aug 2 12:01:56 2022 added:0
Learning: 6000 @ Tue Aug 2 12:01:56 2022 added:13
Learning: 15000 @ Tue Aug 2 12:01:57 2022 added:185
Finished: 44999 @ Tue Aug 2 12:02:00 2022
in total added 1123 new entries
Size of InstanceBase = 35875 Nodes, (1435000 bytes), 34.36 % compression
DB Entropy : 1.12479654
Number of Classes : 3
Feats Vals InfoGain GainRatio
1 8067 0.52454004 0.05300525
2 8067 0.93109789 0.09408987
3 7766 0.61039767 0.06377973
4 7837 0.27307385 0.02836014
5 44 0.24028503 0.05555939
6 44 0.83198581 0.19237255
7 44 0.32499390 0.07493967
8 44 0.04835168 0.01117220
Examine datafile 'tests/kwart.test' gave the following results:
Number of Features: 8
InputFormat : C4.5
Starting to test, Testfile: tests/kwart.test
Writing output in: bug18.out
Algorithm : IB2
Global metric : Value Difference, Prestored matrix
Deviant Feature Metrics:(none)
Size of value-matrix[1] = 17040 Bytes
Size of value-matrix[2] = 16520 Bytes
Size of value-matrix[3] = 16520 Bytes
Size of value-matrix[4] = 14520 Bytes
Size of value-matrix[5] = 7104 Bytes
Size of value-matrix[6] = 7104 Bytes
Size of value-matrix[7] = 7104 Bytes
Size of value-matrix[8] = 7104 Bytes
Total Size of value-matrices 93016 Bytes
Weighting : GainRatio
Feature 1 : 0.052266449514365
Feature 2 : 0.092487125653166
Feature 3 : 0.062699527704642
Feature 4 : 0.028438925732381
Feature 5 : 0.053925165988491
Feature 6 : 0.185198463671305
Feature 7 : 0.072315399807409
Feature 8 : 0.010872317130899
Tested: 1 @ Tue Aug 2 12:02:00 2022
Tested: 2 @ Tue Aug 2 12:02:00 2022
Tested: 3 @ Tue Aug 2 12:02:00 2022
Tested: 4 @ Tue Aug 2 12:02:00 2022
Tested: 5 @ Tue Aug 2 12:02:00 2022
Tested: 6 @ Tue Aug 2 12:02:00 2022
Tested: 7 @ Tue Aug 2 12:02:00 2022
Tested: 8 @ Tue Aug 2 12:02:00 2022
Tested: 9 @ Tue Aug 2 12:02:00 2022
Tested: 10 @ Tue Aug 2 12:02:00 2022
Tested: 100 @ Tue Aug 2 12:02:00 2022
Tested: 1000 @ Tue Aug 2 12:02:00 2022
Tested: 10000 @ Tue Aug 2 12:02:03 2022
Ready: 10000 @ Tue Aug 2 12:02:03 2022
Seconds taken: 2.7465 (3641.03 p/s)
overall accuracy: 0.933800 (9338/10000), of which 273 exact matches
There were 9 ties of which 8 (88.89%) were correctly resolved
539c539
< KOMMA,officer,financial,chief,KOMMA,NN,JJ,JJ,I,I { I 1.00000 } 0.0073288573166342
---
> KOMMA,officer,financial,chief,KOMMA,NN,JJ,JJ,I,I { I 1.00000 } 0.0073288573166341
947c947
< success,a,be,would,NN,DT,VB,MD,I,I { I 1.00000 } 0.030174880374301
---
> success,a,be,would,NN,DT,VB,MD,I,I { I 1.00000 } 0.030174880374300
966c966
< free,--,Skies,Friendly,JJ,:,NNPS,NNP,O,O { O 1.00000 } 0.10117986430217
---
