har-pr-1.log

Data set: har
Algorithm: pr
Loading har data set...
Creating perceptron hyper classifier...
Running trial 0...
Creating trial data...
Applying classifier to trial...

No cached result "runs/har/0/pr/penalty(none)-alpha(1.000000e-09).pickle", building and running classifier...
run: penalty(none)-alpha(1.000000e-09)
parameters: {'penalty': None, 'alpha': 1.0000000000000001e-09}
ml ce: 0.167345553293
ml rmse: 0.458383475625
sk acc: 0.832654446707
sk f1: 0.812042955478
sk prec: 0.894254024278
sk recl: 0.832654446707
label: 1
ml auc: 0.967210335747
sk auc: 0.967210335747
label: 2
ml auc: 0.937288179287
sk auc: 0.937288179287
label: 3
ml auc: 0.978588394978
sk auc: 0.978588394978
label: 4
ml auc: 0.914867617108
sk auc: 0.914867617108
label: 5
ml auc: 0.626879699248
sk auc: 0.626879699248
label: 6
ml auc: 0.999584889996
sk auc: 0.999584889996
Saving result "runs/har/0/pr/penalty(none)-alpha(1.000000e-09).pickle"...

No cached result "runs/har/0/pr/penalty(none)-alpha(6.309573e-07).pickle", building and running classifier...
run: penalty(none)-alpha(6.309573e-07)
parameters: {'penalty': None, 'alpha': 6.3095734448019296e-07}
ml ce: 0.167345553293
ml rmse: 0.458383475625
sk acc: 0.832654446707
sk f1: 0.812042955478
sk prec: 0.894254024278
sk recl: 0.832654446707
label: 1
ml auc: 0.967210335747
sk auc: 0.967210335747
label: 2
ml auc: 0.937288179287
sk auc: 0.937288179287
label: 3
ml auc: 0.978588394978
sk auc: 0.978588394978
label: 4
ml auc: 0.914867617108
sk auc: 0.914867617108
label: 5
ml auc: 0.626879699248
sk auc: 0.626879699248
label: 6
ml auc: 0.999584889996
sk auc: 0.999584889996
Saving result "runs/har/0/pr/penalty(none)-alpha(6.309573e-07).pickle"...

No cached result "runs/har/0/pr/penalty(none)-alpha(3.981072e-04).pickle", building and running classifier...
run: penalty(none)-alpha(3.981072e-04)
parameters: {'penalty': None, 'alpha': 0.00039810717055349692}
ml ce: 0.167345553293
ml rmse: 0.458383475625
sk acc: 0.832654446707
sk f1: 0.812042955478
sk prec: 0.894254024278
sk recl: 0.832654446707
label: 1
ml auc: 0.967210335747
sk auc: 0.967210335747
label: 2
ml auc: 0.937288179287
sk auc: 0.937288179287
label: 3
ml auc: 0.978588394978
sk auc: 0.978588394978
label: 4
ml auc: 0.914867617108
sk auc: 0.914867617108
label: 5
ml auc: 0.626879699248
sk auc: 0.626879699248
label: 6
ml auc: 0.999584889996
sk auc: 0.999584889996
Saving result "runs/har/0/pr/penalty(none)-alpha(3.981072e-04).pickle"...

No cached result "runs/har/0/pr/penalty(none)-alpha(2.511886e-01).pickle", building and running classifier...
run: penalty(none)-alpha(2.511886e-01)
parameters: {'penalty': None, 'alpha': 0.25118864315095718}
ml ce: 0.167345553293
ml rmse: 0.458383475625
sk acc: 0.832654446707
sk f1: 0.812042955478
sk prec: 0.894254024278
sk recl: 0.832654446707
label: 1
ml auc: 0.967210335747
sk auc: 0.967210335747
label: 2
ml auc: 0.937288179287
sk auc: 0.937288179287
label: 3
ml auc: 0.978588394978
sk auc: 0.978588394978
label: 4
ml auc: 0.914867617108
sk auc: 0.914867617108
label: 5
ml auc: 0.626879699248
sk auc: 0.626879699248
label: 6
ml auc: 0.999584889996
sk auc: 0.999584889996
Saving result "runs/har/0/pr/penalty(none)-alpha(2.511886e-01).pickle"...

