mirror of
https://github.com/Doctorado-ML/Stree_datasets.git
synced 2025-08-16 07:56:07 +00:00
Add new stat in analysis_mysql
generate new report.csv
This commit is contained in:
@@ -103,10 +103,11 @@ def report_footer(agg):
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color + f"{item:10s} used {agg[item]['items']:2d} times ", end=""
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)
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print(
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color + f"better {agg[item]['better']:2d} times ",
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color + f"better than reference {agg[item]['better']:2d} times ",
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end="",
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)
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print(color + f"worse {agg[item]['worse']:2d} times ")
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print(color + f"worse {agg[item]['worse']:2d} times ", end="")
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print(color + f"best of models {agg[item]['best']:2d} times")
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color = (
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TextColor.LINE2 if color == TextColor.LINE1 else TextColor.LINE1
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)
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@@ -131,6 +132,7 @@ for item in [
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agg[item]["items"] = 0
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agg[item]["better"] = 0
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agg[item]["worse"] = 0
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agg[item]["best"] = 0
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if csv_output:
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f = open(report_csv, "w")
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print("dataset, classifier, accuracy", file=f)
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@@ -159,11 +161,13 @@ for dataset in dt:
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agg[model]["worse"] += 1
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item = f"{accuracy:9.7} {sign}"
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line["reference"] = f"{reference:9.7}"
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if accuracy == max_accuracy:
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line[model] = (
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TextColor.GREEN + TextColor.BOLD + item + TextColor.ENDC
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if accuracy == max_accuracy
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else color + item
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)
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agg[model]["best"] += 1
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else:
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line[model] = color + item
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if csv_output:
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print(f"{dataset[0]}, {model}, {accuracy}", file=f)
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if not find_one:
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559
report.csv
559
report.csv
@@ -1,344 +1,393 @@
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dataset, classifier, accuracy
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balance-scale, stree, 0.9488
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balance-scale, wodt, 0.8528
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balance-scale, oc1, 0.9216
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balance-scale, cart, 0.6368
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balance-scale, baseRaF, 0.788139
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balance-scale, baseRoF, 0.767583
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balance-scale, wodt, 0.86016
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balance-scale, j48svm, 0.94128
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balance-scale, oc1, 0.9192
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balance-scale, cart, 0.57312
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balance-scale, baseRaF, 0.717285
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balance-scale, baseRoF, 0.788651
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balance-scale, baseRRoF, 0.797369
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balloons, stree, 0.866667
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balloons, wodt, 0.633333
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balloons, oc1, 0.766667
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balloons, cart, 0.75
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balloons, baseRaF, 0.625
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balloons, baseRoF, 0.675
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balloons, wodt, 0.626667
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balloons, j48svm, 0.511667
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balloons, oc1, 0.62
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balloons, cart, 0.683333
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balloons, baseRaF, 0.61375
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balloons, baseRoF, 0.6125
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balloons, baseRRoF, 0.625
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breast-cancer-wisc-diag, stree, 0.978932
