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Add new stat in analysis_mysql

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generate new report.csv
This commit is contained in:
Ricardo Montañana Gómez
2021-03-16 13:31:51 +01:00
parent da8b76679d
commit 0ec9e4d85d
3 changed files with 363 additions and 270 deletions
Download Patch File Download Diff File Expand all files Collapse all files

18
analysis_mysql.py
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@@ -103,10 +103,11 @@ def report_footer(agg):
color + f"{item:10s} used {agg[item]['items']:2d} times ", end="" color + f"{item:10s} used {agg[item]['items']:2d} times ", end=""
) )
print( print(
color + f"better {agg[item]['better']:2d} times ", color + f"better than reference {agg[item]['better']:2d} times ",
end="", end="",
) )
print(color + f"worse {agg[item]['worse']:2d} times ") print(color + f"worse {agg[item]['worse']:2d} times ", end="")
print(color + f"best of models {agg[item]['best']:2d} times")
color = ( color = (
TextColor.LINE2 if color == TextColor.LINE1 else TextColor.LINE1 TextColor.LINE2 if color == TextColor.LINE1 else TextColor.LINE1
) )
@@ -131,6 +132,7 @@ for item in [
agg[item]["items"] = 0 agg[item]["items"] = 0
agg[item]["better"] = 0 agg[item]["better"] = 0
agg[item]["worse"] = 0 agg[item]["worse"] = 0
agg[item]["best"] = 0
if csv_output: if csv_output:
f = open(report_csv, "w") f = open(report_csv, "w")
print("dataset, classifier, accuracy", file=f) print("dataset, classifier, accuracy", file=f)
@@ -159,11 +161,13 @@ for dataset in dt:
agg[model]["worse"] += 1 agg[model]["worse"] += 1
item = f"{accuracy:9.7} {sign}" item = f"{accuracy:9.7} {sign}"
line["reference"] = f"{reference:9.7}" line["reference"] = f"{reference:9.7}"
line[model] = ( if accuracy == max_accuracy:
TextColor.GREEN + TextColor.BOLD + item + TextColor.ENDC line[model] = (
if accuracy == max_accuracy TextColor.GREEN + TextColor.BOLD + item + TextColor.ENDC
else color + item )
) agg[model]["best"] += 1
else:
line[model] = color + item
if csv_output: if csv_output:
print(f"{dataset[0]}, {model}, {accuracy}", file=f) print(f"{dataset[0]}, {model}, {accuracy}", file=f)
if not find_one: if not find_one:

559
report.csv
View File

@@ -1,344 +1,393 @@
dataset, classifier, accuracy dataset, classifier, accuracy
balance-scale, stree, 0.9488 balance-scale, stree, 0.9488
balance-scale, wodt, 0.8528 balance-scale, wodt, 0.86016
balance-scale, oc1, 0.9216 balance-scale, j48svm, 0.94128
balance-scale, cart, 0.6368 balance-scale, oc1, 0.9192
balance-scale, baseRaF, 0.788139 balance-scale, cart, 0.57312
balance-scale, baseRoF, 0.767583 balance-scale, baseRaF, 0.717285
balance-scale, baseRoF, 0.788651
balance-scale, baseRRoF, 0.797369 balance-scale, baseRRoF, 0.797369
balloons, stree, 0.866667 balloons, stree, 0.866667
balloons, wodt, 0.633333 balloons, wodt, 0.626667
balloons, oc1, 0.766667 balloons, j48svm, 0.511667
balloons, cart, 0.75 balloons, oc1, 0.62
balloons, baseRaF, 0.625 balloons, cart, 0.683333
balloons, baseRoF, 0.675 balloons, baseRaF, 0.61375
balloons, baseRoF, 0.6125
balloons, baseRRoF, 0.625 balloons, baseRRoF, 0.625
breast-cancer-wisc-diag, stree, 0.978932 breast-cancer-wisc-diag, stree, 0.978932
breast-cancer-wisc-diag, wodt, 0.963065 breast-cancer-wisc-diag, wodt, 0.962546
breast-cancer-wisc-diag, oc1, 0.928039 breast-cancer-wisc-diag, j48svm, 0.956397
breast-cancer-wisc-diag, cart, 0.949092 breast-cancer-wisc-diag, oc1, 0.933477
breast-cancer-wisc-diag, baseRaF, 0.953228 breast-cancer-wisc-diag, cart, 0.933925
breast-cancer-wisc-diag, baseRoF, 0.972242 breast-cancer-wisc-diag, baseRaF, 0.955887
breast-cancer-wisc-diag, baseRoF, 0.972335
breast-cancer-wisc-diag, baseRRoF, 0.940946 breast-cancer-wisc-diag, baseRRoF, 0.940946
breast-cancer-wisc-prog, stree, 0.828462 breast-cancer-wisc-prog, stree, 0.828462
breast-cancer-wisc-prog, wodt, 0.666282 breast-cancer-wisc-prog, wodt, 0.689654
breast-cancer-wisc-prog, oc1, 0.7323 breast-cancer-wisc-prog, j48svm, 0.697013
breast-cancer-wisc-prog, cart, 0.762179 breast-cancer-wisc-prog, oc1, 0.71
breast-cancer-wisc-prog, baseRaF, 0.710464 breast-cancer-wisc-prog, cart, 0.749462
breast-cancer-wisc-prog, baseRoF, 0.783633 breast-cancer-wisc-prog, baseRaF, 0.718709
breast-cancer-wisc-prog, baseRoF, 0.79425
breast-cancer-wisc-prog, baseRRoF, 0.703902 breast-cancer-wisc-prog, baseRRoF, 0.703902
breast-cancer-wisc, stree, 0.965694 breast-cancer-wisc, stree, 0.965694
breast-cancer-wisc, wodt, 0.941367 breast-cancer-wisc, wodt, 0.936199
breast-cancer-wisc, oc1, 0.9471 breast-cancer-wisc, j48svm, 0.967529
breast-cancer-wisc, cart, 0.954265 breast-cancer-wisc, oc1, 0.940194
breast-cancer-wisc, baseRaF, 0.934215 breast-cancer-wisc, cart, 0.937074
breast-cancer-wisc, baseRoF, 0.960812 breast-cancer-wisc, baseRaF, 0.938765
breast-cancer-wisc, baseRoF, 0.962238
breast-cancer-wisc, baseRRoF, 0.952484 breast-cancer-wisc, baseRRoF, 0.952484
breast-cancer, stree, 0.730853 breast-cancer, stree, 0.730853
breast-cancer, wodt, 0.573382 breast-cancer, wodt, 0.619673
breast-cancer, oc1, 0.6434 breast-cancer, j48svm, 0.712976
breast-cancer, cart, 0.657592 breast-cancer, oc1, 0.649728
breast-cancer, baseRaF, 0.644096 breast-cancer, cart, 0.637205
breast-cancer, baseRoF, 0.722333 breast-cancer, baseRaF, 0.633768
breast-cancer, baseRoF, 0.721597
breast-cancer, baseRRoF, 0.719554 breast-cancer, baseRRoF, 0.719554
cardiotocography-10clases, stree, 0.666522 cardiotocography-10clases, stree, 0.666522
cardiotocography-10clases, wodt, 0.627007 cardiotocography-10clases, wodt, 0.627577
cardiotocography-10clases, oc1, 0.7874 cardiotocography-10clases, j48svm, 0.832552
cardiotocography-10clases, cart, 0.721544 cardiotocography-10clases, oc1, 0.795528
cardiotocography-10clases, baseRaF, 0.728229 cardiotocography-10clases, cart, 0.716373
cardiotocography-10clases, baseRoF, 0.777798 cardiotocography-10clases, baseRaF, 0.732909
cardiotocography-10clases, baseRoF, 0.781182