No cached result "runs/har/0/pr/penalty(none)-alpha(1.584893e+02).pickle", building and running classifier...
run: penalty(none)-alpha(1.584893e+02)
parameters: {'penalty': None, 'alpha': 158.48931924611108}
ml ce: 0.167345553293
ml rmse: 0.458383475625
sk acc: 0.832654446707
sk f1: 0.812042955478
sk prec: 0.894254024278
sk recl: 0.832654446707
label: 1
ml auc: 0.967210335747
sk auc: 0.967210335747
label: 2
ml auc: 0.937288179287
sk auc: 0.937288179287
label: 3
ml auc: 0.978588394978
sk auc: 0.978588394978
label: 4
ml auc: 0.914867617108
sk auc: 0.914867617108
label: 5
ml auc: 0.626879699248
sk auc: 0.626879699248
label: 6
ml auc: 0.999584889996
sk auc: 0.999584889996
Saving result "runs/har/0/pr/penalty(none)-alpha(1.584893e+02).pickle"...

No cached result "runs/har/0/pr/penalty(none)-alpha(1.000000e+05).pickle", building and running classifier...
run: penalty(none)-alpha(1.000000e+05)
parameters: {'penalty': None, 'alpha': 100000.0}
ml ce: 0.167345553293
ml rmse: 0.458383475625
sk acc: 0.832654446707
sk f1: 0.812042955478
sk prec: 0.894254024278
sk recl: 0.832654446707
label: 1
ml auc: 0.967210335747
sk auc: 0.967210335747
label: 2
ml auc: 0.937288179287
sk auc: 0.937288179287
label: 3
ml auc: 0.978588394978
sk auc: 0.978588394978
label: 4
ml auc: 0.914867617108
sk auc: 0.914867617108
label: 5
ml auc: 0.626879699248
sk auc: 0.626879699248
label: 6
ml auc: 0.999584889996
sk auc: 0.999584889996
Saving result "runs/har/0/pr/penalty(none)-alpha(1.000000e+05).pickle"...

No cached result "runs/har/0/pr/penalty(l1)-alpha(1.000000e-09).pickle", building and running classifier...
run: penalty(l1)-alpha(1.000000e-09)
parameters: {'penalty': 'l1', 'alpha': 1.0000000000000001e-09}
ml ce: 0.167345553293
ml rmse: 0.458383475625
sk acc: 0.832654446707
sk f1: 0.812042955478
sk prec: 0.894254024278
sk recl: 0.832654446707
label: 1
ml auc: 0.967210335747
sk auc: 0.967210335747
label: 2
ml auc: 0.937288179287
sk auc: 0.937288179287
label: 3
ml auc: 0.978588394978
sk auc: 0.978588394978
label: 4
ml auc: 0.914867617108
sk auc: 0.914867617108
label: 5
ml auc: 0.626879699248
sk auc: 0.626879699248
label: 6
ml auc: 0.999584889996
sk auc: 0.999584889996
Saving result "runs/har/0/pr/penalty(l1)-alpha(1.000000e-09).pickle"...

No cached result "runs/har/0/pr/penalty(l1)-alpha(6.309573e-07).pickle", building and running classifier...
run: penalty(l1)-alpha(6.309573e-07)
parameters: {'penalty': 'l1', 'alpha': 6.3095734448019296e-07}
ml ce: 0.145621181263
ml rmse: 0.453170171508
sk acc: 0.854378818737
sk f1: 0.842824868429
sk prec: 0.897360243899
sk recl: 0.854378818737
label: 1
ml auc: 0.958211816985
sk auc: 0.958211816985
label: 2
ml auc: 0.959628604819
sk auc: 0.959628604819
label: 3
ml auc: 0.977802284809
sk auc: 0.977802284809
label: 4
ml auc: 0.924643584521
sk auc: 0.924643584521
label: 5
ml auc: 0.679526851512
sk auc: 0.679526851512
label: 6
ml auc: 0.999792444998
sk auc: 0.999792444998
Saving result "runs/har/0/pr/penalty(l1)-alpha(6.309573e-07).pickle"...