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breast-cancer-wisc-diag, wodt, 0.963065
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breast-cancer-wisc-diag, oc1, 0.928039
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breast-cancer-wisc-diag, cart, 0.949092
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breast-cancer-wisc-diag, baseRaF, 0.953228
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breast-cancer-wisc-diag, baseRoF, 0.972242
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breast-cancer-wisc-diag, wodt, 0.962546
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breast-cancer-wisc-diag, j48svm, 0.956397
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breast-cancer-wisc-diag, oc1, 0.933477
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breast-cancer-wisc-diag, cart, 0.933925
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breast-cancer-wisc-diag, baseRaF, 0.955887
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breast-cancer-wisc-diag, baseRoF, 0.972335
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breast-cancer-wisc-diag, baseRRoF, 0.940946
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breast-cancer-wisc-prog, stree, 0.828462
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breast-cancer-wisc-prog, wodt, 0.666282
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breast-cancer-wisc-prog, oc1, 0.7323
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breast-cancer-wisc-prog, cart, 0.762179
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breast-cancer-wisc-prog, baseRaF, 0.710464
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breast-cancer-wisc-prog, baseRoF, 0.783633
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breast-cancer-wisc-prog, wodt, 0.689654
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breast-cancer-wisc-prog, j48svm, 0.697013
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breast-cancer-wisc-prog, oc1, 0.71
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breast-cancer-wisc-prog, cart, 0.749462
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breast-cancer-wisc-prog, baseRaF, 0.718709
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breast-cancer-wisc-prog, baseRoF, 0.79425
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breast-cancer-wisc-prog, baseRRoF, 0.703902
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breast-cancer-wisc, stree, 0.965694
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breast-cancer-wisc, wodt, 0.941367
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breast-cancer-wisc, oc1, 0.9471
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breast-cancer-wisc, cart, 0.954265
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breast-cancer-wisc, baseRaF, 0.934215
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breast-cancer-wisc, baseRoF, 0.960812
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breast-cancer-wisc, wodt, 0.936199
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breast-cancer-wisc, j48svm, 0.967529
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breast-cancer-wisc, oc1, 0.940194
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breast-cancer-wisc, cart, 0.937074
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breast-cancer-wisc, baseRaF, 0.938765
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breast-cancer-wisc, baseRoF, 0.962238
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breast-cancer-wisc, baseRRoF, 0.952484
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breast-cancer, stree, 0.730853
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breast-cancer, wodt, 0.573382
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breast-cancer, oc1, 0.6434
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breast-cancer, cart, 0.657592
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breast-cancer, baseRaF, 0.644096
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breast-cancer, baseRoF, 0.722333
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breast-cancer, wodt, 0.619673
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breast-cancer, j48svm, 0.712976
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breast-cancer, oc1, 0.649728
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breast-cancer, cart, 0.637205
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breast-cancer, baseRaF, 0.633768
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breast-cancer, baseRoF, 0.721597
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breast-cancer, baseRRoF, 0.719554
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cardiotocography-10clases, stree, 0.666522
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cardiotocography-10clases, wodt, 0.627007
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cardiotocography-10clases, oc1, 0.7874
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cardiotocography-10clases, cart, 0.721544
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cardiotocography-10clases, baseRaF, 0.728229
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cardiotocography-10clases, baseRoF, 0.777798
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cardiotocography-10clases, wodt, 0.627577
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cardiotocography-10clases, j48svm, 0.832552
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cardiotocography-10clases, oc1, 0.795528
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cardiotocography-10clases, cart, 0.716373
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cardiotocography-10clases, baseRaF, 0.732909
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cardiotocography-10clases, baseRoF, 0.781182
