10227062
1
Jan van Rijn
10093
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)
8152494
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]}}, {"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
"median"
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
"mae"
9667
init
null
9667
learning_rate
9.490690221828961e-05
9667
loss
"deviance"
9667
max_depth
18
9667
max_features
0.3126219957819847
9667
max_leaf_nodes
null
9667
min_impurity_decrease
0.5527496081186508
9667
min_impurity_split
null
9667
min_samples_leaf
18
9667
min_samples_split
10
9667
min_weight_fraction_leaf
0.2526988914095065
9667
n_estimators
1995
9667
n_iter_no_change
1107
9667
presort
"auto"
9667
random_state
60708
9667
subsample
0.20222652476854275
9667
tol
0.012345057152414709
9667
validation_fraction
0.938321539651049
9667
verbose
0
9667
warm_start
false
9667
openml-python
Sklearn_0.20.3.
1462
banknote-authentication
https://www.openml.org/data/download/1586223/php50jXam
-1
21375040
description
https://api.openml.org/data/download/21375040/description.xml
-1
21375041
predictions
https://api.openml.org/data/download/21375041/predictions.arff
area_under_roc_curve
0.5010498687664042 [0.50105,0.50105]
average_cost
0
kappa
0
kb_relative_information_score
-6.192686268451496
mean_absolute_error
0.4952738907341823
mean_prior_absolute_error
0.49387203415364794
number_of_instances
1372 [762,610]
predictive_accuracy
0.5553935860058309
prior_entropy
0.9911539878763314
recall
0.5553935860058309 [1,0]
relative_absolute_error
1.002838501643319
root_mean_prior_squared_error
0.4969220835611905
root_mean_squared_error
0.49710207161756104
root_relative_squared_error
1.0003622057910582
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
-0.12525553346067103
kb_relative_information_score
-0.12525553346067103
kb_relative_information_score
-0.7427719001912682
kb_relative_information_score
-0.7427719001912682
kb_relative_information_score
-0.7427719001912682
kb_relative_information_score
-0.7427719001912682
kb_relative_information_score
-0.7427719001912682
kb_relative_information_score
-0.7427719001912682
kb_relative_information_score
-0.7427719001912682
kb_relative_information_score
-0.7427719001912682
mean_absolute_error
0.49386494380063495
mean_absolute_error
0.49386494380063495
mean_absolute_error
0.49562869853861324
mean_absolute_error
0.49562869853861324
mean_absolute_error
0.49562869853861324
mean_absolute_error
0.49562869853861324
mean_absolute_error
0.49562869853861324
mean_absolute_error
0.49562869853861324
mean_absolute_error
0.49562869853861324
mean_absolute_error
0.49562869853861324
mean_prior_absolute_error
0.49358690378246245
mean_prior_absolute_error
0.49358690378246245
mean_prior_absolute_error
0.49394383705734374
mean_prior_absolute_error
0.49394383705734374
mean_prior_absolute_error
0.49394383705734374
mean_prior_absolute_error
0.49394383705734374
mean_prior_absolute_error
0.49394383705734374
mean_prior_absolute_error
0.49394383705734374
mean_prior_absolute_error
0.49394383705734374
mean_prior_absolute_error
0.49394383705734374
number_of_instances
138 [77,61]
number_of_instances
138 [77,61]
number_of_instances
137 [76,61]
number_of_instances
137 [76,61]
number_of_instances
137 [76,61]
number_of_instances
137 [76,61]
number_of_instances
137 [76,61]
number_of_instances
137 [76,61]
number_of_instances
137 [76,61]
number_of_instances
137 [76,61]
predictive_accuracy
0.5579710144927535
predictive_accuracy
0.5579710144927535
predictive_accuracy
0.5547445255474452
predictive_accuracy
0.5547445255474452
predictive_accuracy
0.5547445255474452
predictive_accuracy
0.5547445255474452
predictive_accuracy
0.5547445255474452
predictive_accuracy
0.5547445255474452
predictive_accuracy
0.5547445255474452
predictive_accuracy
0.5547445255474452
prior_entropy
0.9911539878763314