cardiotocography-10clases, baseRRoF, 0.657922 cardiotocography-10clases, baseRRoF, 0.657922
cardiotocography-3clases, stree, 0.848074 cardiotocography-3clases, stree, 0.848074
cardiotocography-3clases, wodt, 0.800097 cardiotocography-3clases, wodt, 0.803063
cardiotocography-3clases, oc1, 0.903102 cardiotocography-3clases, j48svm, 0.9278
cardiotocography-3clases, cart, 0.84571 cardiotocography-3clases, oc1, 0.899811
cardiotocography-3clases, baseRaF, 0.872983 cardiotocography-3clases, cart, 0.844726
cardiotocography-3clases, baseRoF, 0.893694 cardiotocography-3clases, baseRaF, 0.873838
cardiotocography-3clases, baseRoF, 0.896471
cardiotocography-3clases, baseRRoF, 0.876762 cardiotocography-3clases, baseRRoF, 0.876762
conn-bench-sonar-mines-rocks, stree, 0.701974 conn-bench-sonar-mines-rocks, stree, 0.597433
conn-bench-sonar-mines-rocks, wodt, 0.63043 conn-bench-sonar-mines-rocks, wodt, 0.649501
conn-bench-sonar-mines-rocks, oc1, 0.697672 conn-bench-sonar-mines-rocks, j48svm, 0.728897
conn-bench-sonar-mines-rocks, cart, 0.649826 conn-bench-sonar-mines-rocks, oc1, 0.710798
conn-bench-sonar-mines-rocks, baseRaF, 0.725 conn-bench-sonar-mines-rocks, cart, 0.630511
conn-bench-sonar-mines-rocks, baseRoF, 0.786538 conn-bench-sonar-mines-rocks, baseRaF, 0.712788
conn-bench-sonar-mines-rocks, baseRoF, 0.782115
conn-bench-sonar-mines-rocks, baseRRoF, 0.734615 conn-bench-sonar-mines-rocks, baseRRoF, 0.734615
cylinder-bands, stree, 0.646602 cylinder-bands, stree, 0.628081
cylinder-bands, wodt, 0.541043 cylinder-bands, wodt, 0.570849
cylinder-bands, oc1, 0.6543 cylinder-bands, j48svm, 0.736126
cylinder-bands, cart, 0.621093 cylinder-bands, oc1, 0.67106
cylinder-bands, baseRaF, 0.642188 cylinder-bands, cart, 0.583602
cylinder-bands, baseRoF, 0.715234 cylinder-bands, baseRaF, 0.647422
cylinder-bands, baseRoF, 0.713008
cylinder-bands, baseRRoF, 0.654297 cylinder-bands, baseRRoF, 0.654297
dermatology, stree, 0.975454 dermatology, stree, 0.975454
dermatology, wodt, 0.950907 dermatology, wodt, 0.951925
dermatology, oc1, 0.959 dermatology, j48svm, 0.955472
dermatology, cart, 0.928952 dermatology, oc1, 0.916087
dermatology, baseRaF, 0.954 dermatology, cart, 0.918064
dermatology, baseRoF, 0.976456 dermatology, baseRaF, 0.957157
dermatology, baseRoF, 0.972944
dermatology, baseRRoF, 0.851879 dermatology, baseRRoF, 0.851879
echocardiogram, stree, 0.862108 echocardiogram, stree, 0.82094
echocardiogram, wodt, 0.640456 echocardiogram, wodt, 0.723077
echocardiogram, oc1, 0.702564 echocardiogram, j48svm, 0.835726
echocardiogram, cart, 0.801425 echocardiogram, oc1, 0.748291
echocardiogram, baseRaF, 0.697098 echocardiogram, cart, 0.757493
echocardiogram, baseRoF, 0.826161 echocardiogram, baseRaF, 0.728272
echocardiogram, baseRoF, 0.831094
echocardiogram, baseRRoF, 0.793482 echocardiogram, baseRRoF, 0.793482
fertility, stree, 0.88 fertility, stree, 0.88
fertility, wodt, 0.69 fertility, wodt, 0.763
fertility, oc1, 0.79 fertility, j48svm, 0.864
fertility, cart, 0.79 fertility, oc1, 0.793
fertility, baseRaF, 0.79 fertility, cart, 0.752
fertility, baseRaF, 0.7724
fertility, baseRoF, 0.88 fertility, baseRoF, 0.88
fertility, baseRRoF, 0.832 fertility, baseRRoF, 0.832
haberman-survival, stree, 0.764675 haberman-survival, stree, 0.764675
haberman-survival, wodt, 0.659757 haberman-survival, wodt, 0.647827
haberman-survival, oc1, 0.679958 haberman-survival, j48svm, 0.708847
haberman-survival, cart, 0.646801 haberman-survival, oc1, 0.651634
haberman-survival, baseRaF, 0.714491 haberman-survival, cart, 0.640899
haberman-survival, baseRoF, 0.732777 haberman-survival, baseRaF, 0.709536
haberman-survival, baseRoF, 0.736051
haberman-survival, baseRRoF, 0.729706 haberman-survival, baseRRoF, 0.729706
heart-hungarian, stree, 0.829924 heart-hungarian, stree, 0.829924
heart-hungarian, wodt, 0.758212 heart-hungarian, wodt, 0.758328
heart-hungarian, oc1, 0.7415 heart-hungarian, j48svm, 0.785061
heart-hungarian, cart, 0.782174 heart-hungarian, oc1, 0.758298
heart-hungarian, baseRaF, 0.776621 heart-hungarian, cart, 0.731297
heart-hungarian, baseRoF, 0.806292 heart-hungarian, baseRaF, 0.763593
heart-hungarian, baseRoF, 0.805736
heart-hungarian, baseRRoF, 0.770639 heart-hungarian, baseRRoF, 0.770639
hepatitis, stree, 0.83871 hepatitis, stree, 0.83871
hepatitis, wodt, 0.76129 hepatitis, wodt, 0.774839
hepatitis, oc1, 0.754839 hepatitis, j48svm, 0.761935
hepatitis, cart, 0.793548 hepatitis, oc1, 0.756774
hepatitis, baseRaF, 0.768549 hepatitis, cart, 0.766452
hepatitis, baseRoF, 0.794833 hepatitis, baseRaF, 0.774124
hepatitis, baseRoF, 0.806804
hepatitis, baseRRoF, 0.77991 hepatitis, baseRRoF, 0.77991
ilpd-indian-liver, stree, 0.742691 ilpd-indian-liver, stree, 0.742691
ilpd-indian-liver, wodt, 0.6673 ilpd-indian-liver, wodt, 0.650159
ilpd-indian-liver, oc1, 0.68286 ilpd-indian-liver, j48svm, 0.692116
ilpd-indian-liver, cart, 0.674167 ilpd-indian-liver, oc1, 0.660139
ilpd-indian-liver, baseRaF, 0.658306 ilpd-indian-liver, cart, 0.653587
ilpd-indian-liver, baseRoF, 0.704268 ilpd-indian-liver, baseRaF, 0.662009
ilpd-indian-liver, baseRoF, 0.707702
ilpd-indian-liver, baseRRoF, 0.696055 ilpd-indian-liver, baseRRoF, 0.696055
ionosphere, stree, 0.948732 ionosphere, stree, 0.948732
ionosphere, wodt, 0.83497 ionosphere, wodt, 0.857328
ionosphere, oc1, 0.8775 ionosphere, j48svm, 0.891445
ionosphere, cart, 0.914447 ionosphere, oc1, 0.879742
ionosphere, baseRaF, 0.848391 ionosphere, cart, 0.876125
ionosphere, baseRoF, 0.912165 ionosphere, baseRaF, 0.856603
ionosphere, baseRoF, 0.90722
ionosphere, baseRRoF, 0.878506 ionosphere, baseRRoF, 0.878506
iris, stree, 0.98 iris, stree, 0.98
iris, wodt, 0.966667 iris, wodt, 0.96
iris, oc1, 0.94 iris, j48svm, 0.941333
iris, cart, 0.96 iris, oc1, 0.948
iris, baseRaF, 0.953534 iris, cart, 0.956667
iris, baseRoF, 0.977304 iris, baseRaF, 0.950468
iris, baseRoF, 0.976327
iris, baseRRoF, 0.909217 iris, baseRRoF, 0.909217
led-display, stree, 0.712 led-display, stree, 0.7071
led-display, wodt, 0.704 led-display, wodt, 0.7053