> free,--,Skies,Friendly,JJ,:,NNPS,NNP,O,O { O 1.00000 } 0.10117986430216
1250c1250
< strong,by,bolstered,KOMMA,JJ,IN,VBN,KOMMA,O,O { O 1.00000 } 0.0099319088570230
---
> strong,by,bolstered,KOMMA,JJ,IN,VBN,KOMMA,O,O { O 1.00000 } 0.0099319088570229
1319c1319
< with,industry,the,lead,IN,NN,DT,VB,I,I { I 1.00000 } 0.0028676167000836
---
> with,industry,the,lead,IN,NN,DT,VB,I,I { I 1.00000 } 0.0028676167000835
1390c1390
< 's,Merck,KOMMA,Mevacor,POS,NNP,KOMMA,NNP,I,I { I 1.00000 } 0.044950075666008
---
> 's,Merck,KOMMA,Mevacor,POS,NNP,KOMMA,NNP,I,I { I 1.00000 } 0.044950075666007
2129c2129
< products,household,'s,Colgate,NNS,NN,POS,NNP,I,I { I 1.00000 } 0.0080320070928447
---
> products,household,'s,Colgate,NNS,NN,POS,NNP,I,I { I 1.00000 } 0.0080320070928446
2264,2265c2264,2265
< -RCB-,PUNT,UPUNTSPUNT,-LCB-,),PUNT,NNP,(,I,I { I 1.00000 } 0.016609666302271
< results,-RCB-,PUNT,UPUNTSPUNT,NNS,),PUNT,NNP,I,O { O 1.00000 } 0.024058715601345
---
> -RCB-,PUNT,UPUNTSPUNT,-LCB-,),PUNT,NNP,(,I,I { I 1.00000 } 0.016609666302270
> results,-RCB-,PUNT,UPUNTSPUNT,NNS,),PUNT,NNP,I,O { O 1.00000 } 0.024058715601344
2339c2339
< to,seats,of,number,TO,NNS,IN,NN,I,I { I 1.00000 } 0.0086657596974114
---
> to,seats,of,number,TO,NNS,IN,NN,I,I { I 1.00000 } 0.0086657596974113
2507c2507
< he,KOMMA,least,at,PRP,KOMMA,JJS,IN,O,O { O 1.00000 } 0.025654921116168
---
> he,KOMMA,least,at,PRP,KOMMA,JJS,IN,O,O { O 1.00000 } 0.025654921116167
2833c2833
< the,both,in,ingrained,DT,DT,IN,JJ,O,O { O 1.00000 } 0.062491698484280
---
> the,both,in,ingrained,DT,DT,IN,JJ,O,O { O 1.00000 } 0.062491698484279
2872c2872
< a,such,Is,PUNT,DT,JJ,VBZ,PUNT,I,O { O 1.00000 } 0.050546717176767
---
> a,such,Is,PUNT,DT,JJ,VBZ,PUNT,I,O { O 1.00000 } 0.050546717176766
2876c2876
< In,?,?,justified,IN,PUNT,PUNT,VBN,O,O { O 1.00000 } 0.036603015937349
---
> In,?,?,justified,IN,PUNT,PUNT,VBN,O,O { O 1.00000 } 0.036603015937348
2903c2903
< ice,last,the,ago,NN,JJ,DT,RB,I,I { I 1.00000 } 0.069453113797909
---
> ice,last,the,ago,NN,JJ,DT,RB,I,I { I 1.00000 } 0.069453113797908
2934c2934
< blame,would,nobody,--,VB,MD,NN,:,O,O { O 1.00000 } 0.0053001176477766
---
> blame,would,nobody,--,VB,MD,NN,:,O,O { O 1.00000 } 0.0053001176477765
2947c2947
< in,around,scratching,and,IN,IN,VBG,CC,O,I { I 1.00000 } 0.078622004441309
---
> in,around,scratching,and,IN,IN,VBG,CC,O,I { I 1.00000 } 0.078622004441308
3052c3052
< restructure,to,plans,Service,VB,TO,VBZ,NNP,O,O { O 1.00000 } 0.018044213468306
---
> restructure,to,plans,Service,VB,TO,VBZ,NNP,O,O { O 1.00000 } 0.018044213468305
3135c3135
