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bug21.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 12:02:03 2022
Examine datafile 'tests/dimin.train' gave the following results:
Number of Features: 12
InputFormat : C4.5
Phase 1: Reading Datafile: tests/dimin.train
Start: 0 @ Tue Aug 2 12:02:03 2022
Finished: 2999 @ Tue Aug 2 12:02:03 2022
Calculating Entropy Tue Aug 2 12:02:03 2022
Lines of data : 2999
DB Entropy : 1.6178929
Number of Classes : 5
Feats Vals X-square Variance InfoGain GainRatio
1 3 128.41828 0.021410184 0.030971064 0.024891536
2 50 364.75812 0.030406645 0.060860038 0.027552191
3 19 212.29804 0.017697402 0.039562857 0.018676787
4 37 449.83823 0.037499019 0.052541227 0.052620750
5 3 288.87218 0.048161417 0.074523225 0.047699231
6 61 415.64113 0.034648310 0.10604433 0.024471911
7 20 501.33465 0.041791818 0.12348668 0.034953203
8 69 367.66021 0.030648567 0.097198760 0.043983864
9 2 169.36962 0.056475363 0.045752381 0.046816705
10 64 914.61906 0.076243669 0.21388759 0.042844587
11 18 2807.0418 0.23399815 0.66970458 0.18507018
12 43 7160.3682 0.59689631 1.2780762 0.32537181
Preparation took 0 seconds, 14 milliseconds and 975 microseconds
Saving Weights in tests/dimin.wgt
Saving Probability Arrays in tests/dimin.prob
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 12:02:03 2022
Examine datafile 'tests/dimin.train' gave the following results:
Number of Features: 12
InputFormat : C4.5
Phase 1: Reading Datafile: tests/dimin.train
Start: 0 @ Tue Aug 2 12:02:03 2022
Finished: 2999 @ Tue Aug 2 12:02:03 2022
Calculating Entropy Tue Aug 2 12:02:03 2022
Lines of data : 2999
DB Entropy : 1.6178929
Number of Classes : 5
Feats Vals InfoGain GainRatio
1 3 0.030971064 0.024891536
2 50 0.060860038 0.027552191
3 19 0.039562857 0.018676787
4 37 0.052541227 0.052620750
5 3 0.074523225 0.047699231
6 61 0.10604433 0.024471911
7 20 0.12348668 0.034953203
8 69 0.097198760 0.043983864
9 2 0.045752381 0.046816705
10 64 0.21388759 0.042844587
11 18 0.66970458 0.18507018
12 43 1.2780762 0.32537181
Preparation took 0 seconds, 13 milliseconds and 705 microseconds
Reading weights from tests/dimin.wgt
Calculated weights replaced by:
Feature 1 : 0.02489153561762
Feature 2 : 0.0275521913217519
Feature 3 : 0.0186767871825241
Feature 4 : 0.0526207502827795
Feature 5 : 0.0476992307522364
Feature 6 : 0.0244719107537514
Feature 7 : 0.0349532034130508
Feature 8 : 0.0439838644377128
Feature 9 : 0.0468167047455071
Feature 10 : 0.0428445870345557
Feature 11 : 0.185070180760327
Feature 12 : 0.325371814230901
Feature Permutation based on weightfile :
< 9, 5, 11, 1, 12, 7, 4, 3, 10, 8, 2, 6 >
Phase 2: Building multi index on Datafile: tests/dimin.train
Start: 0 @ Tue Aug 2 12:02:03 2022
Finished: 2999 @ Tue Aug 2 12:02:03 2022
Phase 3: Learning from Datafile: tests/dimin.train
Start: 0 @ Tue Aug 2 12:02:03 2022
Finished: 2999 @ Tue Aug 2 12:02:03 2022
Size of InstanceBase = 19231 Nodes, (769240 bytes), 49.77 % compression
Learning took 0 seconds, 32 milliseconds and 381 microseconds
Reading weights from tests/dimin.wgt
Starting to test using Leave One Out
Writing output in: bug21.out1
Algorithm : LOO
Global metric : Value Difference, Prestored matrix
Deviant Feature Metrics:(none)
Size of value-matrix[1] = 168 Bytes
Size of value-matrix[2] = 968 Bytes
Size of value-matrix[3] = 968 Bytes
Size of value-matrix[4] = 168 Bytes
Size of value-matrix[5] = 168 Bytes
Size of value-matrix[6] = 1904 Bytes
Size of value-matrix[7] = 1904 Bytes
Size of value-matrix[8] = 504 Bytes
Size of value-matrix[9] = 104 Bytes
Size of value-matrix[10] = 2904 Bytes