led-display, oc1, 0.68 led-display, j48svm, 0.7177
led-display, cart, 0.708 led-display, oc1, 0.6993
led-display, baseRaF, 0.6732 led-display, cart, 0.7073
led-display, baseRoF, 0.7058 led-display, baseRaF, 0.6784
led-display, baseRoF, 0.69908
led-display, baseRRoF, 0.5002 led-display, baseRRoF, 0.5002
libras, stree, 0.702778 libras, stree, 0.761111
libras, wodt, 0.658333 libras, wodt, 0.671111
libras, oc1, 0.619444 libras, j48svm, 0.664167
libras, cart, 0.577778 libras, oc1, 0.645
libras, baseRaF, 0.590556 libras, cart, 0.555556
libras, baseRoF, 0.748333 libras, baseRaF, 0.565944
libras, baseRoF, 0.753722
libras, baseRRoF, 0.684444 libras, baseRRoF, 0.684444
low-res-spect, stree, 0.879492 low-res-spect, stree, 0.879492
low-res-spect, wodt, 0.870111 low-res-spect, wodt, 0.845585
low-res-spect, oc1, 0.828619 low-res-spect, j48svm, 0.831852
low-res-spect, cart, 0.847522 low-res-spect, oc1, 0.824671
low-res-spect, baseRaF, 0.733636 low-res-spect, cart, 0.826327
low-res-spect, baseRoF, 0.867643 low-res-spect, baseRaF, 0.748946
low-res-spect, baseRoF, 0.867385
low-res-spect, baseRRoF, 0.826734 low-res-spect, baseRRoF, 0.826734
lymphography, stree, 0.864828 lymphography, stree, 0.864828
lymphography, wodt, 0.736092 lymphography, wodt, 0.784598
lymphography, oc1, 0.73125 lymphography, j48svm, 0.772552
lymphography, cart, 0.804138 lymphography, oc1, 0.734634
lymphography, baseRaF, 0.695946 lymphography, cart, 0.79331
lymphography, baseRoF, 0.771622 lymphography, baseRaF, 0.703378
lymphography, baseRoF, 0.774865
lymphography, baseRRoF, 0.708108 lymphography, baseRRoF, 0.708108
mammographic, stree, 0.844959 mammographic, stree, 0.819062
mammographic, wodt, 0.764848 mammographic, wodt, 0.76379
mammographic, oc1, 0.766953 mammographic, j48svm, 0.816863
mammographic, cart, 0.771065 mammographic, oc1, 0.768805
mammographic, baseRaF, 0.75569 mammographic, cart, 0.766706
mammographic, baseRoF, 0.815809 mammographic, baseRaF, 0.76943
mammographic, baseRoF, 0.81261
mammographic, baseRRoF, 0.80708 mammographic, baseRRoF, 0.80708
molec-biol-promoter, stree, 0.810822 molec-biol-promoter, stree, 0.810822
molec-biol-promoter, wodt, 0.772294 molec-biol-promoter, wodt, 0.741905
molec-biol-promoter, oc1, 0.6698 molec-biol-promoter, j48svm, 0.785455
molec-biol-promoter, cart, 0.791775 molec-biol-promoter, oc1, 0.734805
molec-biol-promoter, baseRaF, 0.639835 molec-biol-promoter, cart, 0.739437
molec-biol-promoter, baseRoF, 0.651648 molec-biol-promoter, baseRaF, 0.664409
molec-biol-promoter, baseRoF, 0.68364
molec-biol-promoter, baseRRoF, 0.638736 molec-biol-promoter, baseRRoF, 0.638736
musk-1, stree, 0.75432 musk-1, stree, 0.75432
musk-1, wodt, 0.722566 musk-1, wodt, 0.734763
musk-1, oc1, 0.808838 musk-1, j48svm, 0.806143
musk-1, cart, 0.752127 musk-1, oc1, 0.776401
musk-1, baseRaF, 0.77521 musk-1, cart, 0.683419
musk-1, baseRoF, 0.856303 musk-1, baseRaF, 0.770462
musk-1, baseRoF, 0.862227
musk-1, baseRRoF, 0.756723 musk-1, baseRRoF, 0.756723
oocytes_merluccius_nucleus_4d, stree, 0.808221 oocytes_merluccius_nucleus_4d, stree, 0.812142
oocytes_merluccius_nucleus_4d, wodt, 0.718125 oocytes_merluccius_nucleus_4d, wodt, 0.723538
oocytes_merluccius_nucleus_4d, oc1, 0.742776 oocytes_merluccius_nucleus_4d, j48svm, 0.740807
oocytes_merluccius_nucleus_4d, cart, 0.71912 oocytes_merluccius_nucleus_4d, oc1, 0.743199
oocytes_merluccius_nucleus_4d, baseRaF, 0.772783 oocytes_merluccius_nucleus_4d, cart, 0.706999
oocytes_merluccius_nucleus_4d, baseRoF, 0.825408 oocytes_merluccius_nucleus_4d, baseRaF, 0.776534
oocytes_merluccius_nucleus_4d, baseRoF, 0.825376
oocytes_merluccius_nucleus_4d, baseRRoF, 0.729155 oocytes_merluccius_nucleus_4d, baseRRoF, 0.729155
oocytes_merluccius_states_2f, stree, 0.911903 oocytes_merluccius_states_2f, stree, 0.921688
oocytes_merluccius_states_2f, wodt, 0.888431 oocytes_merluccius_states_2f, wodt, 0.884993
oocytes_merluccius_states_2f, oc1, 0.879688 oocytes_merluccius_states_2f, j48svm, 0.900002
oocytes_merluccius_states_2f, cart, 0.886471 oocytes_merluccius_states_2f, oc1, 0.889223
oocytes_merluccius_states_2f, baseRaF, 0.891969 oocytes_merluccius_states_2f, cart, 0.877563
oocytes_merluccius_states_2f, baseRoF, 0.921528 oocytes_merluccius_states_2f, baseRaF, 0.897844
oocytes_merluccius_states_2f, baseRoF, 0.919947
oocytes_merluccius_states_2f, baseRRoF, 0.880828 oocytes_merluccius_states_2f, baseRRoF, 0.880828
oocytes_trisopterus_nucleus_2f, stree, 0.747691 oocytes_trisopterus_nucleus_2f, stree, 0.747691
oocytes_trisopterus_nucleus_2f, wodt, 0.674263 oocytes_trisopterus_nucleus_2f, wodt, 0.654345
oocytes_trisopterus_nucleus_2f, oc1, 0.7292 oocytes_trisopterus_nucleus_2f, j48svm, 0.755697
oocytes_trisopterus_nucleus_2f, cart, 0.705014 oocytes_trisopterus_nucleus_2f, oc1, 0.747697
oocytes_trisopterus_nucleus_2f, baseRaF, 0.74057 oocytes_trisopterus_nucleus_2f, cart, 0.704823
oocytes_trisopterus_nucleus_2f, baseRoF, 0.805702 oocytes_trisopterus_nucleus_2f, baseRaF, 0.737697
oocytes_trisopterus_nucleus_2f, baseRoF, 0.804846
oocytes_trisopterus_nucleus_2f, baseRRoF, 0.712719 oocytes_trisopterus_nucleus_2f, baseRRoF, 0.712719
oocytes_trisopterus_states_5b, stree, 0.845361 oocytes_trisopterus_states_5b, stree, 0.845361
oocytes_trisopterus_states_5b, wodt, 0.798199 oocytes_trisopterus_states_5b, wodt, 0.769139
oocytes_trisopterus_states_5b, oc1, 0.861945 oocytes_trisopterus_states_5b, j48svm, 0.885075
oocytes_trisopterus_states_5b, cart, 0.756554 oocytes_trisopterus_states_5b, oc1, 0.86393
oocytes_trisopterus_states_5b, baseRaF, 0.906579 oocytes_trisopterus_states_5b, cart, 0.757974
oocytes_trisopterus_states_5b, baseRoF, 0.932018 oocytes_trisopterus_states_5b, baseRaF, 0.906908
oocytes_trisopterus_states_5b, baseRoF, 0.929803
oocytes_trisopterus_states_5b, baseRRoF, 0.866667 oocytes_trisopterus_states_5b, baseRRoF, 0.866667
parkinsons, stree, 0.835897 parkinsons, stree, 0.835897
parkinsons, wodt, 0.835897 parkinsons, wodt, 0.811795
parkinsons, oc1, 0.8667 parkinsons, j48svm, 0.859487
parkinsons, cart, 0.769231 parkinsons, oc1, 0.865641
