8700325
1
Jan van Rijn
14967
Supervised Classification
7707
sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.ConditionalImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,scaling=sklearn.preprocessing.data.StandardScaler,variencethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classifier=sklearn.svm.classes.SVC)(1)
6677744
axis
0
7660
categorical_features
[0, 1]
7660
copy
true
7660
fill_empty
0
7660
missing_values
"NaN"
7660
strategy
"most_frequent"
7660
strategy_nominal
"most_frequent"
7660
verbose
0
7660
categorical_features
[0, 1]
7661
dtype
{"oml-python:serialized_object": "type", "value": "np.float64"}
7661
handle_unknown
"ignore"
7661
n_values
"auto"
7661
sparse
true
7661
threshold
0.0
7662
copy
true
7663
with_mean
false
7663
with_std
true
7663
C
2.4333002106290413
7708
cache_size
200
7708
class_weight
null
7708
coef0
-0.8701917516553475
7708
decision_function_shape
null
7708
degree
5
7708
gamma
0.009410369509612927
7708
kernel
"poly"
7708
max_iter
-1
7708
probability
true
7708
random_state
23966
7708
shrinking
true
7708
tol
0.009264569158100967
7708
verbose
false
7708
openml-pimp
openml-python
Sklearn_0.18.1.
study_71
23380
cjs
https://www.openml.org/data/download/1910442/phpDAC5gS
-1
18317571
description
https://api.openml.org/data/download/18317571/description.xml
-1
18317572
predictions
https://api.openml.org/data/download/18317572/predictions.arff
area_under_roc_curve
0.997108784274472 [0.999743,0.998442,0.997995,0.988524,0.999936,0.999452]
average_cost
0
f_measure
0.9765681851385063 [0.997398,0.989781,0.963016,0.939611,0.996372,0.988971]
kappa
0.9715639899411564
kb_relative_information_score
2553.0766298020158
mean_absolute_error
0.03325534680821186
mean_prior_absolute_error
0.27287997162595995
number_of_instances
2796 [576,341,680,511,414,274]
precision
0.9776318141143435 [0.996534,0.985465,0.932507,0.984979,0.997579,0.996296]
predictive_accuracy
0.976752503576538
prior_entropy
2.5206634795042744
recall
0.9767525035765379 [0.998264,0.994135,0.995588,0.898239,0.995169,0.981752]
relative_absolute_error
0.12186803820763872
root_mean_prior_squared_error
0.3693707377543301
root_mean_squared_error
0.10761495926343073
root_relative_squared_error
0.2913467372041958
total_cost
0
area_under_roc_curve
0.9992078496112473 [1,0.999641,1,0.99589,1,1]
area_under_roc_curve
1 [1,1,1,1,1,1]
area_under_roc_curve
1 [1,1,1,1,1,1]
area_under_roc_curve
1 [1,1,1,1,1,1]
area_under_roc_curve
0.9943334742081382 [1,1,0.984392,0.9903,0.99949,1]
area_under_roc_curve
0.9956331877729258 [1,1,0.985294,0.995633,1,1]
area_under_roc_curve
0.9997517475203624 [1,0.99964,1,0.998882,1,1]
area_under_roc_curve
1 [1,1,1,1,1,1]
area_under_roc_curve
1 [1,1,1,1,1,1]
area_under_roc_curve
0.8285863751113749 [1,0.983673,1,0.076195,0.999799,0.994562]
average_cost
0
average_cost
0
average_cost
0
average_cost
0
average_cost
0
average_cost
0
average_cost
0
average_cost
0
average_cost
0
average_cost
0
f_measure
0.9964192560084459 [1,0.985075,1,0.990291,1,1]
f_measure
0.996430380510161 [0.991304,1,1,0.990291,1,1]
f_measure
1 [1,1,1,1,1,1]
f_measure
0.9964134409280039 [1,1,1,0.990291,1,0.981818]
f_measure
0.9857142857142858 [1,1,0.970588,0.980769,0.97561,1]
f_measure
0.9964326809472441 [1,1,0.992593,0.990291,1,1]
f_measure
0.9964064218005909 [1,0.985075,1,0.990291,1,1]
f_measure