Size of value-matrix[11] = 1728 Bytes
Size of value-matrix[12] = 1248 Bytes
Total Size of value-matrices 12736 Bytes
Weighting : User Defined (tests/dimin.wgt)
Feature 1 : 0.024891535617620
Feature 2 : 0.027552191321752
Feature 3 : 0.018676787182524
Feature 4 : 0.052620750282780
Feature 5 : 0.047699230752236
Feature 6 : 0.024471910753751
Feature 7 : 0.034953203413051
Feature 8 : 0.043983864437713
Feature 9 : 0.046816704745507
Feature 10 : 0.042844587034556
Feature 11 : 0.185070180760327
Feature 12 : 0.325371814230901
Tested: 1 @ Tue Aug 2 12:02:03 2022
Tested: 2 @ Tue Aug 2 12:02:03 2022
Tested: 3 @ Tue Aug 2 12:02:03 2022
Tested: 4 @ Tue Aug 2 12:02:03 2022
Tested: 5 @ Tue Aug 2 12:02:03 2022
Tested: 6 @ Tue Aug 2 12:02:03 2022
Tested: 7 @ Tue Aug 2 12:02:03 2022
Tested: 8 @ Tue Aug 2 12:02:03 2022
Tested: 9 @ Tue Aug 2 12:02:03 2022
Tested: 10 @ Tue Aug 2 12:02:03 2022
Tested: 100 @ Tue Aug 2 12:02:03 2022
Tested: 1000 @ Tue Aug 2 12:02:03 2022
Ready: 2999 @ Tue Aug 2 12:02:04 2022
Seconds taken: 0.8447 (3550.21 p/s)
overall accuracy: 0.974992 (2924/2999), of which 193 exact matches
There were 22 ties of which 19 (86.36%) were correctly resolved
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< =,=,=,=,+,kn,|,=,-,z,I,N,K,K { E 1.00000, K 2.00000 } 0.0099379743980016
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< +,l,I,mf,-,l,I,=,-,x,a,m,P,P { P 3.00000 } 0.061472948510027
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2912c2912
< =,=,=,=,+,s,I,n,-,t,@,l,T,T { T 3.00000 } 0.0058823554389093
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2924c2924
< =,=,=,=,+,kl,O,g,-,d,i,r,T,T { T 3.00000 } 0.0059128823442215
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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 12:02:04 2022
Examine datafile 'tests/dimin.train' gave the following results:
Number of Features: 12
InputFormat : C4.5
Phase 1: Reading Datafile: tests/dimin.train
Start: 0 @ Tue Aug 2 12:02:04 2022
Finished: 2999 @ Tue Aug 2 12:02:04 2022
Calculating Entropy Tue Aug 2 12:02:04 2022
Lines of data : 2999
DB Entropy : 1.6178929
Number of Classes : 5
Feats Vals InfoGain GainRatio
1 3 0.030971064 0.024891536
2 50 0.060860038 0.027552191
3 19 0.039562857 0.018676787
4 37 0.052541227 0.052620750
5 3 0.074523225 0.047699231
6 61 0.10604433 0.024471911
7 20 0.12348668 0.034953203
8 69 0.097198760 0.043983864
9 2 0.045752381 0.046816705
10 64 0.21388759 0.042844587
11 18 0.66970458 0.18507018
12 43 1.2780762 0.32537181
Preparation took 0 seconds, 13 milliseconds and 521 microseconds
Feature Permutation based on GainRatio/Values :
< 9, 5, 11, 1, 12, 7, 4, 3, 10, 8, 2, 6 >
Phase 2: Building multi index on Datafile: tests/dimin.train
Start: 0 @ Tue Aug 2 12:02:04 2022
Finished: 2999 @ Tue Aug 2 12:02:04 2022
Phase 3: Learning from Datafile: tests/dimin.train
Start: 0 @ Tue Aug 2 12:02:04 2022
Finished: 2999 @ Tue Aug 2 12:02:04 2022
Size of InstanceBase = 19231 Nodes, (769240 bytes), 49.77 % compression
Learning took 0 seconds, 32 milliseconds and 907 microseconds
Reading Probability Arrays from tests/dimin.prob
Starting to test using Leave One Out
Writing output in: bug21.out2
Algorithm : LOO
Global metric : Value Difference, Prestored matrix
Deviant Feature Metrics:(none)
Size of value-matrix[1] = 168 Bytes
Size of value-matrix[2] = 968 Bytes
Size of value-matrix[3] = 968 Bytes
Size of value-matrix[4] = 168 Bytes
Size of value-matrix[5] = 168 Bytes
Size of value-matrix[6] = 1904 Bytes
Size of value-matrix[7] = 1904 Bytes
Size of value-matrix[8] = 504 Bytes
