8977607
1
Jan van Rijn
14967
Supervised Classification
8330
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)(2)
6913188
axis
0
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categorical_features
[0, 1]
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copy
true
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fill_empty
0
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missing_values
"NaN"
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strategy
"median"
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strategy_nominal
"most_frequent"
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verbose
0
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categorical_features
[0, 1]
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dtype
{"oml-python:serialized_object": "type", "value": "np.float64"}
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handle_unknown
"ignore"
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n_values
"auto"
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sparse
true
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threshold
0.0
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C
9490.580719891772
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cache_size
200
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class_weight
null
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coef0
0.48887028128348753
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decision_function_shape
null
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degree
5
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gamma
1.247637122663714
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kernel
"poly"
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max_iter
-1
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probability
true
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random_state
18299
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shrinking
false
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tol
8.756110045495529e-05
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verbose
false
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copy
true
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with_mean
false
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with_std
true
7713
openml-pimp
openml-python
Sklearn_0.18.1.
23380
cjs
https://www.openml.org/data/download/1910442/phpDAC5gS
-1
18870287
description
https://api.openml.org/data/download/18870287/description.xml
-1
18870288
predictions
https://api.openml.org/data/download/18870288/predictions.arff
area_under_roc_curve
0.9995591273513832 [0.999998,0.997044,1,0.999562,1,1]
average_cost
0
f_measure
0.9985692631225378 [0.999133,0.997059,1,0.997062,1,0.996364]
kappa
0.9982524003322065
kb_relative_information_score
2731.3694543569954
mean_absolute_error
0.012500032662764499
mean_prior_absolute_error
0.27287997162595995
number_of_instances
2796 [576,341,680,511,414,274]
precision
0.9985744867924043 [0.998267,1,1,0.998039,1,0.992754]
predictive_accuracy
0.9985693848354792
prior_entropy
2.5206634795042744
recall
0.9985693848354793 [1,0.994135,1,0.996086,1,1]
relative_absolute_error
0.04580780549148713
root_mean_prior_squared_error
0.3693707377543301
root_mean_squared_error
0.028598698407938022
root_relative_squared_error
0.07742545763589731
total_cost
0
area_under_roc_curve
0.9999709639953542 [1,0.999761,1,1,1,1]
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
1 [1,1,1,1,1,1]
area_under_roc_curve
0.9956140350877194 [1,0.970588,1,0.995614,1,1]
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
1 [1,1,1,1,1,1]
area_under_roc_curve
1 [1,1,1,1,1,1]
average_cost
0
average_cost
0
average_cost
0
average_cost
0
average_cost
0
average_cost
0
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0
average_cost
0
average_cost
0
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0
f_measure
0.9964171814918082 [0.991453,0.985075,1,1,1,1]
f_measure
1 [1,1,1,1,1,1]
f_measure
1 [1,1,1,1,1,1]
f_measure
1 [1,1,1,1,1,1]
f_measure
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f_measure
1 [1,1,1,1,1,1]
f_measure
1 [1,1,1,1,1,1]
f_measure
1 [1,1,1,1,1,1]
f_measure
0.9964306108030158 [1,1,1,0.990099,1,0.981818]
f_measure
0.9964306108030158 [1,1,1,0.990099,1,0.981818]
kappa
0.9956363182994109
kappa
1
kappa
1
kappa
1
kappa
0.9956334601709188
kappa
1
kappa
1
kappa
1
kappa
0.9956229801386841
kappa
0.9956229801386841
kb_relative_information_score
272.46760818405636
kb_relative_information_score
273.52247500225644
kb_relative_information_score
270.525430889747
kb_relative_information_score
273.4843554532463
kb_relative_information_score
272.49165730921936
kb_relative_information_score
275.02067765163997
kb_relative_information_score
275.6648629713929
kb_relative_information_score
270.74900922223185
kb_relative_information_score
276.57805561893053
kb_relative_information_score
270.8653220542775
mean_absolute_error
0.013957475806125514
mean_absolute_error
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mean_absolute_error
0.019147454792121047
mean_absolute_error
0.013238738109580631
mean_absolute_error
0.012765581502156998
mean_absolute_error
0.01002703030881441
mean_absolute_error
0.006659613392142894
mean_absolute_error
0.016405410506792374
mean_absolute_error
0.0038423916689252534
mean_absolute_error
0.01568024915434367
mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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mean_prior_absolute_error
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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
0.9964891041162226 [0.983051,1,1,1,1,1]
precision
1 [1,1,1,1,1,1]
precision
1 [1,1,1,1,1,1]
precision
1 [1,1,1,1,1,1]
precision
0.9964959568733154 [1,1,1,0.981132,1,1]
precision
1 [1,1,1,1,1,1]
precision
1 [1,1,1,1,1,1]
precision
1 [1,1,1,1,1,1]
precision
0.9965437788018433 [1,1,1,1,1,0.964286]
precision
0.9965437788018433 [1,1,1,1,1,0.964286]
predictive_accuracy
0.9964285714285714
predictive_accuracy
1
predictive_accuracy
1
predictive_accuracy
1
predictive_accuracy
0.9964285714285714
predictive_accuracy
1
predictive_accuracy
1
predictive_accuracy
1
predictive_accuracy
0.996415770609319
predictive_accuracy
0.996415770609319
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
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prior_entropy
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prior_entropy
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2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
2.5206634795042744
prior_entropy
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recall
0.9964285714285714 [1,0.970588,1,1,1,1]
recall
1 [1,1,1,1,1,1]
recall
1 [1,1,1,1,1,1]
recall
1 [1,1,1,1,1,1]
recall
0.9964285714285714 [1,0.970588,1,1,1,1]
recall
1 [1,1,1,1,1,1]
recall
1 [1,1,1,1,1,1]
recall
1 [1,1,1,1,1,1]
recall
0.996415770609319 [1,1,1,0.980392,1,1]
recall
0.996415770609319 [1,1,1,0.980392,1,1]
relative_absolute_error
0.05114408561218684
relative_absolute_error
0.048551360830341325
relative_absolute_error
0.07016161666667121
relative_absolute_error
0.048510430157905834
relative_absolute_error
0.0467939178219964
relative_absolute_error
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relative_absolute_error
0.024405387377836586
relative_absolute_error
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relative_absolute_error
0.014081156309783687
relative_absolute_error
0.05746317875512807
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
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root_mean_prior_squared_error
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root_mean_prior_squared_error
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root_mean_prior_squared_error
0.3693636368423697
root_mean_squared_error
0.03837437099872423
root_mean_squared_error
0.02186186923043956
root_mean_squared_error
0.0296502231213751
root_mean_squared_error
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root_mean_squared_error
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root_mean_squared_error
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root_mean_squared_error
0.013684057983579734
root_mean_squared_error
0.028918350479286307
root_mean_squared_error
0.023265756963845752
root_mean_squared_error
0.03274716363309777
root_relative_squared_error
0.10388168354034734
root_relative_squared_error
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root_relative_squared_error
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root_relative_squared_error
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root_relative_squared_error
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root_relative_squared_error
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root_relative_squared_error
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root_relative_squared_error
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root_relative_squared_error
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root_relative_squared_error
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total_cost
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total_cost
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total_cost
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total_cost
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usercpu_time_millis
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usercpu_time_millis_testing
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usercpu_time_millis_testing
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usercpu_time_millis_testing
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usercpu_time_millis_testing
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usercpu_time_millis_testing
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