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cardiotocography-10clases, baseRRoF, 0.657922
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cardiotocography-3clases, stree, 0.848074
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cardiotocography-3clases, wodt, 0.800097
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cardiotocography-3clases, oc1, 0.903102
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cardiotocography-3clases, cart, 0.84571
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cardiotocography-3clases, baseRaF, 0.872983
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cardiotocography-3clases, baseRoF, 0.893694
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cardiotocography-3clases, wodt, 0.803063
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cardiotocography-3clases, j48svm, 0.9278
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cardiotocography-3clases, oc1, 0.899811
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cardiotocography-3clases, cart, 0.844726
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cardiotocography-3clases, baseRaF, 0.873838
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cardiotocography-3clases, baseRoF, 0.896471
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cardiotocography-3clases, baseRRoF, 0.876762
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conn-bench-sonar-mines-rocks, stree, 0.701974
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conn-bench-sonar-mines-rocks, wodt, 0.63043
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conn-bench-sonar-mines-rocks, oc1, 0.697672
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conn-bench-sonar-mines-rocks, cart, 0.649826
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conn-bench-sonar-mines-rocks, baseRaF, 0.725
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conn-bench-sonar-mines-rocks, baseRoF, 0.786538
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conn-bench-sonar-mines-rocks, stree, 0.597433
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conn-bench-sonar-mines-rocks, wodt, 0.649501
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conn-bench-sonar-mines-rocks, j48svm, 0.728897
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conn-bench-sonar-mines-rocks, oc1, 0.710798
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conn-bench-sonar-mines-rocks, cart, 0.630511
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conn-bench-sonar-mines-rocks, baseRaF, 0.712788
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conn-bench-sonar-mines-rocks, baseRoF, 0.782115
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conn-bench-sonar-mines-rocks, baseRRoF, 0.734615
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cylinder-bands, stree, 0.646602
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cylinder-bands, wodt, 0.541043
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cylinder-bands, oc1, 0.6543
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cylinder-bands, cart, 0.621093
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cylinder-bands, baseRaF, 0.642188
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cylinder-bands, baseRoF, 0.715234
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cylinder-bands, stree, 0.628081
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cylinder-bands, wodt, 0.570849
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cylinder-bands, j48svm, 0.736126
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cylinder-bands, oc1, 0.67106
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cylinder-bands, cart, 0.583602
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cylinder-bands, baseRaF, 0.647422
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cylinder-bands, baseRoF, 0.713008
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cylinder-bands, baseRRoF, 0.654297
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dermatology, stree, 0.975454
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dermatology, wodt, 0.950907
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dermatology, oc1, 0.959
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dermatology, cart, 0.928952
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dermatology, baseRaF, 0.954
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dermatology, baseRoF, 0.976456
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dermatology, wodt, 0.951925
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dermatology, j48svm, 0.955472
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dermatology, oc1, 0.916087
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dermatology, cart, 0.918064
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dermatology, baseRaF, 0.957157
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dermatology, baseRoF, 0.972944
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dermatology, baseRRoF, 0.851879
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echocardiogram, stree, 0.862108
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echocardiogram, wodt, 0.640456
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echocardiogram, oc1, 0.702564
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echocardiogram, cart, 0.801425
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echocardiogram, baseRaF, 0.697098
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echocardiogram, baseRoF, 0.826161
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echocardiogram, stree, 0.82094
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echocardiogram, wodt, 0.723077