< KOMMA,officer,financial,chief,KOMMA,NN,JJ,JJ,I,I { I 1.00000 } 0.0073288573166342
---
> KOMMA,officer,financial,chief,KOMMA,NN,JJ,JJ,I,I { I 1.00000 } 0.0073288573166341
3726c3726
< dealt,be,to,enemies,VBN,VB,TO,NNS,O,O { O 1.00000 } 0.081088492125779
---
> dealt,be,to,enemies,VBN,VB,TO,NNS,O,O { O 1.00000 } 0.081088492125778
3843c3843
< 's,Panama,of,crucible,POS,NNP,IN,NN,I,I { I 1.00000 } 0.033844871345537
---
> 's,Panama,of,crucible,POS,NNP,IN,NN,I,I { I 1.00000 } 0.033844871345536
4058c4058
< UPUNTSPUNT,The,:,necessity,NNP,DT,:,NN,I,I { I 1.00000 } 0.044110550788566
---
> UPUNTSPUNT,The,:,necessity,NNP,DT,:,NN,I,I { I 1.00000 } 0.044110550788565
4212c4212
< 's,Noriega,MrPUNT,KOMMA,POS,NNP,NNP,KOMMA,I,I { I 1.00000 } 0.0059223325652766
---
> 's,Noriega,MrPUNT,KOMMA,POS,NNP,NNP,KOMMA,I,I { I 1.00000 } 0.0059223325652765
4359c4359
< stomach,little,and,span,NN,JJ,CC,NN,I,I { I 1.00000 } 0.081088492125779
---
> stomach,little,and,span,NN,JJ,CC,NN,I,I { I 1.00000 } 0.081088492125778
5280c5280
< American,Some,'','',JJ,DT,'','',I,I { I 4.00000 } 0.015159887269019
---
> American,Some,'','',JJ,DT,'','',I,I { I 4.00000 } 0.015159887269018
5319c5319
< support,critical,the,Torrijos,NN,JJ,DT,NNP,I,I { I 1.00000 } 0.029549516766459
---
> support,critical,the,Torrijos,NN,JJ,DT,NNP,I,I { I 1.00000 } 0.029549516766458
5639c5639
< discovered,services,intelligence,UPUNTSPUNT,VBN,NNS,NN,NNP,I,I { I 1.00000 } 0.026527436881794
---
> discovered,services,intelligence,UPUNTSPUNT,VBN,NNS,NN,NNP,I,I { I 1.00000 } 0.026527436881793
5645c5645
< recordings,buying,been,had,NNS,VBG,VBN,VBD,O,O { O 1.00000 } 0.081628425396789
---
> recordings,buying,been,had,NNS,VBG,VBN,VBD,O,O { O 1.00000 } 0.081628425396788
5938c5938
< as,charges,gun-running,the,RB,NNS,JJ,DT,I,I { I 1.00000 } 0.084494302221857
---
> as,charges,gun-running,the,RB,NNS,JJ,DT,I,I { I 1.00000 } 0.084494302221856
5990c5990
< a,received,officials,UPUNTSPUNT,DT,VBD,NNS,NNP,O,O { O 1.00000 } 0.0082059615720669
---
> a,received,officials,UPUNTSPUNT,DT,VBD,NNS,NNP,O,O { O 1.00000 } 0.0082059615720668
6197c6197
< MrPUNT,from,prodding,After,NNP,IN,VBG,IN,O,O { O 1.00000 } 0.075979758257702
---
> MrPUNT,from,prodding,After,NNP,IN,VBG,IN,O,O { O 1.00000 } 0.075979758257701
6212c6212
< let,to,Washington,in,VB,TO,NNP,IN,O,O { O 1.00000 } 0.0084570804666134
---
> let,to,Washington,in,VB,TO,NNP,IN,O,O { O 1.00000 } 0.0084570804666133
6717c6717
< serious,KOMMA,quiet,``,JJ,KOMMA,JJ,``,I,I { I 1.00000 } 0.0072184430604744
---
> serious,KOMMA,quiet,``,JJ,KOMMA,JJ,``,I,I { I 1.00000 } 0.0072184430604743
6932c6932
