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Modified plots to be Critical Difference Diagrams #218 
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‎experimentation/mean_ranks/0.05_DecisionTreeClassifier.csv‎

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classifier_name,dataset_name,accuracy score
2+
DecisionTreeClassifier:base,BreastTissue.csv,0.31909090909090904
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DecisionTreeClassifier:base,Modeling.csv,0.24727272727272726
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DecisionTreeClassifier:base,SPECTF.csv,0.26090909090909087
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DecisionTreeClassifier:base,ThoraricSurgery.csv,0.2627272727272727
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DecisionTreeClassifier:base,blood-transfusion.csv,0.5718461538461539
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DecisionTreeClassifier:base,dermatology.csv,0.4976923076923077
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DecisionTreeClassifier:base,ecoli.csv,0.5567692307692307
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DecisionTreeClassifier:base,glass.csv,0.5283076923076923
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DecisionTreeClassifier:base,imageSegmentation.csv,0.525
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DecisionTreeClassifier:base,indian-liver.csv,0.375
12+
DecisionTreeClassifier:base,ionosphere.csv,0.5972222222222222
13+
DecisionTreeClassifier:base,letter-recognition.csv,0.5125
14+
DecisionTreeClassifier:base,liver.csv,0.6936170212765957
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DecisionTreeClassifier:base,pendigits.csv,0.7659574468085106
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DecisionTreeClassifier:base,satimage.csv,0.7489361702127659
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DecisionTreeClassifier:base,sonar.csv,0.7659574468085106
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DecisionTreeClassifier:base,wholesaleCustomers.csv,0.6938918918918919
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DecisionTreeClassifier:base,wifi-localization.csv,0.7137837837837837
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DecisionTreeClassifier:ENANE,BreastTissue.csv,0.6805765765765766
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DecisionTreeClassifier:ENANE,Modeling.csv,0.6578738738738739
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DecisionTreeClassifier:ENANE,SPECTF.csv,0.07087087087087084
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DecisionTreeClassifier:ENANE,ThoraricSurgery.csv,0.035735735735735706
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DecisionTreeClassifier:ENANE,blood-transfusion.csv,0.04677177177177174
25+
DecisionTreeClassifier:ENANE,dermatology.csv,0.01899399399399397
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DecisionTreeClassifier:ENANE,ecoli.csv,0.1137254901960784
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DecisionTreeClassifier:ENANE,glass.csv,0.10677361853832439
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DecisionTreeClassifier:ENANE,imageSegmentation.csv,0.07406417112299463
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DecisionTreeClassifier:ENANE,indian-liver.csv,0.10401069518716573
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DecisionTreeClassifier:ENANE,ionosphere.csv,0.11233766233766229
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DecisionTreeClassifier:ENANE,letter-recognition.csv,0.13658008658008652
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DecisionTreeClassifier:ENANE,liver.csv,0.16904761904761897
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DecisionTreeClassifier:ENANE,pendigits.csv,0.13549783549783545
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DecisionTreeClassifier:ENANE,satimage.csv,0.29999999999999993
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DecisionTreeClassifier:ENANE,sonar.csv,0.21904761904761902
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DecisionTreeClassifier:ENANE,wholesaleCustomers.csv,0.29047619047619044
37+
DecisionTreeClassifier:ENANE,wifi-localization.csv,0.20476190476190476
38+
DecisionTreeClassifier:LSSm,BreastTissue.csv,0.174926943308007
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DecisionTreeClassifier:LSSm,Modeling.csv,0.1873173582700175
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DecisionTreeClassifier:LSSm,SPECTF.csv,0.20876680303915837
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DecisionTreeClassifier:LSSm,ThoraricSurgery.csv,0.19549970777323203
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DecisionTreeClassifier:LSSm,blood-transfusion.csv,0.7148412698412698
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DecisionTreeClassifier:LSSm,dermatology.csv,0.7018253968253968
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DecisionTreeClassifier:LSSm,ecoli.csv,0.7548412698412699
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DecisionTreeClassifier:LSSm,glass.csv,0.7322222222222223