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echocardiogram, j48svm, 0.835726
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echocardiogram, oc1, 0.748291
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echocardiogram, cart, 0.757493
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echocardiogram, baseRaF, 0.728272
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echocardiogram, baseRoF, 0.831094
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echocardiogram, baseRRoF, 0.793482
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fertility, stree, 0.88
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fertility, wodt, 0.69
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fertility, oc1, 0.79
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fertility, cart, 0.79
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fertility, baseRaF, 0.79
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fertility, wodt, 0.763
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fertility, j48svm, 0.864
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fertility, oc1, 0.793
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fertility, cart, 0.752
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fertility, baseRaF, 0.7724
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fertility, baseRoF, 0.88
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fertility, baseRRoF, 0.832
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haberman-survival, stree, 0.764675
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haberman-survival, wodt, 0.659757
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haberman-survival, oc1, 0.679958
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haberman-survival, cart, 0.646801
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haberman-survival, baseRaF, 0.714491
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haberman-survival, baseRoF, 0.732777
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haberman-survival, wodt, 0.647827
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haberman-survival, j48svm, 0.708847
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haberman-survival, oc1, 0.651634
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haberman-survival, cart, 0.640899
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haberman-survival, baseRaF, 0.709536
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haberman-survival, baseRoF, 0.736051
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haberman-survival, baseRRoF, 0.729706
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heart-hungarian, stree, 0.829924
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heart-hungarian, wodt, 0.758212
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heart-hungarian, oc1, 0.7415
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heart-hungarian, cart, 0.782174
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heart-hungarian, baseRaF, 0.776621
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heart-hungarian, baseRoF, 0.806292
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heart-hungarian, wodt, 0.758328
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heart-hungarian, j48svm, 0.785061
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heart-hungarian, oc1, 0.758298
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heart-hungarian, cart, 0.731297
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heart-hungarian, baseRaF, 0.763593
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heart-hungarian, baseRoF, 0.805736
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heart-hungarian, baseRRoF, 0.770639
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hepatitis, stree, 0.83871
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hepatitis, wodt, 0.76129
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hepatitis, oc1, 0.754839
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hepatitis, cart, 0.793548
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hepatitis, baseRaF, 0.768549
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hepatitis, baseRoF, 0.794833
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hepatitis, wodt, 0.774839
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hepatitis, j48svm, 0.761935
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hepatitis, oc1, 0.756774
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hepatitis, cart, 0.766452
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hepatitis, baseRaF, 0.774124
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hepatitis, baseRoF, 0.806804
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hepatitis, baseRRoF, 0.77991
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ilpd-indian-liver, stree, 0.742691
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ilpd-indian-liver, wodt, 0.6673
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ilpd-indian-liver, oc1, 0.68286
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ilpd-indian-liver, cart, 0.674167
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ilpd-indian-liver, baseRaF, 0.658306
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ilpd-indian-liver, baseRoF, 0.704268
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ilpd-indian-liver, wodt, 0.650159
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ilpd-indian-liver, j48svm, 0.692116
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ilpd-indian-liver, oc1, 0.660139
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ilpd-indian-liver, cart, 0.653587
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ilpd-indian-liver, baseRaF, 0.662009