parkinsons, baseRaF, 0.827941 parkinsons, cart, 0.725128
parkinsons, baseRoF, 0.911581 parkinsons, baseRaF, 0.840263
parkinsons, baseRoF, 0.891048
parkinsons, baseRRoF, 0.854289 parkinsons, baseRRoF, 0.854289
pima, stree, 0.780002 pima, stree, 0.780002
pima, wodt, 0.692793 pima, wodt, 0.697832
pima, oc1, 0.701961 pima, j48svm, 0.748314
pima, cart, 0.726645 pima, oc1, 0.693027
pima, baseRaF, 0.685677 pima, cart, 0.712883
pima, baseRoF, 0.772135 pima, baseRaF, 0.686693
pima, baseRoF, 0.768464
pima, baseRRoF, 0.726302 pima, baseRRoF, 0.726302
pittsburg-bridges-MATERIAL, stree, 0.886147 pittsburg-bridges-MATERIAL, stree, 0.886147
pittsburg-bridges-MATERIAL, wodt, 0.785714 pittsburg-bridges-MATERIAL, wodt, 0.762208
pittsburg-bridges-MATERIAL, oc1, 0.7925 pittsburg-bridges-MATERIAL, j48svm, 0.84645
pittsburg-bridges-MATERIAL, cart, 0.75671 pittsburg-bridges-MATERIAL, oc1, 0.81026
pittsburg-bridges-MATERIAL, baseRaF, 0.768132 pittsburg-bridges-MATERIAL, cart, 0.730087
pittsburg-bridges-MATERIAL, baseRoF, 0.816758 pittsburg-bridges-MATERIAL, baseRaF, 0.784766
pittsburg-bridges-MATERIAL, baseRoF, 0.800495
pittsburg-bridges-MATERIAL, baseRRoF, 0.803846 pittsburg-bridges-MATERIAL, baseRRoF, 0.803846
pittsburg-bridges-REL-L, stree, 0.67619 pittsburg-bridges-REL-L, stree, 0.578143
pittsburg-bridges-REL-L, wodt, 0.590476 pittsburg-bridges-REL-L, wodt, 0.574429
pittsburg-bridges-REL-L, oc1, 0.681739 pittsburg-bridges-REL-L, j48svm, 0.653571
pittsburg-bridges-REL-L, cart, 0.611429 pittsburg-bridges-REL-L, oc1, 0.604957
pittsburg-bridges-REL-L, baseRaF, 0.573786 pittsburg-bridges-REL-L, cart, 0.581762
pittsburg-bridges-REL-L, baseRoF, 0.627214 pittsburg-bridges-REL-L, baseRaF, 0.567436
pittsburg-bridges-REL-L, baseRoF, 0.624271
pittsburg-bridges-REL-L, baseRRoF, 0.601357 pittsburg-bridges-REL-L, baseRRoF, 0.601357
pittsburg-bridges-SPAN, stree, 0.677193 pittsburg-bridges-SPAN, stree, 0.677193
pittsburg-bridges-SPAN, wodt, 0.545029 pittsburg-bridges-SPAN, wodt, 0.529357
pittsburg-bridges-SPAN, oc1, 0.6196 pittsburg-bridges-SPAN, j48svm, 0.626784
pittsburg-bridges-SPAN, cart, 0.546199 pittsburg-bridges-SPAN, oc1, 0.579333
pittsburg-bridges-SPAN, baseRaF, 0.571739 pittsburg-bridges-SPAN, cart, 0.536023
pittsburg-bridges-SPAN, baseRoF, 0.632609 pittsburg-bridges-SPAN, baseRaF, 0.581957
pittsburg-bridges-SPAN, baseRoF, 0.64
pittsburg-bridges-SPAN, baseRRoF, 0.584783 pittsburg-bridges-SPAN, baseRRoF, 0.584783
pittsburg-bridges-T-OR-D, stree, 0.902381 pittsburg-bridges-T-OR-D, stree, 0.902381
pittsburg-bridges-T-OR-D, wodt, 0.742857 pittsburg-bridges-T-OR-D, wodt, 0.79
pittsburg-bridges-T-OR-D, oc1, 0.7843 pittsburg-bridges-T-OR-D, j48svm, 0.835619
pittsburg-bridges-T-OR-D, cart, 0.782381 pittsburg-bridges-T-OR-D, oc1, 0.831545
pittsburg-bridges-T-OR-D, baseRaF, 0.803407 pittsburg-bridges-T-OR-D, cart, 0.721667
pittsburg-bridges-T-OR-D, baseRoF, 0.87437 pittsburg-bridges-T-OR-D, baseRaF, 0.810689
pittsburg-bridges-T-OR-D, baseRoF, 0.865052
pittsburg-bridges-T-OR-D, baseRRoF, 0.849259 pittsburg-bridges-T-OR-D, baseRRoF, 0.849259
planning, stree, 0.725525 planning, stree, 0.725525
planning, wodt, 0.478228 planning, wodt, 0.552192
planning, oc1, 0.627193 planning, j48svm, 0.711246
planning, cart, 0.621772 planning, oc1, 0.566988
planning, baseRaF, 0.613144 planning, cart, 0.574384
planning, baseRoF, 0.710165 planning, baseRaF, 0.57918
planning, baseRoF, 0.712416
planning, baseRRoF, 0.61227 planning, baseRRoF, 0.61227
post-operative, stree, 0.722222 post-operative, stree, 0.722222
post-operative, wodt, 0.588889 post-operative, wodt, 0.56
post-operative, oc1, 0.5889 post-operative, j48svm, 0.692222
post-operative, cart, 0.633333 post-operative, oc1, 0.542222
post-operative, baseRaF, 0.49072 post-operative, cart, 0.586667
post-operative, baseRoF, 0.709091 post-operative, baseRaF, 0.514792
post-operative, baseRoF, 0.71142
post-operative, baseRRoF, 0.705303 post-operative, baseRRoF, 0.705303
seeds, stree, 0.957143 seeds, stree, 0.949048
seeds, wodt, 0.928571 seeds, wodt, 0.925238
seeds, oc1, 0.9381 seeds, j48svm, 0.912381
seeds, cart, 0.919048 seeds, oc1, 0.932381
seeds, baseRaF, 0.93052 seeds, cart, 0.879524
seeds, baseRoF, 0.949644 seeds, baseRaF, 0.92459
seeds, baseRoF, 0.953494
seeds, baseRRoF, 0.790705 seeds, baseRRoF, 0.790705
statlog-australian-credit, stree, 0.678261 statlog-australian-credit, stree, 0.678116
statlog-australian-credit, wodt, 0.55942 statlog-australian-credit, wodt, 0.571739
statlog-australian-credit, oc1, 0.5928 statlog-australian-credit, j48svm, 0.655652
statlog-australian-credit, cart, 0.595652 statlog-australian-credit, oc1, 0.573913
statlog-australian-credit, baseRaF, 0.678291 statlog-australian-credit, cart, 0.606377
statlog-australian-credit, baseRoF, 0.678271 statlog-australian-credit, baseRaF, 0.678272
statlog-australian-credit, baseRoF, 0.678273
statlog-australian-credit, baseRRoF, 0.678214 statlog-australian-credit, baseRRoF, 0.678214
statlog-german-credit, stree, 0.762 statlog-german-credit, stree, 0.7472
statlog-german-credit, wodt, 0.696 statlog-german-credit, wodt, 0.6878
statlog-german-credit, oc1, 0.671 statlog-german-credit, j48svm, 0.7261
statlog-german-credit, cart, 0.701 statlog-german-credit, oc1, 0.6874
statlog-german-credit, baseRaF, 0.672 statlog-german-credit, cart, 0.6834
statlog-german-credit, baseRoF, 0.7596 statlog-german-credit, baseRaF, 0.67332
statlog-german-credit, baseRoF, 0.75558
statlog-german-credit, baseRRoF, 0.6848 statlog-german-credit, baseRRoF, 0.6848
statlog-heart, stree, 0.848148 statlog-heart, stree, 0.848148
statlog-heart, wodt, 0.788889 statlog-heart, wodt, 0.773333
statlog-heart, oc1, 0.718518 statlog-heart, j48svm, 0.815556
statlog-heart, cart, 0.755556 statlog-heart, oc1, 0.749259
statlog-heart, baseRaF, 0.745187 statlog-heart, cart, 0.758519
statlog-heart, baseRoF, 0.830554 statlog-heart, baseRaF, 0.732019
statlog-heart, baseRoF, 0.826089
statlog-heart, baseRRoF, 0.76883 statlog-heart, baseRRoF, 0.76883