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DecisionTreeClassifier:LSSm,imageSegmentation.csv,0.31710000000000005
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DecisionTreeClassifier:LSSm,indian-liver.csv,0.31625000000000003
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DecisionTreeClassifier:LSSm,ionosphere.csv,0.31074999999999997
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DecisionTreeClassifier:LSSm,letter-recognition.csv,0.31745
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DecisionTreeClassifier:LSSm,liver.csv,0.2290756302521008
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DecisionTreeClassifier:LSSm,pendigits.csv,0.20554621848739493
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DecisionTreeClassifier:LSSm,satimage.csv,0.2110084033613445
53+
DecisionTreeClassifier:LSSm,sonar.csv,0.23470588235294115
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DecisionTreeClassifier:LSSm,wholesaleCustomers.csv,0.7994362260792167
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DecisionTreeClassifier:LSSm,wifi-localization.csv,0.8011770360480641
56+
DecisionTreeClassifier:ENN,BreastTissue.csv,0.8103814864263462
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DecisionTreeClassifier:ENN,Modeling.csv,0.8018365821094793
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DecisionTreeClassifier:ENN,SPECTF.csv,0.04276827371695175
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DecisionTreeClassifier:ENN,ThoraricSurgery.csv,0.044945567651632934
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DecisionTreeClassifier:ENN,blood-transfusion.csv,0.040435458786936204
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DecisionTreeClassifier:ENN,dermatology.csv,0.04090202177293931
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DecisionTreeClassifier:ENN,ecoli.csv,0.5828571428571429
63+
DecisionTreeClassifier:ENN,glass.csv,0.5623809523809523
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DecisionTreeClassifier:ENN,imageSegmentation.csv,0.6542857142857142
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DecisionTreeClassifier:ENN,indian-liver.csv,0.6002380952380952
66+
DecisionTreeClassifier:ENN,ionosphere.csv,0.07045454545454544
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DecisionTreeClassifier:ENN,letter-recognition.csv,0.09318181818181814
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DecisionTreeClassifier:ENN,liver.csv,0.09090909090909087
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DecisionTreeClassifier:ENN,pendigits.csv,0.06363636363636359
70+
DecisionTreeClassifier:ENN,satimage.csv,0.0475
71+
DecisionTreeClassifier:ENN,sonar.csv,0.044
72+
DecisionTreeClassifier:ENN,wholesaleCustomers.csv,0.06
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DecisionTreeClassifier:ENN,wifi-localization.csv,0.0445

‎experimentation/mean_ranks/0.05_GaussianNB.csv‎

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classifier_name,dataset_name,accuracy score
2+
GaussianNB:base,BreastTissue.csv,0.24636363636363634
3+
GaussianNB:base,Modeling.csv,0.22545454545454544
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GaussianNB:base,SPECTF.csv,0.1709090909090909
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GaussianNB:base,ThoraricSurgery.csv,0.19727272727272727
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GaussianNB:base,blood-transfusion.csv,0.5293846153846153
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GaussianNB:base,dermatology.csv,0.4478461538461539
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GaussianNB:base,ecoli.csv,0.46415384615384614
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GaussianNB:base,glass.csv,0.4035384615384615
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GaussianNB:base,imageSegmentation.csv,0.5125
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GaussianNB:base,indian-liver.csv,0.5
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GaussianNB:base,ionosphere.csv,0.4875
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GaussianNB:base,letter-recognition.csv,0.5
14+
GaussianNB:base,liver.csv,0.5255319148936171
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GaussianNB:base,pendigits.csv,0.5765957446808511
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GaussianNB:base,satimage.csv,0.6127659574468085
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GaussianNB:base,sonar.csv,0.5085106382978724
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GaussianNB:base,wholesaleCustomers.csv,0.6951711711711711
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GaussianNB:base,wifi-localization.csv,0.7044144144144144
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GaussianNB:ENANE,BreastTissue.csv,0.7325405405405405
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GaussianNB:ENANE,Modeling.csv,0.7005225225225226
22+
GaussianNB:ENANE,SPECTF.csv,0.02477477477477475
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GaussianNB:ENANE,ThoraricSurgery.csv,0.02980480480480478
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GaussianNB:ENANE,blood-transfusion.csv,0.02762762762762761