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ilpd-indian-liver, baseRoF, 0.707702
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ilpd-indian-liver, baseRRoF, 0.696055
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ionosphere, stree, 0.948732
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ionosphere, wodt, 0.83497
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ionosphere, oc1, 0.8775
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ionosphere, cart, 0.914447
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ionosphere, baseRaF, 0.848391
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ionosphere, baseRoF, 0.912165
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ionosphere, wodt, 0.857328
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ionosphere, j48svm, 0.891445
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ionosphere, oc1, 0.879742
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ionosphere, cart, 0.876125
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ionosphere, baseRaF, 0.856603
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ionosphere, baseRoF, 0.90722
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ionosphere, baseRRoF, 0.878506
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iris, stree, 0.98
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iris, wodt, 0.966667
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iris, oc1, 0.94
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iris, cart, 0.96
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iris, baseRaF, 0.953534
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iris, baseRoF, 0.977304
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iris, wodt, 0.96
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iris, j48svm, 0.941333
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iris, oc1, 0.948
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iris, cart, 0.956667
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iris, baseRaF, 0.950468
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iris, baseRoF, 0.976327
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iris, baseRRoF, 0.909217
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led-display, stree, 0.712
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led-display, wodt, 0.704
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led-display, oc1, 0.68
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led-display, cart, 0.708
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led-display, baseRaF, 0.6732
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led-display, baseRoF, 0.7058
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led-display, stree, 0.7071
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led-display, wodt, 0.7053
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led-display, j48svm, 0.7177
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led-display, oc1, 0.6993
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led-display, cart, 0.7073
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led-display, baseRaF, 0.6784
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led-display, baseRoF, 0.69908
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led-display, baseRRoF, 0.5002
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libras, stree, 0.702778
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libras, wodt, 0.658333
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libras, oc1, 0.619444
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libras, cart, 0.577778
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libras, baseRaF, 0.590556
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libras, baseRoF, 0.748333
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||||
libras, stree, 0.761111
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libras, wodt, 0.671111
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libras, j48svm, 0.664167
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libras, oc1, 0.645
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libras, cart, 0.555556
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libras, baseRaF, 0.565944
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libras, baseRoF, 0.753722
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libras, baseRRoF, 0.684444
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low-res-spect, stree, 0.879492
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low-res-spect, wodt, 0.870111
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low-res-spect, oc1, 0.828619
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low-res-spect, cart, 0.847522
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low-res-spect, baseRaF, 0.733636
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low-res-spect, baseRoF, 0.867643
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low-res-spect, wodt, 0.845585
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low-res-spect, j48svm, 0.831852
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low-res-spect, oc1, 0.824671
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low-res-spect, cart, 0.826327
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low-res-spect, baseRaF, 0.748946
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low-res-spect, baseRoF, 0.867385
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low-res-spect, baseRRoF, 0.826734
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lymphography, stree, 0.864828
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lymphography, wodt, 0.736092
