5992338
1
Jan van Rijn
9960
Supervised Classification
6969
sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.ConditionalImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,variencethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classifier=sklearn.ensemble.forest.RandomForestClassifier)(1)
4027071
bootstrap
true
6902
class_weight
null
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criterion
"entropy"
6902
max_depth
null
6902
max_features
0.14244852567785823
6902
max_leaf_nodes
null
6902
min_impurity_split
1e-07
6902
min_samples_leaf
6
6902
min_samples_split
17
6902
min_weight_fraction_leaf
0.0
6902
n_estimators
100
6902
n_jobs
1
6902
oob_score
false
6902
random_state
50029
6902
verbose
0
6902
warm_start
false
6902
axis
0
6947
categorical_features
[]
6947
copy
true
6947
fill_empty
0
6947
missing_values
"NaN"
6947
strategy
"median"
6947
strategy_nominal
"most_frequent"
6947
verbose
0
6947
categorical_features
[]
6948
dtype
{"oml-python:serialized_object": "type", "value": "np.float64"}
6948
handle_unknown
"ignore"
6948
n_values
"auto"
6948
sparse
false
6948
threshold
0.0
6949
openml-pimp
openml-python
Sklearn_0.18.1.
1497
wall-robot-navigation
https://www.openml.org/data/download/1592289/phpVeNa5j
-1
12907940
description
https://api.openml.org/data/download/12907940/description.xml
-1
12907941
predictions
https://api.openml.org/data/download/12907941/predictions.arff
area_under_roc_curve
0.9997973203237192 [0.999798,0.999829,0.999719,0.999746]
average_cost
0
f_measure
0.9922797487677393 [0.99229,0.995957,0.975155,0.989716]
kappa
0.9883671422737104
kb_relative_information_score
5028.221152909082
mean_absolute_error
0.040283349420002175
mean_prior_absolute_error
0.3312381502905654
number_of_instances
5456 [2205,2097,328,826]
precision
0.9923035169299779 [0.99229,0.993359,0.993671,0.989117]
predictive_accuracy
0.9923020527859238
prior_entropy
1.715110055559003
recall
0.9923020527859238 [0.99229,0.998569,0.957317,0.990315]
relative_absolute_error
0.12161446193521253
root_mean_prior_squared_error
0.40694354051108633
root_mean_squared_error
0.0869611979815066
root_relative_squared_error
0.2136935209053589
total_cost
0
area_under_roc_curve
0.9990463928994691 [0.999554,0.998512,0.999941,0.998686]
area_under_roc_curve
0.9997743756718116 [0.99961,1,0.998878,1]
area_under_roc_curve
0.999867691586882 [0.999861,0.999943,0.999232,0.999948]
area_under_roc_curve
0.99982212703984 [0.999721,0.999972,0.999882,0.999688]
area_under_roc_curve
0.9999696161298939 [0.999944,1,1,0.999948]
area_under_roc_curve
0.9998700110741314 [0.999861,0.999972,0.999941,0.99961]
area_under_roc_curve
0.9998778958045013 [0.999776,1,1,0.999791]
area_under_roc_curve
0.9999151813754262 [0.999902,0.999986,1,0.999739]
area_under_roc_curve
0.9999890782000873 [1,0.999972,1,1]
area_under_roc_curve
0.9999705589302091 [0.999986,1,1,0.999842]
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
0.9908441850684248 [0.993166,0.990566,0.984615,0.987805]
f_measure
0.9885351255886968 [0.986607,1,0.9,1]
f_measure
0.9926244169604983 [0.990909,0.997625,0.96875,0.994012]
f_measure
0.9871471147630649 [0.986425,0.995238,0.96875,0.975904]
f_measure
0.9944972066496905 [0.995434,0.995261,0.984615,0.994012]
f_measure
0.9889893046158775 [0.98861,0.992908,0.984615,0.981818]
f_measure
0.9927026996417712 [0.990868,0.997613,0.969697,0.994012]
f_measure
0.9944954128440368 [0.995475,0.995215,1,0.987952]
f_measure
0.9981532128618902 [1,0.997613,0.984615,1]
f_measure
0.9944807171806141 [0.995475,0.997613,1,0.981595]
kappa
0.9861574501313268
kappa
0.9833056453010183
kappa
0.9889367867038817
kappa
0.9806249493065131
kappa
0.9917108619084248
kappa
0.9833995459704882
kappa
0.9889404662253
kappa
0.9916831985350222
kappa
0.9972266606959301
kappa
0.9916820561346744
kb_relative_information_score
502.9694520078722
kb_relative_information_score
500.93896231631754
kb_relative_information_score
503.8126375724737
kb_relative_information_score
501.70291272365415
kb_relative_information_score
505.4743896754657
kb_relative_information_score
501.3873767741383
kb_relative_information_score
501.2465095104402
kb_relative_information_score
502.41377554244093
kb_relative_information_score
506.91515985797685
kb_relative_information_score
501.35997692829443
mean_absolute_error
0.039834280050495274
mean_absolute_error
0.04043798673291557
mean_absolute_error
0.039774950946913086
mean_absolute_error
0.0417976762819227
mean_absolute_error
0.03927035519780337
mean_absolute_error
0.0420625620783044
mean_absolute_error
0.04109799293594962
mean_absolute_error
0.03995404235901143
mean_absolute_error
0.0368448126676921
mean_absolute_error
0.04175612354576781
mean_prior_absolute_error
0.3311434139730841
mean_prior_absolute_error
0.3311434139730841
mean_prior_absolute_error
0.33137469978129297
mean_prior_absolute_error
0.33137469978129297
mean_prior_absolute_error
0.33137469978129297
mean_prior_absolute_error
0.33137469978129297
mean_prior_absolute_error
0.3311205766710351
mean_prior_absolute_error
0.3311024296804111
mean_prior_absolute_error
0.3311861074705109
mean_prior_absolute_error
0.3311861074705109
number_of_instances
546 [221,210,33,82]
number_of_instances
546 [221,210,33,82]
number_of_instances
546 [220,210,33,83]
number_of_instances
546 [220,210,33,83]
number_of_instances
546 [220,210,33,83]
number_of_instances
546 [220,210,33,83]
number_of_instances
545 [220,210,32,83]
