10218773
1
Jan van Rijn
146606
Supervised Classification
9666
sklearn.pipeline.Pipeline(columntransformer=sklearn.compose._column_transformer.ColumnTransformer(numeric=sklearn.pipeline.Pipeline(imputer=sklearn.preprocessing.imputation.Imputer,standardscaler=sklearn.preprocessing.data.StandardScaler),nominal=sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute.SimpleImputer,onehotencoder=sklearn.preprocessing._encoders.OneHotEncoder)),variancethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,gradientboostingclassifier=sklearn.ensemble.gradient_boosting.GradientBoostingClassifier)(4)
8144205
copy
true
9559
fill_value
-1
9559
missing_values
NaN
9559
strategy
"constant"
9559
verbose
0
9559
n_jobs
null
9606
remainder
"passthrough"
9606
sparse_threshold
0.3
9606
transformer_weights
null
9606
transformers
[{"oml-python:serialized_object": "component_reference", "value": {"key": "numeric", "step_name": "numeric", "argument_1": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "nominal", "step_name": "nominal", "argument_1": []}}]
9606
memory
null
9607
steps
[{"oml-python:serialized_object": "component_reference", "value": {"key": "imputer", "step_name": "imputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "standardscaler", "step_name": "standardscaler"}}]
9607
axis
0
9608
copy
true
9608
missing_values
"NaN"
9608
strategy
"most_frequent"
9608
verbose
0
9608
copy
true
9609
with_mean
true
9609
with_std
true
9609
memory
null
9610
steps
[{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "onehotencoder", "step_name": "onehotencoder"}}]
9610
categorical_features
null
9611
categories
null
9611
dtype
{"oml-python:serialized_object": "type", "value": "np.float64"}
9611
handle_unknown
"ignore"
9611
n_values
null
9611
sparse
true
9611
threshold
0.0
9612
memory
null
9666
steps
[{"oml-python:serialized_object": "component_reference", "value": {"key": "columntransformer", "step_name": "columntransformer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "variancethreshold", "step_name": "variancethreshold"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "gradientboostingclassifier", "step_name": "gradientboostingclassifier"}}]
9666
criterion
"mse"
9667
init
null
9667
learning_rate
0.003544146668549942
9667
loss
"deviance"
9667
max_depth
2
9667
max_features
0.9953636746301543
9667
max_leaf_nodes
null
9667
min_impurity_decrease
0.49900016731054686
9667
min_impurity_split
null
9667
min_samples_leaf
14
9667
min_samples_split
14
9667
min_weight_fraction_leaf
0.13326006525156014
9667
n_estimators
98
9667
n_iter_no_change
1404
9667
presort
"auto"
9667
random_state
17026
9667
subsample
0.017924699017184964
9667
tol
0.020065294562422245
9667
validation_fraction
0.0371635569233707
9667
verbose
0
9667
warm_start
false
9667
openml-python
Sklearn_0.20.3.
23512
higgs
https://www.openml.org/data/download/2063675/phpZLgL9q
-1
21358462
description
https://api.openml.org/data/download/21358462/description.xml
-1
21358463
predictions
https://api.openml.org/data/download/21358463/predictions.arff
area_under_roc_curve
0.4999570243258962 [0.499957,0.499957]
average_cost
0
kappa
0
kb_relative_information_score
-16.48668243891641
mean_absolute_error
0.4984215846428468
mean_prior_absolute_error
0.4983667141368659
number_of_instances
98050 [46223,51827]
predictive_accuracy
0.5285772565017848
prior_entropy
0.9976424301660018
recall
0.5285772565017848 [0,1]
relative_absolute_error
1.0001101006636768
root_mean_prior_squared_error
0.4991826723867985
root_mean_squared_error
0.49918359713368626
root_relative_squared_error
1.0000018525220105
total_cost
0
area_under_roc_curve
0.5 [0.5,0.5]
area_under_roc_curve
0.5 [0.5,0.5]
area_under_roc_curve
0.5 [0.5,0.5]
area_under_roc_curve
0.5 [0.5,0.5]
area_under_roc_curve
0.5 [0.5,0.5]
area_under_roc_curve
0.5 [0.5,0.5]
area_under_roc_curve
0.5 [0.5,0.5]
area_under_roc_curve
0.5 [0.5,0.5]
area_under_roc_curve
0.5 [0.5,0.5]
area_under_roc_curve
0.5 [0.5,0.5]
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
kappa
0
kappa
0
kappa
0
kappa
0
kappa
0
kappa
0
kappa
0
kappa
0
kappa
0
kappa
0
kb_relative_information_score
-1.6323186403016536
kb_relative_information_score
-1.6323186403016536
kb_relative_information_score
-1.6323186403016536
kb_relative_information_score
-1.6556752168589797
kb_relative_information_score
-1.6556752168589797
kb_relative_information_score
-1.6556752168589797
kb_relative_information_score
-1.6556752168589797
kb_relative_information_score
-1.6556752168589797
kb_relative_information_score
-1.6556752168589797
kb_relative_information_score
-1.6556752168589797
mean_absolute_error
0.49842512038789555
mean_absolute_error
0.49842512038789555
mean_absolute_error
0.49842512038789555
mean_absolute_error
0.4984200693236941
mean_absolute_error
0.4984200693236941
mean_absolute_error
0.4984200693236941
mean_absolute_error
0.4984200693236941
mean_absolute_error
0.4984200693236941
mean_absolute_error
0.4984200693236941
mean_absolute_error
0.4984200693236941
mean_prior_absolute_error