Size of value-matrix[9] = 104 Bytes
Size of value-matrix[10] = 2904 Bytes
Size of value-matrix[11] = 1728 Bytes
Size of value-matrix[12] = 1248 Bytes
Total Size of value-matrices 12736 Bytes
Weighting : GainRatio
Feature 1 : 0.024891535617620
Feature 2 : 0.027552191321752
Feature 3 : 0.018676787182524
Feature 4 : 0.052620750282780
Feature 5 : 0.047699230752236
Feature 6 : 0.024471910753751
Feature 7 : 0.034953203413051
Feature 8 : 0.043983864437713
Feature 9 : 0.046816704745507
Feature 10 : 0.042844587034556
Feature 11 : 0.185070180760327
Feature 12 : 0.325371814230901
Tested: 1 @ Tue Aug 2 12:02:04 2022
Tested: 2 @ Tue Aug 2 12:02:04 2022
Tested: 3 @ Tue Aug 2 12:02:04 2022
Tested: 4 @ Tue Aug 2 12:02:04 2022
Tested: 5 @ Tue Aug 2 12:02:04 2022
Tested: 6 @ Tue Aug 2 12:02:04 2022
Tested: 7 @ Tue Aug 2 12:02:04 2022
Tested: 8 @ Tue Aug 2 12:02:04 2022
Tested: 9 @ Tue Aug 2 12:02:04 2022
Tested: 10 @ Tue Aug 2 12:02:04 2022
Tested: 100 @ Tue Aug 2 12:02:04 2022
Tested: 1000 @ Tue Aug 2 12:02:04 2022
Ready: 2999 @ Tue Aug 2 12:02:05 2022
Seconds taken: 0.8274 (3624.50 p/s)
overall accuracy: 0.975325 (2925/2999), of which 193 exact matches
There were 22 ties of which 19 (86.36%) were correctly resolved
1,2c1,2
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< =,=,=,=,-,fr,i,=,+,z,I,n,E,E { E 3.00000 } 0.0084646398529473
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< =,=,=,=,+,l,o,n,-,w,E,t,J,J { J 3.00000 } 0.016671344768581
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215c215
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---
> +,f,i,=,-,n,@,=,-,sp,L,t,J,J { J 3.00000 } 0.0095239939571238
232c232
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> -,p,a,=,-,n,a,=,+,s,e,=,T,T { T 3.00000 } 0.0079894215794829
269c269
< +,Gr,A,=,-,m,a,=,-,b,u,k,J,J { J 3.00000 } 0.031599992321415
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> +,Gr,A,=,-,m,a,=,-,b,u,k,J,J { J 3.00000 } 0.031599992321416
271c271
< =,=,=,=,=,=,=,=,+,b,I,nt,J,J { J 5.00000 } 0.0054814848000807
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> =,=,=,=,=,=,=,=,+,b,I,nt,J,J { J 5.00000 } 0.0054814848000808
281c281
< +,p,a,=,-,t,@,rs,-,f,A,t,J,J { J 3.00000 } 0.021130896678682
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> +,p,a,=,-,t,@,rs,-,f,A,t,J,J { J 3.00000 } 0.021130896678683
324c324
< =,=,=,=,+,n,a,=,-,G,@,l,T,T { T 3.00000 } 0.0051443716495462
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> =,=,=,=,+,n,a,=,-,G,@,l,T,T { T 3.00000 } 0.0051443716495463
328c328
< -,v,@,r,+,st,O,=,-,p,I,N,K,K { E 1.00000, K 3.00000 } 0.0050717305343897
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> -,v,@,r,+,st,O,=,-,p,I,N,K,K { E 1.00000, K 3.00000 } 0.0050717305343898
342c342
< =,=,=,=,=,=,=,=,+,b,O,l,E,E { E 3.00000 } 0.0049291388375404
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353c353
< =,=,=,=,+,m,A,s,-,k,@,r,T,T { T 3.00000 } 0.0053158415163543
---
> =,=,=,=,+,m,A,s,-,k,@,r,T,T { T 3.00000 } 0.0053158415163544
363c363
< =,=,=,=,+,b,O,rz,-,dr,A,Nk,J,J { J 3.00000 } 0.0098001724889175
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> =,=,=,=,+,b,O,rz,-,dr,A,Nk,J,J { J 3.00000 } 0.0098001724889176
388c388
< +,d,O,n,-,d,@,r,-,b,e,st,J,J { J 3.00000 } 0.022370507944337
---
> +,d,O,n,-,d,@,r,-,b,e,st,J,J { J 3.00000 } 0.022370507944338
399,400c399,400
< =,=,=,=,+,r,|,=,-,t,@,r,T,T { T 3.00000 } 0.00092942900659363
< =,=,=,=,+,b,L,=,-,t,@,n,T,T { T 3.00000 } 0.0086357173786738
---
> =,=,=,=,+,r,|,=,-,t,@,r,T,T { T 3.00000 } 0.00092942900659364
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