10229133
8323
Heinrich Peters
3
Supervised Classification
12736
sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1)
8154230
l2_regularization
1e-06
12677
learning_rate
0.1
12677
loss
"auto"
12677
max_bins
64
12677
max_depth
10
12677
max_iter
250
12677
max_leaf_nodes
32
12677
min_samples_leaf
5
12677
n_iter_no_change
null
12677
random_state
31469
12677
scoring
null
12677
tol
1e-07
12677
validation_fraction
0.2
12677
verbose
0
12677
memory
null
12736
steps
[{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "histgradientboostingclassifier", "step_name": "histgradientboostingclassifier"}}]
12736
verbose
false
12736
add_indicator
false
12737
copy
true
12737
fill_value
null
12737
missing_values
NaN
12737
strategy
"most_frequent"
12737
verbose
0
12737
openml-python
Sklearn_0.21.2.
3
kr-vs-kp
https://www.openml.org/data/download/3/dataset_3_kr-vs-kp.arff
-1
21379700
description
https://api.openml.org/data/download/21379700/description.xml
-1
21379701
predictions
https://api.openml.org/data/download/21379701/predictions.arff
area_under_roc_curve
0.9998669838650251 [0.999867,0.999867]
average_cost
0
f_measure
0.9971839404721075 [0.997305,0.997052]
kappa
0.994356662685227
kb_relative_information_score
0.9938928700490506
mean_absolute_error
0.0031258974996115772
mean_prior_absolute_error
0.49901358092237413
number_of_instances
3196 [1669,1527]
precision
0.9971840966145172 [0.997006,0.997379]
predictive_accuracy
0.9971839799749687
prior_entropy
0.998575539213492
recall
0.9971839799749687 [0.997603,0.996726]
relative_absolute_error
0.006264153159586728
root_mean_prior_squared_error
0.49950623821173523
root_mean_squared_error
0.048257270527370916
root_relative_squared_error
0.0966099456538022
total_cost
0
area_under_roc_curve
0.9999608625885484 [0.999961,0.999961]
area_under_roc_curve
1 [1,1]
area_under_roc_curve
0.9999608625885484 [0.999961,0.999961]
area_under_roc_curve
1 [1,1]
area_under_roc_curve
0.9999608625885484 [0.999961,0.999961]
area_under_roc_curve
1 [1,1]
area_under_roc_curve
0.9999606268210094 [0.999961,0.999961]
area_under_roc_curve
0.9991333123227231 [0.999133,0.999133]
area_under_roc_curve
1 [1,1]
area_under_roc_curve
1 [1,1]
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
0.9937480419799499 [0.994048,0.993421]
f_measure
0.9937514669065873 [0.993976,0.993506]
f_measure
0.9968745412282848 [0.997015,0.996721]
f_measure
0.9968753973843552 [0.996997,0.996743]
f_measure
0.9968753973843552 [0.996997,0.996743]
f_measure
1 [1,1]
f_measure
0.9968647716527876 [0.996997,0.996721]
f_measure
0.9968647096310249 [0.997015,0.9967]
f_measure
1 [1,1]
f_measure
1 [1,1]
kappa
0.9874691623918237
kappa
0.9874828867592412
kappa
0.9937362981522079
kappa
0.9937397292432897
kappa
0.9937397292432897
kappa
1
kappa
0.9937183703207766
kappa
0.9937146572616397
kappa
1
kappa
1
kb_relative_information_score
0.9881579115490093
kb_relative_information_score
0.9891750964997189
kb_relative_information_score
0.9934994775531443
kb_relative_information_score
0.9961668427308097
kb_relative_information_score
0.99369797417451
kb_relative_information_score
0.9998218205954921
kb_relative_information_score
0.9910771390379586
kb_relative_information_score
0.9880335258136504
kb_relative_information_score
0.999329415840711
kb_relative_information_score
0.9999801250468462
mean_absolute_error
0.005837086531501921
mean_absolute_error
0.005383015939172931
mean_absolute_error
0.0032821022084780506
mean_absolute_error
0.0019118992688497561
mean_absolute_error
0.0031488434208999222
mean_absolute_error
0.000121411794378808
mean_absolute_error
0.004766484029408171
mean_absolute_error
0.006339198498739162
mean_absolute_error
0.00045226870605143387
mean_absolute_error
0.000013752453915703998