statlog-image, stree, 0.959307 statlog-image, stree, 0.959307
statlog-image, wodt, 0.955844 statlog-image, wodt, 0.955671
statlog-image, oc1, 0.9442 statlog-image, j48svm, 0.966797
statlog-image, cart, 0.961039 statlog-image, oc1, 0.95013
statlog-image, baseRaF, 0.942258 statlog-image, cart, 0.963377
statlog-image, baseRoF, 0.961124 statlog-image, baseRaF, 0.929442
statlog-image, baseRoF, 0.958705
statlog-image, baseRRoF, 0.879948 statlog-image, baseRRoF, 0.879948
statlog-vehicle, stree, 0.801413 statlog-vehicle, stree, 0.801413
statlog-vehicle, wodt, 0.719875 statlog-vehicle, wodt, 0.731811
statlog-vehicle, oc1, 0.717529 statlog-vehicle, j48svm, 0.730389
statlog-vehicle, cart, 0.735224 statlog-vehicle, oc1, 0.708496
statlog-vehicle, baseRaF, 0.768526 statlog-vehicle, cart, 0.728592
statlog-vehicle, baseRoF, 0.805401 statlog-vehicle, baseRaF, 0.76307
statlog-vehicle, baseRoF, 0.80055
statlog-vehicle, baseRRoF, 0.663137 statlog-vehicle, baseRRoF, 0.663137
synthetic-control, stree, 0.971667 synthetic-control, stree, 0.971667
synthetic-control, wodt, 0.97 synthetic-control, wodt, 0.979
synthetic-control, oc1, 0.8317 synthetic-control, j48svm, 0.921667
synthetic-control, cart, 0.911667 synthetic-control, oc1, 0.863167
synthetic-control, baseRaF, 0.885667 synthetic-control, cart, 0.906333
synthetic-control, baseRoF, 0.98 synthetic-control, baseRaF, 0.883767
synthetic-control, baseRoF, 0.980667
synthetic-control, baseRRoF, 0.885 synthetic-control, baseRRoF, 0.885
tic-tac-toe, stree, 0.987435 tic-tac-toe, stree, 0.987435
tic-tac-toe, wodt, 0.866416 tic-tac-toe, wodt, 0.849967
tic-tac-toe, oc1, 0.9217 tic-tac-toe, j48svm, 0.983301
tic-tac-toe, cart, 0.832952 tic-tac-toe, oc1, 0.91849
tic-tac-toe, baseRaF, 0.964097 tic-tac-toe, cart, 0.836177
tic-tac-toe, baseRaF, 0.966285
tic-tac-toe, baseRoF, 0.983295 tic-tac-toe, baseRoF, 0.983295
tic-tac-toe, baseRRoF, 0.824842 tic-tac-toe, baseRRoF, 0.824842
vertebral-column-2clases, stree, 0.829032 vertebral-column-2clases, stree, 0.829032
vertebral-column-2clases, wodt, 0.790323 vertebral-column-2clases, wodt, 0.793548
vertebral-column-2clases, oc1, 0.803226 vertebral-column-2clases, j48svm, 0.850645
vertebral-column-2clases, cart, 0.803226 vertebral-column-2clases, oc1, 0.815161
vertebral-column-2clases, baseRaF, 0.810858 vertebral-column-2clases, cart, 0.775161
vertebral-column-2clases, baseRoF, 0.841328 vertebral-column-2clases, baseRaF, 0.801863
vertebral-column-2clases, baseRoF, 0.848364
vertebral-column-2clases, baseRRoF, 0.803313 vertebral-column-2clases, baseRRoF, 0.803313
wine, stree, 0.977778 wine, stree, 0.977778
wine, wodt, 0.972063 wine, wodt, 0.968079
wine, oc1, 0.927068 wine, j48svm, 0.983778
wine, cart, 0.93873 wine, oc1, 0.916165
wine, baseRaF, 0.952619 wine, cart, 0.897524
wine, baseRoF, 0.989872 wine, baseRaF, 0.948582
wine, baseRoF, 0.988108
wine, baseRRoF, 0.828063 wine, baseRRoF, 0.828063
zoo, stree, 0.96 zoo, stree, 0.96
zoo, wodt, 0.94 zoo, wodt, 0.945
zoo, oc1, 0.8515 zoo, j48svm, 0.920857
zoo, cart, 0.95 zoo, oc1, 0.890952
zoo, baseRaF, 0.859385 zoo, cart, 0.958
zoo, baseRoF, 0.931154 zoo, baseRaF, 0.880069
zoo, baseRoF, 0.946708
zoo, baseRRoF, 0.845154 zoo, baseRRoF, 0.845154
1 dataset classifier accuracy
2 balance-scale stree 0.9488
3 balance-scale wodt 0.8528 0.86016
4 balance-scale oc1 j48svm 0.9216 0.94128
5 balance-scale cart oc1 0.6368 0.9192
6 balance-scale baseRaF cart 0.788139 0.57312
7 balance-scale baseRoF baseRaF 0.767583 0.717285
8 balance-scale baseRoF 0.788651
9 balance-scale baseRRoF 0.797369
10 balloons stree 0.866667
11 balloons wodt 0.633333 0.626667
12 balloons oc1 j48svm 0.766667 0.511667
13 balloons cart oc1 0.75 0.62
14 balloons baseRaF cart 0.625 0.683333
15 balloons baseRoF baseRaF 0.675 0.61375
16 balloons baseRoF 0.6125
17 balloons baseRRoF 0.625
18 breast-cancer-wisc-diag stree 0.978932
19 breast-cancer-wisc-diag wodt 0.963065 0.962546
20 breast-cancer-wisc-diag oc1 j48svm 0.928039 0.956397
21 breast-cancer-wisc-diag cart oc1 0.949092 0.933477
22 breast-cancer-wisc-diag baseRaF cart 0.953228 0.933925
23 breast-cancer-wisc-diag baseRoF baseRaF 0.972242 0.955887
24 breast-cancer-wisc-diag baseRoF 0.972335
25 breast-cancer-wisc-diag baseRRoF 0.940946
26 breast-cancer-wisc-prog stree 0.828462
27 breast-cancer-wisc-prog wodt 0.666282 0.689654
28 breast-cancer-wisc-prog oc1 j48svm 0.7323 0.697013
29 breast-cancer-wisc-prog cart oc1 0.762179 0.71
30 breast-cancer-wisc-prog baseRaF cart 0.710464 0.749462
31 breast-cancer-wisc-prog baseRoF baseRaF 0.783633 0.718709
32 breast-cancer-wisc-prog baseRoF 0.79425
33 breast-cancer-wisc-prog baseRRoF 0.703902
34 breast-cancer-wisc stree 0.965694
35 breast-cancer-wisc wodt 0.941367 0.936199
36 breast-cancer-wisc oc1 j48svm 0.9471 0.967529
37 breast-cancer-wisc cart oc1 0.954265 0.940194
38 breast-cancer-wisc baseRaF cart 0.934215 0.937074
39 breast-cancer-wisc baseRoF baseRaF 0.960812 0.938765
40 breast-cancer-wisc baseRoF 0.962238
41 breast-cancer-wisc baseRRoF 0.952484
42 breast-cancer stree 0.730853
43 breast-cancer wodt 0.573382 0.619673
44 breast-cancer oc1 j48svm 0.6434 0.712976
45 breast-cancer cart oc1 0.657592 0.649728
46 breast-cancer baseRaF cart 0.644096 0.637205
47 breast-cancer baseRoF baseRaF 0.722333 0.633768
48 breast-cancer baseRoF 0.721597
49 breast-cancer baseRRoF 0.719554
50 cardiotocography-10clases stree 0.666522
51 cardiotocography-10clases wodt 0.627007 0.627577
52 cardiotocography-10clases oc1 j48svm 0.7874 0.832552
53 cardiotocography-10clases cart oc1 0.721544 0.795528
54 cardiotocography-10clases baseRaF cart 0.728229 0.716373
55 cardiotocography-10clases baseRoF baseRaF 0.777798 0.732909
56 cardiotocography-10clases baseRoF 0.781182
57 cardiotocography-10clases baseRRoF 0.657922
58 cardiotocography-3clases stree 0.848074
59 cardiotocography-3clases wodt 0.800097 0.803063
60 cardiotocography-3clases oc1 j48svm 0.903102 0.9278
61 cardiotocography-3clases cart oc1 0.84571 0.899811
62 cardiotocography-3clases baseRaF cart 0.872983 0.844726