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GaussianNB:ENANE,dermatology.csv,0.035660660660660634
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GaussianNB:ENANE,ecoli.csv,0.05044563279857396
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GaussianNB:ENANE,glass.csv,0.12433155080213902
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GaussianNB:ENANE,imageSegmentation.csv,0.02388591800356504
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GaussianNB:ENANE,indian-liver.csv,0.008912655971479489
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GaussianNB:ENANE,ionosphere.csv,0.18636363636363634
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GaussianNB:ENANE,letter-recognition.csv,0.13030303030303028
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GaussianNB:ENANE,liver.csv,0.1409090909090909
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GaussianNB:ENANE,pendigits.csv,0.14090909090909087
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GaussianNB:ENANE,satimage.csv,0.219047619047619
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GaussianNB:ENANE,sonar.csv,0.1904761904761904
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GaussianNB:ENANE,wholesaleCustomers.csv,0.1904761904761904
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GaussianNB:ENANE,wifi-localization.csv,0.19999999999999996
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GaussianNB:LSSm,BreastTissue.csv,0.3664815897136178
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GaussianNB:LSSm,Modeling.csv,0.39593804792518994
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GaussianNB:LSSm,SPECTF.csv,0.4374926943308006
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GaussianNB:LSSm,ThoraricSurgery.csv,0.3601110461718293
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GaussianNB:LSSm,blood-transfusion.csv,0.6954761904761905
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GaussianNB:LSSm,dermatology.csv,0.7124603174603175
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GaussianNB:LSSm,ecoli.csv,0.6923015873015873
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GaussianNB:LSSm,glass.csv,0.704047619047619
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GaussianNB:LSSm,imageSegmentation.csv,0.21070000000000003
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GaussianNB:LSSm,indian-liver.csv,0.2049
48+
GaussianNB:LSSm,ionosphere.csv,0.20139999999999997
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GaussianNB:LSSm,letter-recognition.csv,0.20350000000000001
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GaussianNB:LSSm,liver.csv,0.2580672268907563
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GaussianNB:LSSm,pendigits.csv,0.18504201680672266
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GaussianNB:LSSm,satimage.csv,0.2399159663865546
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GaussianNB:LSSm,sonar.csv,0.2173109243697479
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GaussianNB:LSSm,wholesaleCustomers.csv,0.7188348909657322
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GaussianNB:LSSm,wifi-localization.csv,0.7481965287049399
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GaussianNB:ENN,BreastTissue.csv,0.7499400089007565
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GaussianNB:ENN,Modeling.csv,0.7321846016911437
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GaussianNB:ENN,SPECTF.csv,0.03483670295489888
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GaussianNB:ENN,ThoraricSurgery.csv,0.03483670295489888
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GaussianNB:ENN,blood-transfusion.csv,0.03250388802488333
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GaussianNB:ENN,dermatology.csv,0.03374805598755829
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GaussianNB:ENN,ecoli.csv,0.5764285714285714
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GaussianNB:ENN,glass.csv,0.5914285714285714
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GaussianNB:ENN,imageSegmentation.csv,0.5521428571428572
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GaussianNB:ENN,indian-liver.csv,0.5769047619047619
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GaussianNB:ENN,ionosphere.csv,0.2045454545454545
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GaussianNB:ENN,letter-recognition.csv,0.14090909090909087
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GaussianNB:ENN,liver.csv,0.10909090909090906
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GaussianNB:ENN,pendigits.csv,0.16136363636363632
70+
GaussianNB:ENN,satimage.csv,0.033
71+
GaussianNB:ENN,sonar.csv,0.037
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GaussianNB:ENN,wholesaleCustomers.csv,0.0335
73+
GaussianNB:ENN,wifi-localization.csv,0.037

‎experimentation/mean_ranks/0.05_KNeighborsClassifier.csv‎

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classifier_name,dataset_name,accuracy score