No cached result "runs/har/0/pr/penalty(l1)-alpha(3.981072e-04).pickle", building and running classifier...
run: penalty(l1)-alpha(3.981072e-04)
parameters: {'penalty': 'l1', 'alpha': 0.00039810717055349692}
ml ce: 0.106245756959
ml rmse: 0.466821814962
sk acc: 0.893754243041
sk f1: 0.894526342226
sk prec: 0.900177809443
sk recl: 0.893754243041
label: 1
ml auc: 0.957995391705
sk auc: 0.957995391705
label: 2
ml auc: 0.933357680542
sk auc: 0.933357680542
label: 3
ml auc: 0.939500622102
sk auc: 0.939500622102
label: 4
ml auc: 0.945621181263
sk auc: 0.945621181263
label: 5
ml auc: 0.873547788278
sk auc: 0.873547788278
label: 6
ml auc: 0.969789731709
sk auc: 0.969789731709
Saving result "runs/har/0/pr/penalty(l1)-alpha(3.981072e-04).pickle"...

No cached result "runs/har/0/pr/penalty(l1)-alpha(2.511886e-01).pickle", building and running classifier...
run: penalty(l1)-alpha(2.511886e-01)
parameters: {'penalty': 'l1', 'alpha': 0.25118864315095718}
ml ce: 0.840461642906
ml rmse: 2.3493293232
sk acc: 0.159538357094
sk f1: 0.0439010701606
sk prec: 0.0254524873844
sk recl: 0.159538357094
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
Saving result "runs/har/0/pr/penalty(l1)-alpha(2.511886e-01).pickle"...

No cached result "runs/har/0/pr/penalty(l1)-alpha(1.584893e+02).pickle", building and running classifier...
run: penalty(l1)-alpha(1.584893e+02)
parameters: {'penalty': 'l1', 'alpha': 158.48931924611108}
ml ce: 0.840461642906
ml rmse: 2.3493293232
sk acc: 0.159538357094
sk f1: 0.0439010701606
sk prec: 0.0254524873844
sk recl: 0.159538357094
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
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ml auc: 0.5
sk auc: 0.5
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ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
Saving result "runs/har/0/pr/penalty(l1)-alpha(1.584893e+02).pickle"...

No cached result "runs/har/0/pr/penalty(l1)-alpha(1.000000e+05).pickle", building and running classifier...
run: penalty(l1)-alpha(1.000000e+05)
parameters: {'penalty': 'l1', 'alpha': 100000.0}
ml ce: 0.840461642906
ml rmse: 2.3493293232
sk acc: 0.159538357094
sk f1: 0.0439010701606
sk prec: 0.0254524873844
sk recl: 0.159538357094
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
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ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
Saving result "runs/har/0/pr/penalty(l1)-alpha(1.000000e+05).pickle"...

No cached result "runs/har/0/pr/penalty(l2)-alpha(1.000000e-09).pickle", building and running classifier...
run: penalty(l2)-alpha(1.000000e-09)
parameters: {'penalty': 'l2', 'alpha': 1.0000000000000001e-09}
ml ce: 0.167345553293
ml rmse: 0.458383475625
sk acc: 0.832654446707
sk f1: 0.812042955478
sk prec: 0.894254024278
sk recl: 0.832654446707
label: 1
ml auc: 0.967210335747
sk auc: 0.967210335747
label: 2
ml auc: 0.937288179287
sk auc: 0.937288179287
label: 3
ml auc: 0.978588394978
sk auc: 0.978588394978
label: 4
ml auc: 0.914867617108
sk auc: 0.914867617108
label: 5
ml auc: 0.626879699248
sk auc: 0.626879699248
label: 6
ml auc: 0.999584889996
sk auc: 0.999584889996
Saving result "runs/har/0/pr/penalty(l2)-alpha(1.000000e-09).pickle"...