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lymphography, oc1, 0.73125
|
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lymphography, cart, 0.804138
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lymphography, baseRaF, 0.695946
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lymphography, baseRoF, 0.771622
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lymphography, wodt, 0.784598
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lymphography, j48svm, 0.772552
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lymphography, oc1, 0.734634
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lymphography, cart, 0.79331
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lymphography, baseRaF, 0.703378
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lymphography, baseRoF, 0.774865
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lymphography, baseRRoF, 0.708108
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mammographic, stree, 0.844959
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mammographic, wodt, 0.764848
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mammographic, oc1, 0.766953
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mammographic, cart, 0.771065
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mammographic, baseRaF, 0.75569
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mammographic, baseRoF, 0.815809
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mammographic, stree, 0.819062
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mammographic, wodt, 0.76379
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mammographic, j48svm, 0.816863
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mammographic, oc1, 0.768805
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mammographic, cart, 0.766706
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mammographic, baseRaF, 0.76943
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mammographic, baseRoF, 0.81261
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mammographic, baseRRoF, 0.80708
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molec-biol-promoter, stree, 0.810822
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molec-biol-promoter, wodt, 0.772294
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molec-biol-promoter, oc1, 0.6698
|
||||
molec-biol-promoter, cart, 0.791775
|
||||
molec-biol-promoter, baseRaF, 0.639835
|
||||
molec-biol-promoter, baseRoF, 0.651648
|
||||
molec-biol-promoter, wodt, 0.741905
|
||||
molec-biol-promoter, j48svm, 0.785455
|
||||
molec-biol-promoter, oc1, 0.734805
|
||||
molec-biol-promoter, cart, 0.739437
|
||||
molec-biol-promoter, baseRaF, 0.664409
|
||||
molec-biol-promoter, baseRoF, 0.68364
|
||||
molec-biol-promoter, baseRRoF, 0.638736
|
||||
musk-1, stree, 0.75432
|
||||
musk-1, wodt, 0.722566
|
||||
musk-1, oc1, 0.808838
|
||||
musk-1, cart, 0.752127
|
||||
musk-1, baseRaF, 0.77521
|
||||
musk-1, baseRoF, 0.856303
|
||||
musk-1, wodt, 0.734763
|
||||
musk-1, j48svm, 0.806143
|
||||
musk-1, oc1, 0.776401
|
||||
musk-1, cart, 0.683419
|
||||
musk-1, baseRaF, 0.770462
|
||||
musk-1, baseRoF, 0.862227
|
||||
musk-1, baseRRoF, 0.756723
|
||||
oocytes_merluccius_nucleus_4d, stree, 0.808221
|
||||
oocytes_merluccius_nucleus_4d, wodt, 0.718125
|
||||
oocytes_merluccius_nucleus_4d, oc1, 0.742776
|
||||
oocytes_merluccius_nucleus_4d, cart, 0.71912
|
||||
oocytes_merluccius_nucleus_4d, baseRaF, 0.772783
|
||||
oocytes_merluccius_nucleus_4d, baseRoF, 0.825408
|
||||
oocytes_merluccius_nucleus_4d, stree, 0.812142
|
||||
oocytes_merluccius_nucleus_4d, wodt, 0.723538
|
||||
oocytes_merluccius_nucleus_4d, j48svm, 0.740807
|
||||
oocytes_merluccius_nucleus_4d, oc1, 0.743199
|
||||
oocytes_merluccius_nucleus_4d, cart, 0.706999
|
||||
oocytes_merluccius_nucleus_4d, baseRaF, 0.776534
|
||||
oocytes_merluccius_nucleus_4d, baseRoF, 0.825376
|
||||
oocytes_merluccius_nucleus_4d, baseRRoF, 0.729155
|
||||
oocytes_merluccius_states_2f, stree, 0.911903
|
||||
oocytes_merluccius_states_2f, wodt, 0.888431
|
||||
oocytes_merluccius_states_2f, oc1, 0.879688
|
||||
oocytes_merluccius_states_2f, cart, 0.886471
|
||||
oocytes_merluccius_states_2f, baseRaF, 0.891969
|
||||
oocytes_merluccius_states_2f, baseRoF, 0.921528
|
||||
oocytes_merluccius_states_2f, stree, 0.921688
|
||||
oocytes_merluccius_states_2f, wodt, 0.884993
|
||||
oocytes_merluccius_states_2f, j48svm, 0.900002
|
||||
oocytes_merluccius_states_2f, oc1, 0.889223
|
||||
oocytes_merluccius_states_2f, cart, 0.877563
|
||||
oocytes_merluccius_states_2f, baseRaF, 0.897844
|
||||
oocytes_merluccius_states_2f, baseRoF, 0.919947
|
||||
oocytes_merluccius_states_2f, baseRRoF, 0.880828
|
||||
oocytes_trisopterus_nucleus_2f, stree, 0.747691
|
||||
oocytes_trisopterus_nucleus_2f, wodt, 0.674263
|
||||
oocytes_trisopterus_nucleus_2f, oc1, 0.7292
|
||||
oocytes_trisopterus_nucleus_2f, cart, 0.705014
|
||||
oocytes_trisopterus_nucleus_2f, baseRaF, 0.74057
|
||||
oocytes_trisopterus_nucleus_2f, baseRoF, 0.805702
|
||||
oocytes_trisopterus_nucleus_2f, wodt, 0.654345
|
||||
oocytes_trisopterus_nucleus_2f, j48svm, 0.755697
|
||||
oocytes_trisopterus_nucleus_2f, oc1, 0.747697
|
||||
oocytes_trisopterus_nucleus_2f, cart, 0.704823
|
||||
oocytes_trisopterus_nucleus_2f, baseRaF, 0.737697
|
||||
oocytes_trisopterus_nucleus_2f, baseRoF, 0.804846
|
||||
oocytes_trisopterus_nucleus_2f, baseRRoF, 0.712719
|
||||
oocytes_trisopterus_states_5b, stree, 0.845361
|
||||
oocytes_trisopterus_states_5b, wodt, 0.798199
|
||||
oocytes_trisopterus_states_5b, oc1, 0.861945
|
||||
oocytes_trisopterus_states_5b, cart, 0.756554
|
||||
oocytes_trisopterus_states_5b, baseRaF, 0.906579
|
||||