63 cardiotocography-3clases baseRoF baseRaF 0.893694 0.873838
64 cardiotocography-3clases baseRoF 0.896471
65 cardiotocography-3clases baseRRoF 0.876762
66 conn-bench-sonar-mines-rocks stree 0.701974 0.597433
67 conn-bench-sonar-mines-rocks wodt 0.63043 0.649501
68 conn-bench-sonar-mines-rocks oc1 j48svm 0.697672 0.728897
69 conn-bench-sonar-mines-rocks cart oc1 0.649826 0.710798
70 conn-bench-sonar-mines-rocks baseRaF cart 0.725 0.630511
71 conn-bench-sonar-mines-rocks baseRoF baseRaF 0.786538 0.712788
72 conn-bench-sonar-mines-rocks baseRoF 0.782115
73 conn-bench-sonar-mines-rocks baseRRoF 0.734615
74 cylinder-bands stree 0.646602 0.628081
75 cylinder-bands wodt 0.541043 0.570849
76 cylinder-bands oc1 j48svm 0.6543 0.736126
77 cylinder-bands cart oc1 0.621093 0.67106
78 cylinder-bands baseRaF cart 0.642188 0.583602
79 cylinder-bands baseRoF baseRaF 0.715234 0.647422
80 cylinder-bands baseRoF 0.713008
81 cylinder-bands baseRRoF 0.654297
82 dermatology stree 0.975454
83 dermatology wodt 0.950907 0.951925
84 dermatology oc1 j48svm 0.959 0.955472
85 dermatology cart oc1 0.928952 0.916087
86 dermatology baseRaF cart 0.954 0.918064
87 dermatology baseRoF baseRaF 0.976456 0.957157
88 dermatology baseRoF 0.972944
89 dermatology baseRRoF 0.851879
90 echocardiogram stree 0.862108 0.82094
91 echocardiogram wodt 0.640456 0.723077
92 echocardiogram oc1 j48svm 0.702564 0.835726
93 echocardiogram cart oc1 0.801425 0.748291
94 echocardiogram baseRaF cart 0.697098 0.757493
95 echocardiogram baseRoF baseRaF 0.826161 0.728272
96 echocardiogram baseRoF 0.831094
97 echocardiogram baseRRoF 0.793482
98 fertility stree 0.88
99 fertility wodt 0.69 0.763
100 fertility oc1 j48svm 0.79 0.864
101 fertility cart oc1 0.79 0.793
102 fertility baseRaF cart 0.79 0.752
103 fertility baseRaF 0.7724
104 fertility baseRoF 0.88
105 fertility baseRRoF 0.832
106 haberman-survival stree 0.764675
107 haberman-survival wodt 0.659757 0.647827
108 haberman-survival oc1 j48svm 0.679958 0.708847
109 haberman-survival cart oc1 0.646801 0.651634
110 haberman-survival baseRaF cart 0.714491 0.640899
111 haberman-survival baseRoF baseRaF 0.732777 0.709536
112 haberman-survival baseRoF 0.736051
113 haberman-survival baseRRoF 0.729706
114 heart-hungarian stree 0.829924
115 heart-hungarian wodt 0.758212 0.758328
116 heart-hungarian oc1 j48svm 0.7415 0.785061
117 heart-hungarian cart oc1 0.782174 0.758298
118 heart-hungarian baseRaF cart 0.776621 0.731297
119 heart-hungarian baseRoF baseRaF 0.806292 0.763593
120 heart-hungarian baseRoF 0.805736
121 heart-hungarian baseRRoF 0.770639
122 hepatitis stree 0.83871
123 hepatitis wodt 0.76129 0.774839
124 hepatitis oc1 j48svm 0.754839 0.761935
125 hepatitis cart oc1 0.793548 0.756774
126 hepatitis baseRaF cart 0.768549 0.766452
127 hepatitis baseRoF baseRaF 0.794833 0.774124
128 hepatitis baseRoF 0.806804
129 hepatitis baseRRoF 0.77991
130 ilpd-indian-liver stree 0.742691
131 ilpd-indian-liver wodt 0.6673 0.650159
132 ilpd-indian-liver oc1 j48svm 0.68286 0.692116
133 ilpd-indian-liver cart oc1 0.674167 0.660139
134 ilpd-indian-liver baseRaF cart 0.658306 0.653587
135 ilpd-indian-liver baseRoF baseRaF 0.704268 0.662009
136 ilpd-indian-liver baseRoF 0.707702
137 ilpd-indian-liver baseRRoF 0.696055
138 ionosphere stree 0.948732
139 ionosphere wodt 0.83497 0.857328
140 ionosphere oc1 j48svm 0.8775 0.891445
141 ionosphere cart oc1 0.914447 0.879742
142 ionosphere baseRaF cart 0.848391 0.876125
143 ionosphere baseRoF baseRaF 0.912165 0.856603
144 ionosphere baseRoF 0.90722
145 ionosphere baseRRoF 0.878506
146 iris stree 0.98
147 iris wodt 0.966667 0.96
148 iris oc1 j48svm 0.94 0.941333
149 iris cart oc1 0.96 0.948
150 iris baseRaF cart 0.953534 0.956667
151 iris baseRoF baseRaF 0.977304 0.950468
152 iris baseRoF 0.976327
153 iris baseRRoF 0.909217
154 led-display stree 0.712 0.7071
155 led-display wodt 0.704 0.7053
156 led-display oc1 j48svm 0.68 0.7177
157 led-display cart oc1 0.708 0.6993
158 led-display baseRaF cart 0.6732 0.7073
159 led-display baseRoF baseRaF 0.7058 0.6784
160 led-display baseRoF 0.69908
161 led-display baseRRoF 0.5002
162 libras stree 0.702778 0.761111
163 libras wodt 0.658333 0.671111
164 libras oc1 j48svm 0.619444 0.664167
165 libras cart oc1 0.577778 0.645
166 libras baseRaF cart 0.590556 0.555556
167 libras baseRoF baseRaF 0.748333 0.565944
168 libras baseRoF 0.753722
169 libras baseRRoF 0.684444
170 low-res-spect stree 0.879492
171 low-res-spect wodt 0.870111 0.845585
172 low-res-spect oc1 j48svm 0.828619 0.831852
173 low-res-spect cart oc1 0.847522 0.824671
174 low-res-spect baseRaF cart 0.733636 0.826327
175 low-res-spect baseRoF baseRaF 0.867643 0.748946
176 low-res-spect baseRoF 0.867385
177 low-res-spect baseRRoF 0.826734
178 lymphography stree 0.864828
179 lymphography wodt 0.736092 0.784598
180 lymphography oc1 j48svm 0.73125 0.772552
181 lymphography cart oc1 0.804138 0.734634
182 lymphography baseRaF cart 0.695946 0.79331
183 lymphography baseRoF baseRaF 0.771622 0.703378
184 lymphography baseRoF 0.774865
185 lymphography baseRRoF 0.708108
186 mammographic stree 0.844959 0.819062
187 mammographic wodt 0.764848 0.76379
188 mammographic oc1 j48svm 0.766953 0.816863
189 mammographic cart oc1 0.771065 0.768805
190 mammographic baseRaF cart 0.75569 0.766706
191 mammographic baseRoF baseRaF 0.815809 0.76943
192 mammographic baseRoF 0.81261
193 mammographic baseRRoF 0.80708
194 molec-biol-promoter stree 0.810822
195 molec-biol-promoter wodt 0.772294 0.741905
196 molec-biol-promoter oc1 j48svm 0.6698 0.785455
197 molec-biol-promoter cart oc1 0.791775 0.734805
198 molec-biol-promoter baseRaF cart 0.639835 0.739437
199 molec-biol-promoter baseRoF baseRaF 0.651648 0.664409
200 molec-biol-promoter baseRoF 0.68364
201 molec-biol-promoter baseRRoF 0.638736
202 musk-1 stree 0.75432
203 musk-1 wodt 0.722566 0.734763
204 musk-1 oc1 j48svm 0.808838 0.806143
205 musk-1 cart oc1 0.752127 0.776401
206 musk-1 baseRaF cart 0.77521 0.683419
207 musk-1 baseRoF baseRaF 0.856303 0.770462