No cached result "runs/har/0/pr/penalty(l2)-alpha(6.309573e-07).pickle", building and running classifier...
run: penalty(l2)-alpha(6.309573e-07)
parameters: {'penalty': 'l2', 'alpha': 6.3095734448019296e-07}
ml ce: 0.177189409369
ml rmse: 0.473320807231
sk acc: 0.822810590631
sk f1: 0.79665165665
sk prec: 0.890505811767
sk recl: 0.822810590631
label: 1
ml auc: 0.961174292298
sk auc: 0.961174292298
label: 2
ml auc: 0.944331110576
sk auc: 0.944331110576
label: 3
ml auc: 0.974821852732
sk auc: 0.974821852732
label: 4
ml auc: 0.910590631365
sk auc: 0.910590631365
label: 5
ml auc: 0.600563909774
sk auc: 0.600563909774
label: 6
ml auc: 0.999792444998
sk auc: 0.999792444998
Saving result "runs/har/0/pr/penalty(l2)-alpha(6.309573e-07).pickle"...

No cached result "runs/har/0/pr/penalty(l2)-alpha(3.981072e-04).pickle", building and running classifier...
run: penalty(l2)-alpha(3.981072e-04)
parameters: {'penalty': 'l2', 'alpha': 0.00039810717055349692}
ml ce: 0.375084860828
ml rmse: 0.887034159126
sk acc: 0.624915139172
sk f1: 0.5059043366
sk prec: 0.435973053072
sk recl: 0.624915139172
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.957213934623
sk auc: 0.957213934623
label: 3
ml auc: 0.851575048071
sk auc: 0.851575048071
label: 4
ml auc: 0.887576374745
sk auc: 0.887576374745
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.992112909921
sk auc: 0.992112909921
Saving result "runs/har/0/pr/penalty(l2)-alpha(3.981072e-04).pickle"...

No cached result "runs/har/0/pr/penalty(l2)-alpha(2.511886e-01).pickle", building and running classifier...
run: penalty(l2)-alpha(2.511886e-01)
parameters: {'penalty': 'l2', 'alpha': 0.25118864315095718}
ml ce: 0.840461642906
ml rmse: 2.3493293232
sk acc: 0.159538357094
sk f1: 0.0439010701606
sk prec: 0.0254524873844
sk recl: 0.159538357094
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
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ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
Saving result "runs/har/0/pr/penalty(l2)-alpha(2.511886e-01).pickle"...

No cached result "runs/har/0/pr/penalty(l2)-alpha(1.584893e+02).pickle", building and running classifier...
floating-point under-/overflow occured.
run: penalty(l2)-alpha(1.584893e+02)
parameters: {'penalty': 'l2', 'alpha': 158.48931924611108}
Saving result "runs/har/0/pr/penalty(l2)-alpha(1.584893e+02).pickle"...

No cached result "runs/har/0/pr/penalty(l2)-alpha(1.000000e+05).pickle", building and running classifier...
floating-point under-/overflow occured.
run: penalty(l2)-alpha(1.000000e+05)
parameters: {'penalty': 'l2', 'alpha': 100000.0}
Saving result "runs/har/0/pr/penalty(l2)-alpha(1.000000e+05).pickle"...

No cached result "runs/har/0/pr/penalty(elasticnet)-alpha(1.000000e-09).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(1.000000e-09)
parameters: {'penalty': 'elasticnet', 'alpha': 1.0000000000000001e-09}
ml ce: 0.167345553293
ml rmse: 0.458383475625
sk acc: 0.832654446707
sk f1: 0.812042955478
sk prec: 0.894254024278
sk recl: 0.832654446707
label: 1
ml auc: 0.967210335747
sk auc: 0.967210335747
label: 2
ml auc: 0.937288179287
sk auc: 0.937288179287
label: 3
ml auc: 0.978588394978
sk auc: 0.978588394978
label: 4
ml auc: 0.914867617108
sk auc: 0.914867617108
label: 5
ml auc: 0.626879699248
sk auc: 0.626879699248
label: 6
ml auc: 0.999584889996
sk auc: 0.999584889996
Saving result "runs/har/0/pr/penalty(elasticnet)-alpha(1.000000e-09).pickle"...