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KNeighborsClassifier:base,BreastTissue.csv,0.2627272727272727
3+
KNeighborsClassifier:base,Modeling.csv,0.33090909090909093
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KNeighborsClassifier:base,SPECTF.csv,0.21818181818181817
5+
KNeighborsClassifier:base,ThoraricSurgery.csv,0.2
6+
KNeighborsClassifier:base,blood-transfusion.csv,0.587076923076923
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KNeighborsClassifier:base,dermatology.csv,0.5878461538461538
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KNeighborsClassifier:base,ecoli.csv,0.4907692307692308
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KNeighborsClassifier:base,glass.csv,0.4890769230769231
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KNeighborsClassifier:base,imageSegmentation.csv,0.5
11+
KNeighborsClassifier:base,indian-liver.csv,0.5
12+
KNeighborsClassifier:base,ionosphere.csv,0.5
13+
KNeighborsClassifier:base,letter-recognition.csv,0.5125
14+
KNeighborsClassifier:base,liver.csv,0.8
15+
KNeighborsClassifier:base,pendigits.csv,0.8446808510638298
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KNeighborsClassifier:base,satimage.csv,0.8226950354609929
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KNeighborsClassifier:base,sonar.csv,0.7851063829787235
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KNeighborsClassifier:base,wholesaleCustomers.csv,0.7312252252252252
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KNeighborsClassifier:base,wifi-localization.csv,0.761981981981982
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KNeighborsClassifier:ENANE,BreastTissue.csv,0.7190810810810812
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KNeighborsClassifier:ENANE,Modeling.csv,0.7378018018018018
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KNeighborsClassifier:ENANE,SPECTF.csv,0.06336336336336335
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KNeighborsClassifier:ENANE,ThoraricSurgery.csv,0.03828828828828828
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KNeighborsClassifier:ENANE,blood-transfusion.csv,0.040615615615615594
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KNeighborsClassifier:ENANE,dermatology.csv,0.00548048048048047
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KNeighborsClassifier:ENANE,ecoli.csv,0.026916221033868086
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KNeighborsClassifier:ENANE,glass.csv,0.14999999999999997
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KNeighborsClassifier:ENANE,imageSegmentation.csv,0.04777183600713011
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KNeighborsClassifier:ENANE,indian-liver.csv,0.08529411764705878
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KNeighborsClassifier:ENANE,ionosphere.csv,0.12987012987012983
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KNeighborsClassifier:ENANE,letter-recognition.csv,0.07878787878787877
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KNeighborsClassifier:ENANE,liver.csv,0.10822510822510818
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KNeighborsClassifier:ENANE,pendigits.csv,0.12207792207792205
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KNeighborsClassifier:ENANE,satimage.csv,0.18095238095238092
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KNeighborsClassifier:ENANE,sonar.csv,0.21904761904761902
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KNeighborsClassifier:ENANE,wholesaleCustomers.csv,0.28095238095238095
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KNeighborsClassifier:ENANE,wifi-localization.csv,0.2952380952380952
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KNeighborsClassifier:LSSm,BreastTissue.csv,0.16277030976037404
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KNeighborsClassifier:LSSm,Modeling.csv,0.18535943892460546
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KNeighborsClassifier:LSSm,SPECTF.csv,0.1645236703682057
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KNeighborsClassifier:LSSm,ThoraricSurgery.csv,0.15958503798947982
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KNeighborsClassifier:LSSm,blood-transfusion.csv,0.661031746031746
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KNeighborsClassifier:LSSm,dermatology.csv,0.6296031746031746
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KNeighborsClassifier:LSSm,ecoli.csv,0.7353174603174603
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KNeighborsClassifier:LSSm,glass.csv,0.7495238095238095
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KNeighborsClassifier:LSSm,imageSegmentation.csv,0.29095
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KNeighborsClassifier:LSSm,indian-liver.csv,0.2945
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KNeighborsClassifier:LSSm,ionosphere.csv,0.28825
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KNeighborsClassifier:LSSm,letter-recognition.csv,0.29564999999999997
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KNeighborsClassifier:LSSm,liver.csv,0.2642857142857143