0.9963993562963007 [1,1,1,0.990291,1,0.981132]
f_measure
1 [1,1,1,1,1,1]
kappa
0.9956367942904337
kappa
0.9956384254715953
kappa
1
kappa
0.9956363863044867
kappa
0.9825387421658196
kappa
0.9956381536927702
kappa
0.9956201629487764
kappa
0.9956196816026628
kappa
1
kappa
0.756177008024152
kb_relative_information_score
275.9956051985467
kb_relative_information_score
276.1990144026033
kb_relative_information_score
277.59789182672375
kb_relative_information_score
276.0314698536874
kb_relative_information_score
216.03691665028094
kb_relative_information_score
277.10600400810176
kb_relative_information_score
275.129018233654
kb_relative_information_score
275.5380381402229
kb_relative_information_score
277.5634605727105
kb_relative_information_score
125.87921091548857
mean_absolute_error
0.006884013720191985
mean_absolute_error
0.00702660965076018
mean_absolute_error
0.005095870719191871
mean_absolute_error
0.0066178207928601325
mean_absolute_error
0.08991515385142154
mean_absolute_error
0.0050363410413660666
mean_absolute_error
0.006275197518927597
mean_absolute_error
0.005793332850491096
mean_absolute_error
0.0028443572268155213
mean_absolute_error
0.197347768097453
mean_prior_absolute_error
0.272904982835389
mean_prior_absolute_error
0.272904982835389
mean_prior_absolute_error
0.272904982835389
mean_prior_absolute_error
0.272904982835389
mean_prior_absolute_error
0.272804289453111
mean_prior_absolute_error
0.27287651677373237
mean_prior_absolute_error
0.2728747259382053
mean_prior_absolute_error
0.2728747259382053
mean_prior_absolute_error
0.2728747259382053
mean_prior_absolute_error
0.2728747259382053
number_of_instances
280 [58,34,68,51,41,28]
number_of_instances
280 [58,34,68,51,41,28]
number_of_instances
280 [58,34,68,51,41,28]
number_of_instances
280 [58,34,68,51,41,28]
number_of_instances
280 [58,34,68,52,41,27]
number_of_instances
280 [58,35,68,51,41,27]
number_of_instances
279 [57,34,68,51,42,27]
number_of_instances
279 [57,34,68,51,42,27]
number_of_instances
279 [57,34,68,51,42,27]
number_of_instances
279 [57,34,68,51,42,27]
precision
0.9964972527472528 [1,1,1,0.980769,1,1]
precision
0.9964972527472528 [1,1,1,0.980769,1,1]
precision
1 [1,1,1,1,1,1]
precision
0.9964972527472528 [1,1,1,0.980769,1,1]
precision
0.9857142857142858 [1,1,0.970588,0.980769,0.97561,1]
precision
0.9964972527472528 [1,1,1,0.980769,1,1]
precision
0.9964846980976013 [1,1,1,0.980769,1,1]
precision
0.9964846980976013 [1,1,1,0.980769,1,1]
precision
1 [1,1,1,1,1,1]
predictive_accuracy
0.9964285714285714
predictive_accuracy
0.9964285714285714
predictive_accuracy
1
predictive_accuracy
0.9964285714285714
predictive_accuracy
0.9857142857142857
predictive_accuracy
0.9964285714285714
predictive_accuracy
0.996415770609319
predictive_accuracy
0.996415770609319
predictive_accuracy
1
predictive_accuracy
0.8028673835125448
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
recall
0.9964285714285714 [1,0.970588,1,1,1,1]
recall
0.9964285714285714 [0.982759,1,1,1,1,1]
recall
1 [1,1,1,1,1,1]
recall
0.9964285714285714 [1,1,1,1,1,0.964286]
recall
0.9857142857142858 [1,1,0.970588,0.980769,0.97561,1]
recall
0.9964285714285714 [1,1,0.985294,1,1,1]
recall
0.996415770609319 [1,0.970588,1,1,1,1]
recall
0.996415770609319 [1,1,1,1,1,0.962963]
recall
1 [1,1,1,1,1,1]
recall
0.8028673835125448 [1,1,1,0,0.97619,0.888889]