No cached result "runs/har/0/pr/penalty(elasticnet)-alpha(6.309573e-07).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(6.309573e-07)
parameters: {'penalty': 'elasticnet', 'alpha': 6.3095734448019296e-07}
ml ce: 0.145621181263
ml rmse: 0.453170171508
sk acc: 0.854378818737
sk f1: 0.842824868429
sk prec: 0.897360243899
sk recl: 0.854378818737
label: 1
ml auc: 0.958211816985
sk auc: 0.958211816985
label: 2
ml auc: 0.959628604819
sk auc: 0.959628604819
label: 3
ml auc: 0.977802284809
sk auc: 0.977802284809
label: 4
ml auc: 0.924643584521
sk auc: 0.924643584521
label: 5
ml auc: 0.679526851512
sk auc: 0.679526851512
label: 6
ml auc: 0.999792444998
sk auc: 0.999792444998
Saving result "runs/har/0/pr/penalty(elasticnet)-alpha(6.309573e-07).pickle"...

No cached result "runs/har/0/pr/penalty(elasticnet)-alpha(3.981072e-04).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(3.981072e-04)
parameters: {'penalty': 'elasticnet', 'alpha': 0.00039810717055349692}
ml ce: 0.106245756959
ml rmse: 0.466821814962
sk acc: 0.893754243041
sk f1: 0.894526342226
sk prec: 0.900177809443
sk recl: 0.893754243041
label: 1
ml auc: 0.957995391705
sk auc: 0.957995391705
label: 2
ml auc: 0.933357680542
sk auc: 0.933357680542
label: 3
ml auc: 0.939500622102
sk auc: 0.939500622102
label: 4
ml auc: 0.945621181263
sk auc: 0.945621181263
label: 5
ml auc: 0.873547788278
sk auc: 0.873547788278
label: 6
ml auc: 0.969789731709
sk auc: 0.969789731709
Saving result "runs/har/0/pr/penalty(elasticnet)-alpha(3.981072e-04).pickle"...

No cached result "runs/har/0/pr/penalty(elasticnet)-alpha(2.511886e-01).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(2.511886e-01)
parameters: {'penalty': 'elasticnet', 'alpha': 0.25118864315095718}
ml ce: 0.840461642906
ml rmse: 2.3493293232
sk acc: 0.159538357094
sk f1: 0.0439010701606
sk prec: 0.0254524873844
sk recl: 0.159538357094
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
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sk auc: 0.5
label: 5
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sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
Saving result "runs/har/0/pr/penalty(elasticnet)-alpha(2.511886e-01).pickle"...

No cached result "runs/har/0/pr/penalty(elasticnet)-alpha(1.584893e+02).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(1.584893e+02)
parameters: {'penalty': 'elasticnet', 'alpha': 158.48931924611108}
ml ce: 0.840461642906
ml rmse: 2.3493293232
sk acc: 0.159538357094
sk f1: 0.0439010701606
sk prec: 0.0254524873844
sk recl: 0.159538357094
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
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sk auc: 0.5
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label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
Saving result "runs/har/0/pr/penalty(elasticnet)-alpha(1.584893e+02).pickle"...

No cached result "runs/har/0/pr/penalty(elasticnet)-alpha(1.000000e+05).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(1.000000e+05)
parameters: {'penalty': 'elasticnet', 'alpha': 100000.0}
ml ce: 0.840461642906
ml rmse: 2.3493293232
sk acc: 0.159538357094
sk f1: 0.0439010701606
sk prec: 0.0254524873844
sk recl: 0.159538357094
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
Saving result "runs/har/0/pr/penalty(elasticnet)-alpha(1.000000e+05).pickle"...
Clearing trial data from memory...