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KNeighborsClassifier:LSSm,pendigits.csv,0.21512605042016805
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KNeighborsClassifier:LSSm,satimage.csv,0.20302521008403357
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KNeighborsClassifier:LSSm,sonar.csv,0.20008403361344534
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KNeighborsClassifier:LSSm,wholesaleCustomers.csv,0.9116639074321317
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KNeighborsClassifier:LSSm,wifi-localization.csv,0.9115323542501113
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KNeighborsClassifier:ENN,BreastTissue.csv,0.9109961726746774
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KNeighborsClassifier:ENN,Modeling.csv,0.9093951045838896
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KNeighborsClassifier:ENN,SPECTF.csv,0.032814930015552066
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KNeighborsClassifier:ENN,ThoraricSurgery.csv,0.0326594090202177
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KNeighborsClassifier:ENN,blood-transfusion.csv,0.02519440124416794
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KNeighborsClassifier:ENN,dermatology.csv,0.03468118195956451
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KNeighborsClassifier:ENN,ecoli.csv,0.5240476190476191
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KNeighborsClassifier:ENN,glass.csv,0.5199999999999999
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KNeighborsClassifier:ENN,imageSegmentation.csv,0.534047619047619
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KNeighborsClassifier:ENN,indian-liver.csv,0.5052380952380953
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KNeighborsClassifier:ENN,ionosphere.csv,0.09090909090909087
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KNeighborsClassifier:ENN,letter-recognition.csv,0.04318181818181815
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KNeighborsClassifier:ENN,liver.csv,0.04772727272727269
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KNeighborsClassifier:ENN,pendigits.csv,0.05454545454545451
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KNeighborsClassifier:ENN,satimage.csv,0.0345
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KNeighborsClassifier:ENN,sonar.csv,0.038
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KNeighborsClassifier:ENN,wholesaleCustomers.csv,0.051500000000000004
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KNeighborsClassifier:ENN,wifi-localization.csv,0.0365

‎experimentation/mean_ranks/0.15_DecisionTreeClassifier.csv‎

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classifier_name,dataset_name,accuracy score
2+
DecisionTreeClassifier:base,BreastTissue.csv,0.44363636363636366
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DecisionTreeClassifier:base,Modeling.csv,0.5545454545454545
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DecisionTreeClassifier:base,SPECTF.csv,0.5354545454545454
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DecisionTreeClassifier:base,ThoraricSurgery.csv,0.4818181818181818
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DecisionTreeClassifier:base,blood-transfusion.csv,0.6393846153846153
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DecisionTreeClassifier:base,dermatology.csv,0.6613846153846155
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DecisionTreeClassifier:base,ecoli.csv,0.6498461538461539
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DecisionTreeClassifier:base,glass.csv,0.6187692307692307
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DecisionTreeClassifier:base,imageSegmentation.csv,0.6
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DecisionTreeClassifier:base,indian-liver.csv,0.525
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DecisionTreeClassifier:base,ionosphere.csv,0.525
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DecisionTreeClassifier:base,letter-recognition.csv,0.5875
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DecisionTreeClassifier:base,liver.csv,0.7617021276595745
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DecisionTreeClassifier:base,pendigits.csv,0.7680851063829788
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DecisionTreeClassifier:base,satimage.csv,0.7702127659574468
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DecisionTreeClassifier:base,sonar.csv,0.7638297872340425
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DecisionTreeClassifier:base,wholesaleCustomers.csv,0.6965765765765766
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DecisionTreeClassifier:base,wifi-localization.csv,0.7284684684684685
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DecisionTreeClassifier:ENANE,BreastTissue.csv,0.7406306306306306
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DecisionTreeClassifier:ENANE,Modeling.csv,0.6912252252252252
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DecisionTreeClassifier:ENANE,SPECTF.csv,0.01358858858858857