208 musk-1 baseRoF 0.862227
209 musk-1 baseRRoF 0.756723
210 oocytes_merluccius_nucleus_4d stree 0.808221 0.812142
211 oocytes_merluccius_nucleus_4d wodt 0.718125 0.723538
212 oocytes_merluccius_nucleus_4d oc1 j48svm 0.742776 0.740807
213 oocytes_merluccius_nucleus_4d cart oc1 0.71912 0.743199
214 oocytes_merluccius_nucleus_4d baseRaF cart 0.772783 0.706999
215 oocytes_merluccius_nucleus_4d baseRoF baseRaF 0.825408 0.776534
216 oocytes_merluccius_nucleus_4d baseRoF 0.825376
217 oocytes_merluccius_nucleus_4d baseRRoF 0.729155
218 oocytes_merluccius_states_2f stree 0.911903 0.921688
219 oocytes_merluccius_states_2f wodt 0.888431 0.884993
220 oocytes_merluccius_states_2f oc1 j48svm 0.879688 0.900002
221 oocytes_merluccius_states_2f cart oc1 0.886471 0.889223
222 oocytes_merluccius_states_2f baseRaF cart 0.891969 0.877563
223 oocytes_merluccius_states_2f baseRoF baseRaF 0.921528 0.897844
224 oocytes_merluccius_states_2f baseRoF 0.919947
225 oocytes_merluccius_states_2f baseRRoF 0.880828
226 oocytes_trisopterus_nucleus_2f stree 0.747691
227 oocytes_trisopterus_nucleus_2f wodt 0.674263 0.654345
228 oocytes_trisopterus_nucleus_2f oc1 j48svm 0.7292 0.755697
229 oocytes_trisopterus_nucleus_2f cart oc1 0.705014 0.747697
230 oocytes_trisopterus_nucleus_2f baseRaF cart 0.74057 0.704823
231 oocytes_trisopterus_nucleus_2f baseRoF baseRaF 0.805702 0.737697
232 oocytes_trisopterus_nucleus_2f baseRoF 0.804846
233 oocytes_trisopterus_nucleus_2f baseRRoF 0.712719
234 oocytes_trisopterus_states_5b stree 0.845361
235 oocytes_trisopterus_states_5b wodt 0.798199 0.769139
236 oocytes_trisopterus_states_5b oc1 j48svm 0.861945 0.885075
237 oocytes_trisopterus_states_5b cart oc1 0.756554 0.86393
238 oocytes_trisopterus_states_5b baseRaF cart 0.906579 0.757974
239 oocytes_trisopterus_states_5b baseRoF baseRaF 0.932018 0.906908
240 oocytes_trisopterus_states_5b baseRoF 0.929803
241 oocytes_trisopterus_states_5b baseRRoF 0.866667
242 parkinsons stree 0.835897
243 parkinsons wodt 0.835897 0.811795
244 parkinsons oc1 j48svm 0.8667 0.859487
245 parkinsons cart oc1 0.769231 0.865641
246 parkinsons baseRaF cart 0.827941 0.725128
247 parkinsons baseRoF baseRaF 0.911581 0.840263
248 parkinsons baseRoF 0.891048
249 parkinsons baseRRoF 0.854289
250 pima stree 0.780002
251 pima wodt 0.692793 0.697832
252 pima oc1 j48svm 0.701961 0.748314
253 pima cart oc1 0.726645 0.693027
254 pima baseRaF cart 0.685677 0.712883
255 pima baseRoF baseRaF 0.772135 0.686693
256 pima baseRoF 0.768464
257 pima baseRRoF 0.726302
258 pittsburg-bridges-MATERIAL stree 0.886147
259 pittsburg-bridges-MATERIAL wodt 0.785714 0.762208
260 pittsburg-bridges-MATERIAL oc1 j48svm 0.7925 0.84645
261 pittsburg-bridges-MATERIAL cart oc1 0.75671 0.81026
262 pittsburg-bridges-MATERIAL baseRaF cart 0.768132 0.730087
263 pittsburg-bridges-MATERIAL baseRoF baseRaF 0.816758 0.784766
264 pittsburg-bridges-MATERIAL baseRoF 0.800495
265 pittsburg-bridges-MATERIAL baseRRoF 0.803846
266 pittsburg-bridges-REL-L stree 0.67619 0.578143
267 pittsburg-bridges-REL-L wodt 0.590476 0.574429
268 pittsburg-bridges-REL-L oc1 j48svm 0.681739 0.653571
269 pittsburg-bridges-REL-L cart oc1 0.611429 0.604957
270 pittsburg-bridges-REL-L baseRaF cart 0.573786 0.581762
271 pittsburg-bridges-REL-L baseRoF baseRaF 0.627214 0.567436
272 pittsburg-bridges-REL-L baseRoF 0.624271
273 pittsburg-bridges-REL-L baseRRoF 0.601357
274 pittsburg-bridges-SPAN stree 0.677193
275 pittsburg-bridges-SPAN wodt 0.545029 0.529357
276 pittsburg-bridges-SPAN oc1 j48svm 0.6196 0.626784
277 pittsburg-bridges-SPAN cart oc1 0.546199 0.579333
278 pittsburg-bridges-SPAN baseRaF cart 0.571739 0.536023
279 pittsburg-bridges-SPAN baseRoF baseRaF 0.632609 0.581957
280 pittsburg-bridges-SPAN baseRoF 0.64
281 pittsburg-bridges-SPAN baseRRoF 0.584783
282 pittsburg-bridges-T-OR-D stree 0.902381
283 pittsburg-bridges-T-OR-D wodt 0.742857 0.79
284 pittsburg-bridges-T-OR-D oc1 j48svm 0.7843 0.835619
285 pittsburg-bridges-T-OR-D cart oc1 0.782381 0.831545
286 pittsburg-bridges-T-OR-D baseRaF cart 0.803407 0.721667
287 pittsburg-bridges-T-OR-D baseRoF baseRaF 0.87437 0.810689
288 pittsburg-bridges-T-OR-D baseRoF 0.865052
289 pittsburg-bridges-T-OR-D baseRRoF 0.849259
290 planning stree 0.725525
291 planning wodt 0.478228 0.552192
292 planning oc1 j48svm 0.627193 0.711246
293 planning cart oc1 0.621772 0.566988
294 planning baseRaF cart 0.613144 0.574384
295 planning baseRoF baseRaF 0.710165 0.57918
296 planning baseRoF 0.712416
297 planning baseRRoF 0.61227
298 post-operative stree 0.722222
299 post-operative wodt 0.588889 0.56
300 post-operative oc1 j48svm 0.5889 0.692222
301 post-operative cart oc1 0.633333 0.542222
302 post-operative baseRaF cart 0.49072 0.586667
303 post-operative baseRoF baseRaF 0.709091 0.514792
304 post-operative baseRoF 0.71142
305 post-operative baseRRoF 0.705303
306 seeds stree 0.957143 0.949048
307 seeds wodt 0.928571 0.925238
308 seeds oc1 j48svm 0.9381 0.912381
309 seeds cart oc1 0.919048 0.932381
310 seeds baseRaF cart 0.93052 0.879524
311 seeds baseRoF baseRaF 0.949644 0.92459
312 seeds baseRoF 0.953494
313 seeds baseRRoF 0.790705
314 statlog-australian-credit stree 0.678261 0.678116
315 statlog-australian-credit wodt 0.55942 0.571739
316 statlog-australian-credit oc1 j48svm 0.5928 0.655652
317 statlog-australian-credit cart oc1 0.595652 0.573913
318 statlog-australian-credit baseRaF cart 0.678291 0.606377
319 statlog-australian-credit baseRoF baseRaF 0.678271 0.678272
320 statlog-australian-credit baseRoF 0.678273
321 statlog-australian-credit baseRRoF 0.678214
322 statlog-german-credit stree 0.762 0.7472
323 statlog-german-credit wodt 0.696 0.6878
324 statlog-german-credit oc1 j48svm 0.671 0.7261
325 statlog-german-credit cart oc1 0.701 0.6874
326 statlog-german-credit baseRaF cart 0.672 0.6834
327 statlog-german-credit baseRoF baseRaF 0.7596 0.67332
328 statlog-german-credit baseRoF 0.75558
329 statlog-german-credit baseRRoF 0.6848
330 statlog-heart stree 0.848148