oocytes_trisopterus_states_5b, baseRoF, 0.932018
|
||||
oocytes_trisopterus_states_5b, wodt, 0.769139
|
||||
oocytes_trisopterus_states_5b, j48svm, 0.885075
|
||||
oocytes_trisopterus_states_5b, oc1, 0.86393
|
||||
oocytes_trisopterus_states_5b, cart, 0.757974
|
||||
oocytes_trisopterus_states_5b, baseRaF, 0.906908
|
||||
oocytes_trisopterus_states_5b, baseRoF, 0.929803
|
||||
oocytes_trisopterus_states_5b, baseRRoF, 0.866667
|
||||
parkinsons, stree, 0.835897
|
||||
parkinsons, wodt, 0.835897
|
||||
parkinsons, oc1, 0.8667
|
||||
parkinsons, cart, 0.769231
|
||||
parkinsons, baseRaF, 0.827941
|
||||
parkinsons, baseRoF, 0.911581
|
||||
parkinsons, wodt, 0.811795
|
||||
parkinsons, j48svm, 0.859487
|
||||
parkinsons, oc1, 0.865641
|
||||
parkinsons, cart, 0.725128
|
||||
parkinsons, baseRaF, 0.840263
|
||||
parkinsons, baseRoF, 0.891048
|
||||
parkinsons, baseRRoF, 0.854289
|
||||
pima, stree, 0.780002
|
||||
pima, wodt, 0.692793
|
||||
pima, oc1, 0.701961
|
||||
pima, cart, 0.726645
|
||||
pima, baseRaF, 0.685677
|
||||
pima, baseRoF, 0.772135
|
||||
pima, wodt, 0.697832
|
||||
pima, j48svm, 0.748314
|
||||
pima, oc1, 0.693027
|
||||
pima, cart, 0.712883
|
||||
pima, baseRaF, 0.686693
|
||||
pima, baseRoF, 0.768464
|
||||
pima, baseRRoF, 0.726302
|
||||
pittsburg-bridges-MATERIAL, stree, 0.886147
|
||||
pittsburg-bridges-MATERIAL, wodt, 0.785714
|
||||
pittsburg-bridges-MATERIAL, oc1, 0.7925
|
||||
pittsburg-bridges-MATERIAL, cart, 0.75671
|
||||
pittsburg-bridges-MATERIAL, baseRaF, 0.768132
|
||||
pittsburg-bridges-MATERIAL, baseRoF, 0.816758
|
||||
pittsburg-bridges-MATERIAL, wodt, 0.762208
|
||||
pittsburg-bridges-MATERIAL, j48svm, 0.84645
|
||||
pittsburg-bridges-MATERIAL, oc1, 0.81026
|
||||
pittsburg-bridges-MATERIAL, cart, 0.730087
|
||||
pittsburg-bridges-MATERIAL, baseRaF, 0.784766
|
||||
pittsburg-bridges-MATERIAL, baseRoF, 0.800495
|
||||
pittsburg-bridges-MATERIAL, baseRRoF, 0.803846
|
||||
pittsburg-bridges-REL-L, stree, 0.67619
|
||||
pittsburg-bridges-REL-L, wodt, 0.590476
|
||||
pittsburg-bridges-REL-L, oc1, 0.681739
|
||||
pittsburg-bridges-REL-L, cart, 0.611429
|
||||
pittsburg-bridges-REL-L, baseRaF, 0.573786
|
||||
pittsburg-bridges-REL-L, baseRoF, 0.627214
|
||||
pittsburg-bridges-REL-L, stree, 0.578143
|
||||
pittsburg-bridges-REL-L, wodt, 0.574429
|
||||
pittsburg-bridges-REL-L, j48svm, 0.653571
|
||||
pittsburg-bridges-REL-L, oc1, 0.604957
|
||||
pittsburg-bridges-REL-L, cart, 0.581762
|
||||
pittsburg-bridges-REL-L, baseRaF, 0.567436
|
||||
pittsburg-bridges-REL-L, baseRoF, 0.624271
|
||||
pittsburg-bridges-REL-L, baseRRoF, 0.601357
|
||||
pittsburg-bridges-SPAN, stree, 0.677193
|
||||
pittsburg-bridges-SPAN, wodt, 0.545029
|
||||
pittsburg-bridges-SPAN, oc1, 0.6196
|
||||
pittsburg-bridges-SPAN, cart, 0.546199
|
||||
pittsburg-bridges-SPAN, baseRaF, 0.571739
|
||||
pittsburg-bridges-SPAN, baseRoF, 0.632609
|
||||
pittsburg-bridges-SPAN, wodt, 0.529357
|
||||
pittsburg-bridges-SPAN, j48svm, 0.626784
|
||||
pittsburg-bridges-SPAN, oc1, 0.579333
|
||||
pittsburg-bridges-SPAN, cart, 0.536023
|
||||
pittsburg-bridges-SPAN, baseRaF, 0.581957
|
||||
pittsburg-bridges-SPAN, baseRoF, 0.64
|
||||
pittsburg-bridges-SPAN, baseRRoF, 0.584783
|
||||
pittsburg-bridges-T-OR-D, stree, 0.902381
|
||||
pittsburg-bridges-T-OR-D, wodt, 0.742857
|
||||
pittsburg-bridges-T-OR-D, oc1, 0.7843
|
||||
pittsburg-bridges-T-OR-D, cart, 0.782381
|
||||
pittsburg-bridges-T-OR-D, baseRaF, 0.803407
|
||||
pittsburg-bridges-T-OR-D, baseRoF, 0.87437
|
||||
pittsburg-bridges-T-OR-D, wodt, 0.79
|
||||
pittsburg-bridges-T-OR-D, j48svm, 0.835619
|
||||
pittsburg-bridges-T-OR-D, oc1, 0.831545
|
||||
pittsburg-bridges-T-OR-D, cart, 0.721667
|
||||
pittsburg-bridges-T-OR-D, baseRaF, 0.810689
|
||||
pittsburg-bridges-T-OR-D, baseRoF, 0.865052
|
||||
pittsburg-bridges-T-OR-D, baseRRoF, 0.849259
|
||||
planning, stree, 0.725525
|
||||
planning, wodt, 0.478228
|
||||
planning, oc1, 0.627193
|
||||
planning, cart, 0.621772
|
||||
planning, baseRaF, 0.613144
|
||||
planning, baseRoF, 0.710165
|
||||
planning, wodt, 0.552192
|
||||
planning, j48svm, 0.711246
|
||||
planning, oc1, 0.566988
|
||||
planning, cart, 0.574384
|
||||
planning, baseRaF, 0.57918
|
||||
planning, baseRoF, 0.712416
|
||||
planning, baseRRoF, 0.61227
|
||||
post-operative, stree, 0.722222
|
||||
post-operative, wodt, 0.588889
|
||||
post-operative, oc1, 0.5889
|
||||
post-operative, cart, 0.633333
|
||||
post-operative, baseRaF, 0.49072
|
||||
post-operative, baseRoF, 0.709091
|
||||
post-operative, wodt, 0.56
|
||||
post-operative, j48svm, 0.692222
|
||||
post-operative, oc1, 0.542222
|
||||
post-operative, cart, 0.586667
|
||||
post-operative, baseRaF, 0.514792
|
||||
post-operative, baseRoF, 0.71142
|
||||
post-operative, baseRRoF, 0.705303
|
||||
seeds, stree, 0.957143
|
||||
seeds, wodt, 0.928571
|
||||
seeds, oc1, 0.9381
|
||||
seeds, cart, 0.919048
|
||||
seeds, baseRaF, 0.93052
|
||||
seeds, baseRoF, 0.949644
|
||||
seeds, stree, 0.949048
|
||||
seeds, wodt, 0.925238
|
||||
seeds, j48svm, 0.912381
|
||||
seeds, oc1, 0.932381
|
||||
seeds, cart, 0.879524
|
||||
seeds, baseRaF, 0.92459
|
||||
seeds, baseRoF, 0.953494
|
||||
seeds, baseRRoF, 0.790705
|
||||
statlog-australian-credit, stree, 0.678261
|
||||
statlog-australian-credit, wodt, 0.55942
|
||||
statlog-australian-credit, oc1, 0.5928
|
||||
statlog-australian-credit, cart, 0.595652
|
||||
statlog-australian-credit, baseRaF, 0.678291
|
||||
statlog-australian-credit, baseRoF, 0.678271
|
||||
statlog-australian-credit, stree, 0.678116
|
||||
statlog-australian-credit, wodt, 0.571739
|
||||
statlog-australian-credit, j48svm, 0.655652
|
||||
statlog-australian-credit, oc1, 0.573913
|
||||