number_of_instances
545 [221,209,32,83]
number_of_instances
545 [221,209,33,82]
number_of_instances
545 [221,209,33,82]
precision
0.9909794255588648 [1,0.981308,1,0.987805]
precision
0.9893014474512273 [0.973568,1,1,1]
precision
0.9927044763706916 [0.990909,0.995261,1,0.988095]
precision
0.9872454872454871 [0.981982,0.995238,1,0.975904]
precision
0.9945618547370568 [1,0.990566,1,0.988095]
precision
0.9890493149800076 [0.990868,0.985915,1,0.987805]
precision
0.9928814266216546 [0.995413,1,0.941176,0.988095]
precision
0.9944954128440368 [0.995475,0.995215,1,0.987952]
precision
0.9981738750546091 [1,0.995238,1,1]
precision
0.9944814976619258 [0.995475,0.995238,1,0.987654]
predictive_accuracy
0.9908424908424908
predictive_accuracy
0.989010989010989
predictive_accuracy
0.9926739926739927
predictive_accuracy
0.9871794871794871
predictive_accuracy
0.9945054945054944
predictive_accuracy
0.989010989010989
predictive_accuracy
0.9926605504587155
predictive_accuracy
0.9944954128440366
predictive_accuracy
0.9981651376146788
predictive_accuracy
0.9944954128440366
prior_entropy
1.715110055559003
prior_entropy
1.715110055559003
prior_entropy
1.715110055559003
prior_entropy
1.715110055559003
prior_entropy
1.715110055559003
prior_entropy
1.715110055559003
prior_entropy
1.715110055559003
prior_entropy
1.715110055559003
prior_entropy
1.715110055559003
prior_entropy
1.715110055559003
recall
0.9908424908424909 [0.986425,1,0.969697,0.987805]
recall
0.989010989010989 [1,1,0.818182,1]
recall
0.9926739926739927 [0.990909,1,0.939394,1]
recall
0.9871794871794872 [0.990909,0.995238,0.939394,0.975904]
recall
0.9945054945054945 [0.990909,1,0.969697,1]
recall
0.989010989010989 [0.986364,1,0.969697,0.975904]
recall
0.9926605504587156 [0.986364,0.995238,1,1]
recall
0.9944954128440368 [0.995475,0.995215,1,0.987952]
recall
0.998165137614679 [1,1,0.969697,1]
recall
0.9944954128440368 [0.995475,1,1,0.97561]
relative_absolute_error
0.12029313696008785
relative_absolute_error
0.12211623431593431
relative_absolute_error
0.12003013800741132
relative_absolute_error
0.12613418076126248
relative_absolute_error
0.11850740332234709
relative_absolute_error
0.12693353507695568
relative_absolute_error
0.12411790698462105
relative_absolute_error
0.1206697347330738
relative_absolute_error
0.11125108160212546
relative_absolute_error
0.12608054083151968
root_mean_prior_squared_error
0.4068271240296317
root_mean_prior_squared_error
0.4068271240296317
root_mean_prior_squared_error
0.40711128043132166
root_mean_prior_squared_error
0.40711128043132166
root_mean_prior_squared_error
0.40711128043132166
root_mean_prior_squared_error
0.40711128043132166
root_mean_prior_squared_error
0.4067990554858411
root_mean_prior_squared_error
0.40677675026179705
root_mean_prior_squared_error
0.4068795919478491
root_mean_prior_squared_error
0.4068795919478491
root_mean_squared_error
0.09199415482109047
root_mean_squared_error
0.0893991375939196
root_mean_squared_error
0.08749363609639868
root_mean_squared_error
0.09101722876316877
root_mean_squared_error
0.08390184938125028
root_mean_squared_error
0.09080925872068894
root_mean_squared_error
0.0869725897110613
root_mean_squared_error
0.08344537109492224
root_mean_squared_error
0.07824758523533314
root_mean_squared_error
0.0853696471790683
root_relative_squared_error
0.22612591291821033
root_relative_squared_error
0.21974723983105932
root_relative_squared_error
0.2149133180581533
root_relative_squared_error
0.22356842744995636
root_relative_squared_error
0.20609070152111456
root_relative_squared_error
0.2230575842174635
root_relative_squared_error
0.21379742292466664
root_relative_squared_error
0.205138005161843
root_relative_squared_error
0.19231140313707928
root_relative_squared_error
0.20981550529575432
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
2526.350875999924
usercpu_time_millis
2534.0822340003797
usercpu_time_millis
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usercpu_time_millis
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usercpu_time_millis
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usercpu_time_millis
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usercpu_time_millis
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usercpu_time_millis
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usercpu_time_millis
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usercpu_time_millis
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usercpu_time_millis_testing
29.629409999870404
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
26.20235100039281
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_training
2496.7214660000536
usercpu_time_millis_training
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usercpu_time_millis_training
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usercpu_time_millis_training
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usercpu_time_millis_training
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usercpu_time_millis_training
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usercpu_time_millis_training
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usercpu_time_millis_training
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usercpu_time_millis_training
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usercpu_time_millis_training
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