prior_entropy
0.9911539878763314
prior_entropy
0.9911539878763314
prior_entropy
0.9911539878763314
prior_entropy
0.9911539878763314
prior_entropy
0.9911539878763314
prior_entropy
0.9911539878763314
prior_entropy
0.9911539878763314
prior_entropy
0.9911539878763314
prior_entropy
0.9911539878763314
recall
0.5579710144927537 [1,0]
recall
0.5579710144927537 [1,0]
recall
0.5547445255474452 [1,0]
recall
0.5547445255474452 [1,0]
recall
0.5547445255474452 [1,0]
recall
0.5547445255474452 [1,0]
recall
0.5547445255474452 [1,0]
recall
0.5547445255474452 [1,0]
recall
0.5547445255474452 [1,0]
recall
0.5547445255474452 [1,0]
relative_absolute_error
1.0005633050959049
relative_absolute_error
1.0005633050959049
relative_absolute_error
1.0034110385733468
relative_absolute_error
1.0034110385733468
relative_absolute_error
1.0034110385733468
relative_absolute_error
1.0034110385733468
relative_absolute_error
1.0034110385733468
relative_absolute_error
1.0034110385733468
relative_absolute_error
1.0034110385733468
relative_absolute_error
1.0034110385733468
root_mean_prior_squared_error
0.49663510423610374
root_mean_prior_squared_error
0.49663510423610374
root_mean_prior_squared_error
0.4969943259580404
root_mean_prior_squared_error
0.4969943259580404
root_mean_prior_squared_error
0.4969943259580404
root_mean_prior_squared_error
0.4969943259580404
root_mean_prior_squared_error
0.4969943259580404
root_mean_prior_squared_error
0.4969943259580404
root_mean_prior_squared_error
0.4969943259580404
root_mean_prior_squared_error
0.4969943259580404
root_mean_squared_error
0.49665372864780866
root_mean_squared_error
0.49665372864780866
root_mean_squared_error
0.49721491178221583
root_mean_squared_error
0.49721491178221583
root_mean_squared_error
0.49721491178221583
root_mean_squared_error
0.49721491178221583
root_mean_squared_error
0.49721491178221583
root_mean_squared_error
0.49721491178221583
root_mean_squared_error
0.49721491178221583
root_mean_squared_error
0.49721491178221583
root_relative_squared_error
1.0000375011986589
root_relative_squared_error
1.0000375011986589
root_relative_squared_error
1.0004438397234219
root_relative_squared_error
1.0004438397234219
root_relative_squared_error
1.0004438397234219
root_relative_squared_error
1.0004438397234219
root_relative_squared_error
1.0004438397234219
root_relative_squared_error
1.0004438397234219
root_relative_squared_error
1.0004438397234219
root_relative_squared_error
1.0004438397234219
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
598.2781690036063
usercpu_time_millis
548.5103210012312
usercpu_time_millis
544.1569869944942
usercpu_time_millis
542.7699719948578
usercpu_time_millis
541.4535339950817
usercpu_time_millis
572.398559001158
usercpu_time_millis
540.8244349964662
usercpu_time_millis
538.7872489955043
usercpu_time_millis
536.366337997606
usercpu_time_millis
540.495060995454
usercpu_time_millis_testing
1.5104420017451048
usercpu_time_millis_testing
1.20169400179293
usercpu_time_millis_testing
1.244635997863952
usercpu_time_millis_testing
1.3413639971986413
usercpu_time_millis_testing
1.357082997856196
usercpu_time_millis_testing
1.4117309983703308
usercpu_time_millis_testing
1.4733619973412715
usercpu_time_millis_testing
1.2729730005958118
usercpu_time_millis_testing
1.1915779978153296
usercpu_time_millis_testing
1.1869859954458661
usercpu_time_millis_training
596.7677270018612
usercpu_time_millis_training
547.3086269994383
usercpu_time_millis_training
542.9123509966303
usercpu_time_millis_training
541.4286079976591
usercpu_time_millis_training
540.0964509972255
usercpu_time_millis_training
570.9868280027877
usercpu_time_millis_training
539.3510729991249
usercpu_time_millis_training
537.5142759949085
usercpu_time_millis_training
535.1747599997907
usercpu_time_millis_training
539.3080750000081