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DecisionTreeClassifier:ENANE,ThoraricSurgery.csv,0.00818318318318317
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DecisionTreeClassifier:ENANE,blood-transfusion.csv,0.01906906906906904
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DecisionTreeClassifier:ENANE,dermatology.csv,0.0054054054054054005
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DecisionTreeClassifier:ENANE,ecoli.csv,0.11684491978609626
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DecisionTreeClassifier:ENANE,glass.csv,0.04135472370766487
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DecisionTreeClassifier:ENANE,imageSegmentation.csv,0.12727272727272726
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DecisionTreeClassifier:ENANE,indian-liver.csv,0.06568627450980388
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DecisionTreeClassifier:ENANE,ionosphere.csv,0.12619047619047613
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DecisionTreeClassifier:ENANE,letter-recognition.csv,0.08961038961038957
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DecisionTreeClassifier:ENANE,liver.csv,0.0939393939393939
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DecisionTreeClassifier:ENANE,pendigits.csv,0.14978354978354974
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DecisionTreeClassifier:ENANE,satimage.csv,0.6714285714285715
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DecisionTreeClassifier:ENANE,sonar.csv,0.7095238095238094
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DecisionTreeClassifier:ENANE,wholesaleCustomers.csv,0.6285714285714286
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DecisionTreeClassifier:ENANE,wifi-localization.csv,0.6476190476190476
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DecisionTreeClassifier:LSSm,BreastTissue.csv,0.20420806545879602
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DecisionTreeClassifier:LSSm,Modeling.csv,0.2040911747516072
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DecisionTreeClassifier:LSSm,SPECTF.csv,0.2557276446522502
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DecisionTreeClassifier:LSSm,ThoraricSurgery.csv,0.21943308007013437
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DecisionTreeClassifier:LSSm,blood-transfusion.csv,0.7805555555555556
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DecisionTreeClassifier:LSSm,dermatology.csv,0.7776984126984127
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DecisionTreeClassifier:LSSm,ecoli.csv,0.7945238095238095
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DecisionTreeClassifier:LSSm,glass.csv,0.7807142857142857
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DecisionTreeClassifier:LSSm,imageSegmentation.csv,0.38005
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DecisionTreeClassifier:LSSm,indian-liver.csv,0.3729
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DecisionTreeClassifier:LSSm,ionosphere.csv,0.3765
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DecisionTreeClassifier:LSSm,letter-recognition.csv,0.37324999999999997
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DecisionTreeClassifier:LSSm,liver.csv,0.1829411764705882
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DecisionTreeClassifier:LSSm,pendigits.csv,0.25184873949579833
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DecisionTreeClassifier:LSSm,satimage.csv,0.2286554621848739
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DecisionTreeClassifier:LSSm,sonar.csv,0.22563025210084028
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DecisionTreeClassifier:LSSm,wholesaleCustomers.csv,0.8717662661326212
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DecisionTreeClassifier:LSSm,wifi-localization.csv,0.8697653760569649
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DecisionTreeClassifier:ENN,BreastTissue.csv,0.8799061860258123
57+
DecisionTreeClassifier:ENN,Modeling.csv,0.8756332888295505
58+
DecisionTreeClassifier:ENN,SPECTF.csv,0.03545878693623636
59+
DecisionTreeClassifier:ENN,ThoraricSurgery.csv,0.032814930015552066
60+
DecisionTreeClassifier:ENN,blood-transfusion.csv,0.03172628304821148
61+
DecisionTreeClassifier:ENN,dermatology.csv,0.03468118195956451
62+
DecisionTreeClassifier:ENN,ecoli.csv,0.6259523809523809
63+
DecisionTreeClassifier:ENN,glass.csv,0.6676190476190476
64+
DecisionTreeClassifier:ENN,imageSegmentation.csv,0.6452380952380953
65+
DecisionTreeClassifier:ENN,indian-liver.csv,0.6490476190476191
66+
DecisionTreeClassifier:ENN,ionosphere.csv,0.06136363636363633
67+
DecisionTreeClassifier:ENN,letter-recognition.csv,0.09772727272727266
68+
DecisionTreeClassifier:ENN,liver.csv,0.06818181818181814
69+
DecisionTreeClassifier:ENN,pendigits.csv,0.08409090909090905
70+
DecisionTreeClassifier:ENN,satimage.csv,0.057999999999999996
71+
DecisionTreeClassifier:ENN,sonar.csv,0.0475
72+
DecisionTreeClassifier:ENN,wholesaleCustomers.csv,0.042499999999999996
73+
DecisionTreeClassifier:ENN,wifi-localization.csv,0.042499999999999996

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