331 statlog-heart wodt 0.788889 0.773333
332 statlog-heart oc1 j48svm 0.718518 0.815556
333 statlog-heart cart oc1 0.755556 0.749259
334 statlog-heart baseRaF cart 0.745187 0.758519
335 statlog-heart baseRoF baseRaF 0.830554 0.732019
336 statlog-heart baseRoF 0.826089
337 statlog-heart baseRRoF 0.76883
338 statlog-image stree 0.959307
339 statlog-image wodt 0.955844 0.955671
340 statlog-image oc1 j48svm 0.9442 0.966797
341 statlog-image cart oc1 0.961039 0.95013
342 statlog-image baseRaF cart 0.942258 0.963377
343 statlog-image baseRoF baseRaF 0.961124 0.929442
344 statlog-image baseRoF 0.958705
345 statlog-image baseRRoF 0.879948
346 statlog-vehicle stree 0.801413
347 statlog-vehicle wodt 0.719875 0.731811
348 statlog-vehicle oc1 j48svm 0.717529 0.730389
349 statlog-vehicle cart oc1 0.735224 0.708496
350 statlog-vehicle baseRaF cart 0.768526 0.728592
351 statlog-vehicle baseRoF baseRaF 0.805401 0.76307
352 statlog-vehicle baseRoF 0.80055
353 statlog-vehicle baseRRoF 0.663137
354 synthetic-control stree 0.971667
355 synthetic-control wodt 0.97 0.979
356 synthetic-control oc1 j48svm 0.8317 0.921667
357 synthetic-control cart oc1 0.911667 0.863167
358 synthetic-control baseRaF cart 0.885667 0.906333
359 synthetic-control baseRoF baseRaF 0.98 0.883767
360 synthetic-control baseRoF 0.980667
361 synthetic-control baseRRoF 0.885
362 tic-tac-toe stree 0.987435
363 tic-tac-toe wodt 0.866416 0.849967
364 tic-tac-toe oc1 j48svm 0.9217 0.983301
365 tic-tac-toe cart oc1 0.832952 0.91849
366 tic-tac-toe baseRaF cart 0.964097 0.836177
367 tic-tac-toe baseRaF 0.966285
368 tic-tac-toe baseRoF 0.983295
369 tic-tac-toe baseRRoF 0.824842
370 vertebral-column-2clases stree 0.829032
371 vertebral-column-2clases wodt 0.790323 0.793548
372 vertebral-column-2clases oc1 j48svm 0.803226 0.850645
373 vertebral-column-2clases cart oc1 0.803226 0.815161
374 vertebral-column-2clases baseRaF cart 0.810858 0.775161
375 vertebral-column-2clases baseRoF baseRaF 0.841328 0.801863
376 vertebral-column-2clases baseRoF 0.848364
377 vertebral-column-2clases baseRRoF 0.803313
378 wine stree 0.977778
379 wine wodt 0.972063 0.968079
380 wine oc1 j48svm 0.927068 0.983778
381 wine cart oc1 0.93873 0.916165
382 wine baseRaF cart 0.952619 0.897524
383 wine baseRoF baseRaF 0.989872 0.948582
384 wine baseRoF 0.988108
385 wine baseRRoF 0.828063
386 zoo stree 0.96
387 zoo wodt 0.94 0.945
388 zoo oc1 j48svm 0.8515 0.920857
389 zoo cart oc1 0.95 0.890952
390 zoo baseRaF cart 0.859385 0.958
391 zoo baseRoF baseRaF 0.931154 0.880069
392 zoo baseRoF 0.946708
393 zoo baseRRoF 0.845154

56
test_validation.ipynb
View File

@@ -14,7 +14,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 2, "execution_count": 136,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@@ -22,16 +22,20 @@
"dataset_name = \"pima\"\n", "dataset_name = \"pima\"\n",
"dataset_name = \"conn-bench-sonar-mines-rocks\"\n", "dataset_name = \"conn-bench-sonar-mines-rocks\"\n",
"dataset_name = \"libras\"\n", "dataset_name = \"libras\"\n",
"dataset_name = \"oocytes_merluccius_nucleus_4d\"\n",
"parameters = {\"C\": .15, \"degree\": 6, \"gamma\": .7, \"kernel\": \"poly\", \"max_features\": None, \"max_iter\": 100000.0, \"random_state\": 0}\n", "parameters = {\"C\": .15, \"degree\": 6, \"gamma\": .7, \"kernel\": \"poly\", \"max_features\": None, \"max_iter\": 100000.0, \"random_state\": 0}\n",
"#parameters = {'C': .17, 'degree': 5, 'gamma': 0.1, 'kernel': 'poly', 'max_features': 'auto', 'max_iter': 10000.0, 'random_state': 1, 'split_criteria': 'impurity'}\n", "#parameters = {'C': .17, 'degree': 5, 'gamma': 0.1, 'kernel': 'poly', 'max_features': 'auto', 'max_iter': 10000.0, 'random_state': 1, 'split_criteria': 'impurity'}\n",
"#parameters = {\"C\": 0.2, \"max_iter\": 10000.0, \"random_state\": 1}\n", "#parameters = {\"C\": 0.2, \"max_iter\": 10000.0, \"random_state\": 1}\n",
"#parameters = {\"C\": 0.55, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"random_state\": 1}\n", "#parameters = {\"C\": 0.55, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"random_state\": 1}\n",
"#parameters = {\"C\": 55, \"max_iter\": 10000.0, \"random_state\": 1}" "#parameters = {\"C\": 55, \"max_iter\": 10000.0, \"random_state\": 1}\n",
"parameters = {\"C\": 0.08, \"max_iter\": 10000.0, \"random_state\": 1}\n",
"parameters = {\"C\": 0.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"random_state\": 1}\n",
"parameters = {\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"degree\": 5, \"random_state\": 1, \"max_iter\": 1000000.0,}"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 3, "execution_count": 137,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
@@ -41,12 +45,48 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 10, "execution_count": 138,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.7817647058823529\n"
]
}
],
"source": [ "source": [
"clf = Stree(**parameters)\n", "clf = Stree(**parameters)\n",
"results = cross_validate(clf, X, y, n_jobs=1, return_estimator=True)" "results = cross_validate(clf, X, y, n_jobs=1, return_estimator=True)\n",
"print(results['test_score'].mean())"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'fit_time': array([0.03832388, 0.03705883, 0.03425193, 0.03189301, 0.03623199]),\n",
" 'score_time': array([0.00377917, 0.00316501, 0.00348616, 0.00294399, 0.00328493]),\n",
" 'estimator': [Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1),\n",
" Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1),\n",
" Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1),\n",
" Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1),\n",
" Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1)],\n",
" 'test_score': array([0.96585366, 0.89268293, 0.89215686, 0.87254902, 0.93627451])}"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results"
] ]
}, },
{ {
@@ -805,9 +845,9 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.8.3" "version": "3.9.2"
} }
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 4 "nbformat_minor": 4
} }