relative_absolute_error
0.025224946971174535
relative_absolute_error
0.02574745824629554
relative_absolute_error
0.018672692107881375
relative_absolute_error
0.024249541815262034
relative_absolute_error
0.3295958213548396
relative_absolute_error
0.018456483910420814
relative_absolute_error
0.022996624173792727
relative_absolute_error
0.021230741801287395
relative_absolute_error
0.010423674149505695
relative_absolute_error
0.723217466985726
root_mean_prior_squared_error
0.36940459271455434
root_mean_prior_squared_error
0.36940459271455434
root_mean_prior_squared_error
0.36940459271455434
root_mean_prior_squared_error
0.36940459271455434
root_mean_prior_squared_error
0.36926827610333357
root_mean_prior_squared_error
0.36936606105183667
root_mean_prior_squared_error
0.3693636368423697
root_mean_prior_squared_error
0.3693636368423697
root_mean_prior_squared_error
0.3693636368423697
root_mean_prior_squared_error
0.3693636368423697
root_mean_squared_error
0.03662062806314876
root_mean_squared_error
0.028966567215753046
root_mean_squared_error
0.008242825249553231
root_mean_squared_error
0.03438939996605634
root_mean_squared_error
0.1737582458960407
root_mean_squared_error
0.03534963088946987
root_mean_squared_error
0.03700792802174562
root_mean_squared_error
0.029944183469734945
root_mean_squared_error
0.0041554706344484275
root_mean_squared_error
0.2806743970952069
root_relative_squared_error
0.0991341980727516
root_relative_squared_error
0.07841420433593807
root_relative_squared_error
0.022313813666963833
root_relative_squared_error
0.09309413213665607
root_relative_squared_error
0.47054745056793706
root_relative_squared_error
0.09570351642163713
root_relative_squared_error
0.100193750359728
root_relative_squared_error
0.08106965733206156
root_relative_squared_error
0.011250351198544818
root_relative_squared_error
0.7598863805182533
total_cost
0
total_cost
0
total_cost
0
total_cost
0
total_cost
0
total_cost
0
total_cost
0
total_cost
0
total_cost
0
total_cost
0
usercpu_time_millis
1152.3245370003679
usercpu_time_millis
974.0873110004031
usercpu_time_millis
970.9546849999242
usercpu_time_millis
1047.1278740001253
usercpu_time_millis
872.6360190003106
usercpu_time_millis
950.0160299999152
usercpu_time_millis
971.7970250003418
usercpu_time_millis
956.2649989993588
usercpu_time_millis
1098.6691809998774
usercpu_time_millis
999.2680109999128
usercpu_time_millis_testing
30.64717900042524
usercpu_time_millis_testing
29.13135600010719
usercpu_time_millis_testing
30.14146699979392
usercpu_time_millis_testing
30.165264000061143
usercpu_time_millis_testing
22.827237000001332
usercpu_time_millis_testing
29.42227499988803
usercpu_time_millis_testing
31.251711000095383
usercpu_time_millis_testing
29.608280999582348
usercpu_time_millis_testing
42.25712600009501
usercpu_time_millis_testing
29.653703999883874
usercpu_time_millis_training
1121.6773579999426
usercpu_time_millis_training
944.955955000296
usercpu_time_millis_training
940.8132180001303
usercpu_time_millis_training
1016.9626100000642
usercpu_time_millis_training
849.8087820003093
usercpu_time_millis_training
920.5937550000272
usercpu_time_millis_training
940.5453140002464
usercpu_time_millis_training
926.6567179997764
usercpu_time_millis_training
1056.4120549997824
usercpu_time_millis_training
969.6143070000289