< ousted,then,He,PUNT,VBD,RB,PRP,PUNT,O,O { O 1.00000 } 0.033797937427613
---
> ousted,then,He,PUNT,VBD,RB,PRP,PUNT,O,O { O 1.00000 } 0.033797937427612
7044c7044
< -RCB-,PUNT,UPUNTSPUNT,-LCB-,),PUNT,NNP,(,I,I { I 1.00000 } 0.016609666302271
---
> -RCB-,PUNT,UPUNTSPUNT,-LCB-,),PUNT,NNP,(,I,I { I 1.00000 } 0.016609666302270
7298c7298
< During,PUNT,PUNT,1988,IN,PUNT,PUNT,CD,O,O { O 1.00000 } 0.0013285310287861
---
> During,PUNT,PUNT,1988,IN,PUNT,PUNT,CD,O,O { O 1.00000 } 0.0013285310287860
7327c7327
< Americans,the,how,plaintively,NNPS,DT,WRB,RB,I,I { I 1.00000 } 0.047326833935289
---
> Americans,the,how,plaintively,NNPS,DT,WRB,RB,I,I { I 1.00000 } 0.047326833935288
7527c7527
< earnings,actual,when,company,NNS,JJ,WRB,NN,I,I { I 1.00000 } 0.0097464825654465
---
> earnings,actual,when,company,NNS,JJ,WRB,NN,I,I { I 1.00000 } 0.0097464825654464
7586c7586
< rate,annual,PROCENT,3PUNT3,NN,JJ,NN,CD,I,I { I 1.00000 } 0.029732071913045
---
> rate,annual,PROCENT,3PUNT3,NN,JJ,NN,CD,I,I { I 1.00000 } 0.029732071913044
7700c7700
< industry,UPUNTSPUNT,said,also,NN,NNP,VBD,RB,I,I { I 1.00000 } 0.0093205061508033
---
> industry,UPUNTSPUNT,said,also,NN,NNP,VBD,RB,I,I { I 1.00000 } 0.0093205061508032
7837c7837
< Some,PUNT,PUNT,PROCENT,DT,PUNT,PUNT,NN,O,O { O 1.00000 } 0.0015693147715058
---
> Some,PUNT,PUNT,PROCENT,DT,PUNT,PUNT,NN,O,O { O 1.00000 } 0.0015693147715057
8270c8270
< PROCENT,8PUNT9,--,steep,NN,CD,:,JJ,I,I { I 1.00000 } 0.038417649278913
---
> PROCENT,8PUNT9,--,steep,NN,CD,:,JJ,I,I { I 1.00000 } 0.038417649278912
8438c8438
< continued,a,on,depends,VBN,DT,IN,VBZ,I,I { I 1.00000 } 0.029723041541185
---
> continued,a,on,depends,VBN,DT,IN,VBZ,I,I { I 1.00000 } 0.029723041541184
8542c8542
< of,promotion,for,year,IN,NN,IN,NN,I,I { I 1.00000 } 0.0061322803588881
---
> of,promotion,for,year,IN,NN,IN,NN,I,I { I 1.00000 } 0.0061322803588880
8909c8909
< KOMMA,market,over-the-counter,Nasdaq,KOMMA,NN,JJ,NNP,I,I { I 2.00000 } 0.0084380182584232
---
> KOMMA,market,over-the-counter,Nasdaq,KOMMA,NN,JJ,NNP,I,I { I 2.00000 } 0.0084380182584231
8964c8964
< recent,the,during,cheap,JJ,DT,IN,NN,I,I { I 1.00000 } 0.0076096538061886
---
> recent,the,during,cheap,JJ,DT,IN,NN,I,I { I 1.00000 } 0.0076096538061885
9374c9374
< as,traded,KOMMA,1\/2,RB,VBD,KOMMA,CD,O,I { I 1.00000 } 0.039931627218231
---
> as,traded,KOMMA,1\/2,RB,VBD,KOMMA,CD,O,I { I 1.00000 } 0.039931627218230
9690c9690
< improved,earnings,third-quarter,that,VBN,NNS,JJ,IN,I,I { I 1.00000 } 0.021383493385047
---
> improved,earnings,third-quarter,that,VBN,NNS,JJ,IN,I,I { I 1.00000 } 0.021383493385046