0.4983707944371693
mean_prior_absolute_error
0.4983707944371693
mean_prior_absolute_error
0.4983707944371693
mean_prior_absolute_error
0.49836496543694453
mean_prior_absolute_error
0.49836496543694453
mean_prior_absolute_error
0.49836496543694453
mean_prior_absolute_error
0.49836496543694453
mean_prior_absolute_error
0.49836496543694453
mean_prior_absolute_error
0.49836496543694453
mean_prior_absolute_error
0.49836496543694453
number_of_instances
9805 [4623,5182]
number_of_instances
9805 [4623,5182]
number_of_instances
9805 [4623,5182]
number_of_instances
9805 [4622,5183]
number_of_instances
9805 [4622,5183]
number_of_instances
9805 [4622,5183]
number_of_instances
9805 [4622,5183]
number_of_instances
9805 [4622,5183]
number_of_instances
9805 [4622,5183]
number_of_instances
9805 [4622,5183]
predictive_accuracy
0.528505864354921
predictive_accuracy
0.528505864354921
predictive_accuracy
0.528505864354921
predictive_accuracy
0.528607853136155
predictive_accuracy
0.528607853136155
predictive_accuracy
0.528607853136155
predictive_accuracy
0.528607853136155
predictive_accuracy
0.528607853136155
predictive_accuracy
0.528607853136155
predictive_accuracy
0.528607853136155
prior_entropy
0.9976424301660018
prior_entropy
0.9976424301660018
prior_entropy
0.9976424301660018
prior_entropy
0.9976424301660018
prior_entropy
0.9976424301660018
prior_entropy
0.9976424301660018
prior_entropy
0.9976424301660018
prior_entropy
0.9976424301660018
prior_entropy
0.9976424301660018
prior_entropy
0.9976424301660018
recall
0.528505864354921 [0,1]
recall
0.528505864354921 [0,1]
recall
0.528505864354921 [0,1]
recall
0.528607853136155 [0,1]
recall
0.528607853136155 [0,1]
recall
0.528607853136155 [0,1]
recall
0.528607853136155 [0,1]
recall
0.528607853136155 [0,1]
recall
0.528607853136155 [0,1]
recall
0.528607853136155 [0,1]
relative_absolute_error
1.0001090070913718
relative_absolute_error
1.0001090070913718
relative_absolute_error
1.0001090070913718
relative_absolute_error
1.0001105693428936
relative_absolute_error
1.0001105693428936
relative_absolute_error
1.0001105693428936
relative_absolute_error
1.0001105693428936
relative_absolute_error
1.0001105693428936
relative_absolute_error
1.0001105693428936
relative_absolute_error
1.0001105693428936
root_mean_prior_squared_error
0.4991867593509677
root_mean_prior_squared_error
0.4991867593509677
root_mean_prior_squared_error
0.4991867593509677
root_mean_prior_squared_error
0.4991809208203937
root_mean_prior_squared_error
0.4991809208203937
root_mean_prior_squared_error
0.4991809208203937
root_mean_prior_squared_error
0.4991809208203937
root_mean_prior_squared_error
0.4991809208203937
root_mean_prior_squared_error
0.4991809208203937
root_mean_prior_squared_error
0.4991809208203937
root_mean_squared_error
0.499187533663608
root_mean_squared_error
0.499187533663608
root_mean_squared_error
0.499187533663608
root_mean_squared_error
0.4991819100400526
root_mean_squared_error
0.4991819100400526
root_mean_squared_error
0.4991819100400526
root_mean_squared_error
0.4991819100400526
root_mean_squared_error
0.4991819100400526
root_mean_squared_error
0.4991819100400526
root_mean_squared_error
0.4991819100400526
root_relative_squared_error
1.0000015511481941
root_relative_squared_error
1.0000015511481941
root_relative_squared_error
1.0000015511481941
root_relative_squared_error
1.0000019816856325
root_relative_squared_error
1.0000019816856325
root_relative_squared_error
1.0000019816856325
root_relative_squared_error
1.0000019816856325
root_relative_squared_error
1.0000019816856325
root_relative_squared_error
1.0000019816856325
root_relative_squared_error
1.0000019816856325
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
2882.4009769959957
usercpu_time_millis
2819.8027090002142
usercpu_time_millis
2827.592564000952
usercpu_time_millis
2824.2775489961787
usercpu_time_millis
2922.711168001115
usercpu_time_millis
2831.1982580016775
usercpu_time_millis
2818.565943001886
usercpu_time_millis
2845.1891639997484
usercpu_time_millis
2894.7982679965207
usercpu_time_millis
2837.6686129959126
usercpu_time_millis_testing
7.849113997508539
usercpu_time_millis_testing
7.82234299913398
usercpu_time_millis_testing
7.838276000256883
usercpu_time_millis_testing
7.836100998247275
usercpu_time_millis_testing
7.848713001294527
usercpu_time_millis_testing
7.822083000064595
usercpu_time_millis_testing
7.822262999980012
usercpu_time_millis_testing
7.8350160001718905
usercpu_time_millis_testing
7.82995799818309
usercpu_time_millis_testing
7.8384859989455435
usercpu_time_millis_training
2874.551862998487
usercpu_time_millis_training
2811.9803660010803
usercpu_time_millis_training
2819.754288000695
usercpu_time_millis_training
2816.4414479979314
usercpu_time_millis_training
2914.8624549998203
usercpu_time_millis_training
2823.376175001613
usercpu_time_millis_training
2810.743680001906
usercpu_time_millis_training
2837.3541479995765
usercpu_time_millis_training
2886.9683099983376
usercpu_time_millis_training
2829.830126996967