statlog-australian-credit, cart, 0.606377
|
||||
statlog-australian-credit, baseRaF, 0.678272
|
||||
statlog-australian-credit, baseRoF, 0.678273
|
||||
statlog-australian-credit, baseRRoF, 0.678214
|
||||
statlog-german-credit, stree, 0.762
|
||||
statlog-german-credit, wodt, 0.696
|
||||
statlog-german-credit, oc1, 0.671
|
||||
statlog-german-credit, cart, 0.701
|
||||
statlog-german-credit, baseRaF, 0.672
|
||||
statlog-german-credit, baseRoF, 0.7596
|
||||
statlog-german-credit, stree, 0.7472
|
||||
statlog-german-credit, wodt, 0.6878
|
||||
statlog-german-credit, j48svm, 0.7261
|
||||
statlog-german-credit, oc1, 0.6874
|
||||
statlog-german-credit, cart, 0.6834
|
||||
statlog-german-credit, baseRaF, 0.67332
|
||||
statlog-german-credit, baseRoF, 0.75558
|
||||
statlog-german-credit, baseRRoF, 0.6848
|
||||
statlog-heart, stree, 0.848148
|
||||
statlog-heart, wodt, 0.788889
|
||||
statlog-heart, oc1, 0.718518
|
||||
statlog-heart, cart, 0.755556
|
||||
statlog-heart, baseRaF, 0.745187
|
||||
statlog-heart, baseRoF, 0.830554
|
||||
statlog-heart, wodt, 0.773333
|
||||
statlog-heart, j48svm, 0.815556
|
||||
statlog-heart, oc1, 0.749259
|
||||
statlog-heart, cart, 0.758519
|
||||
statlog-heart, baseRaF, 0.732019
|
||||
statlog-heart, baseRoF, 0.826089
|
||||
statlog-heart, baseRRoF, 0.76883
|
||||
statlog-image, stree, 0.959307
|
||||
statlog-image, wodt, 0.955844
|
||||
statlog-image, oc1, 0.9442
|
||||
statlog-image, cart, 0.961039
|
||||
statlog-image, baseRaF, 0.942258
|
||||
statlog-image, baseRoF, 0.961124
|
||||
statlog-image, wodt, 0.955671
|
||||
statlog-image, j48svm, 0.966797
|
||||
statlog-image, oc1, 0.95013
|
||||
statlog-image, cart, 0.963377
|
||||
statlog-image, baseRaF, 0.929442
|
||||
statlog-image, baseRoF, 0.958705
|
||||
statlog-image, baseRRoF, 0.879948
|
||||
statlog-vehicle, stree, 0.801413
|
||||
statlog-vehicle, wodt, 0.719875
|
||||
statlog-vehicle, oc1, 0.717529
|
||||
statlog-vehicle, cart, 0.735224
|
||||
statlog-vehicle, baseRaF, 0.768526
|
||||
statlog-vehicle, baseRoF, 0.805401
|
||||
statlog-vehicle, wodt, 0.731811
|
||||
statlog-vehicle, j48svm, 0.730389
|
||||
statlog-vehicle, oc1, 0.708496
|
||||
statlog-vehicle, cart, 0.728592
|
||||
statlog-vehicle, baseRaF, 0.76307
|
||||
statlog-vehicle, baseRoF, 0.80055
|
||||
statlog-vehicle, baseRRoF, 0.663137
|
||||
synthetic-control, stree, 0.971667
|
||||
synthetic-control, wodt, 0.97
|
||||
synthetic-control, oc1, 0.8317
|
||||
synthetic-control, cart, 0.911667
|
||||
synthetic-control, baseRaF, 0.885667
|
||||
synthetic-control, baseRoF, 0.98
|
||||
synthetic-control, wodt, 0.979
|
||||
synthetic-control, j48svm, 0.921667
|
||||
synthetic-control, oc1, 0.863167
|
||||
synthetic-control, cart, 0.906333
|
||||
synthetic-control, baseRaF, 0.883767
|
||||
synthetic-control, baseRoF, 0.980667
|
||||
synthetic-control, baseRRoF, 0.885
|
||||
tic-tac-toe, stree, 0.987435
|
||||
tic-tac-toe, wodt, 0.866416
|
||||
tic-tac-toe, oc1, 0.9217
|
||||
tic-tac-toe, cart, 0.832952
|
||||
tic-tac-toe, baseRaF, 0.964097
|
||||
tic-tac-toe, wodt, 0.849967
|
||||
tic-tac-toe, j48svm, 0.983301
|
||||
tic-tac-toe, oc1, 0.91849
|
||||
tic-tac-toe, cart, 0.836177
|
||||
tic-tac-toe, baseRaF, 0.966285
|
||||
tic-tac-toe, baseRoF, 0.983295
|
||||
tic-tac-toe, baseRRoF, 0.824842
|
||||
vertebral-column-2clases, stree, 0.829032
|
||||
vertebral-column-2clases, wodt, 0.790323
|
||||
vertebral-column-2clases, oc1, 0.803226
|
||||
vertebral-column-2clases, cart, 0.803226
|
||||
vertebral-column-2clases, baseRaF, 0.810858
|
||||
vertebral-column-2clases, baseRoF, 0.841328
|
||||
vertebral-column-2clases, wodt, 0.793548
|
||||
vertebral-column-2clases, j48svm, 0.850645
|
||||
vertebral-column-2clases, oc1, 0.815161
|
||||
vertebral-column-2clases, cart, 0.775161
|
||||
vertebral-column-2clases, baseRaF, 0.801863
|
||||
vertebral-column-2clases, baseRoF, 0.848364
|
||||
vertebral-column-2clases, baseRRoF, 0.803313
|
||||
wine, stree, 0.977778
|
||||
wine, wodt, 0.972063
|
||||
wine, oc1, 0.927068
|
||||
wine, cart, 0.93873
|
||||
wine, baseRaF, 0.952619
|
||||
wine, baseRoF, 0.989872
|
||||
wine, wodt, 0.968079
|
||||
wine, j48svm, 0.983778
|
||||
wine, oc1, 0.916165
|
||||
wine, cart, 0.897524
|
||||
wine, baseRaF, 0.948582
|
||||
wine, baseRoF, 0.988108
|
||||
wine, baseRRoF, 0.828063
|
||||
zoo, stree, 0.96
|
||||
zoo, wodt, 0.94
|
||||
zoo, oc1, 0.8515
|
||||
zoo, cart, 0.95
|
||||
zoo, baseRaF, 0.859385
|
||||
zoo, baseRoF, 0.931154
|
||||
zoo, wodt, 0.945
|
||||
zoo, j48svm, 0.920857
|
||||
zoo, oc1, 0.890952
|
||||
zoo, cart, 0.958
|
||||
zoo, baseRaF, 0.880069
|
||||
zoo, baseRoF, 0.946708
|
||||
zoo, baseRRoF, 0.845154
|
||||
|
||||
|
@@ -14,7 +14,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": 136,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -22,16 +22,20 @@
|
||||
"dataset_name = \"pima\"\n",
|
||||
"dataset_name = \"conn-bench-sonar-mines-rocks\"\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': .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\": 0.55, \"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",
|
||||
"execution_count": 3,
|
||||
"execution_count": 137,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -41,12 +45,48 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": 138,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"0.7817647058823529\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"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"
|
||||
]
|
||||
},
|
||||
{
|
||||
@@ -805,7 +845,7 @@
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.8.3"
|
||||
"version": "3.9.2"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
|
||||
Reference in New Issue
Block a user