mean_prior_absolute_error
0.4990286898061312
mean_prior_absolute_error
0.4990286898061312
mean_prior_absolute_error
0.4990286898061312
mean_prior_absolute_error
0.4990286898061312
mean_prior_absolute_error
0.4990286898061312
mean_prior_absolute_error
0.4990286898061312
mean_prior_absolute_error
0.49909524173611874
mean_prior_absolute_error
0.4989560481570598
mean_prior_absolute_error
0.4989560481570598
mean_prior_absolute_error
0.4989560481570598
number_of_instances
320 [167,153]
number_of_instances
320 [167,153]
number_of_instances
320 [167,153]
number_of_instances
320 [167,153]
number_of_instances
320 [167,153]
number_of_instances
320 [167,153]
number_of_instances
319 [166,153]
number_of_instances
319 [167,152]
number_of_instances
319 [167,152]
number_of_instances
319 [167,152]
precision
0.9938239644970415 [0.988166,1]
precision
0.9938306451612903 [1,0.987097]
precision
0.9968936011904763 [0.994048,1]
precision
0.9968952922077922 [1,0.993506]
precision
0.9968952922077922 [1,0.993506]
precision
1 [1,1]
precision
0.9968839749967151 [0.994012,1]
precision
0.9968838632631737 [0.994048,1]
precision
1 [1,1]
precision
1 [1,1]
predictive_accuracy
0.99375
predictive_accuracy
0.99375
predictive_accuracy
0.996875
predictive_accuracy
0.996875
predictive_accuracy
0.996875
predictive_accuracy
1
predictive_accuracy
0.9968652037617555
predictive_accuracy
0.9968652037617555
predictive_accuracy
1
predictive_accuracy
1
prior_entropy
0.9986191629215038
prior_entropy
0.9986191629215038
prior_entropy
0.9986191629215038
prior_entropy
0.9986191629215038
prior_entropy
0.9986191629215038
prior_entropy
0.9986191629215038
prior_entropy
0.9988113175509788
prior_entropy
0.9984094255154751
prior_entropy
0.9984094255154751
prior_entropy
0.9984094255154751
recall
0.99375 [1,0.986928]
recall
0.99375 [0.988024,1]
recall
0.996875 [1,0.993464]
recall
0.996875 [0.994012,1]
recall
0.996875 [0.994012,1]
recall
1 [1,1]
recall
0.9968652037617555 [1,0.993464]
recall
0.9968652037617555 [1,0.993421]
recall
1 [1,1]
recall
1 [1,1]
relative_absolute_error
0.011696895691046507
relative_absolute_error
0.010786986899018152
relative_absolute_error
0.006576980994325441
relative_absolute_error
0.0038312411849357082
relative_absolute_error
0.006309944668959261
relative_absolute_error
0.00024329622095670605
relative_absolute_error
0.009550249392937115
relative_absolute_error
0.012704923654405184
relative_absolute_error
0.0009064299505375877
relative_absolute_error
0.000027562455584013773
root_mean_prior_squared_error
0.4995213618016774
root_mean_prior_squared_error
0.4995213618016774
root_mean_prior_squared_error
0.4995213618016774
root_mean_prior_squared_error
0.4995213618016774
root_mean_prior_squared_error
0.4995213618016774
root_mean_prior_squared_error
0.4995213618016774
root_mean_prior_squared_error
0.4995879730599906
root_mean_prior_squared_error
0.49944864525507615
root_mean_prior_squared_error
0.49944864525507615
root_mean_prior_squared_error
0.49944864525507615
root_mean_squared_error
0.07076414855113891
root_mean_squared_error
0.0588581232969484
root_mean_squared_error
0.05525313885747221
root_mean_squared_error
0.03055616473075894
root_mean_squared_error
0.05584388167751584
root_mean_squared_error
0.0019379264123452966
root_mean_squared_error
0.05879323557261492
root_mean_squared_error
0.06498130106874979
root_mean_squared_error
0.004759823171990288
root_mean_squared_error
0.00006166243269896584
root_relative_squared_error
0.1416639086182546
root_relative_squared_error
0.11782904155421597
root_relative_squared_error
0.11061216412884681
root_relative_squared_error
0.06117088690771649
root_relative_squared_error
0.1117947818609753
root_relative_squared_error
0.003879566642266447
root_relative_squared_error
0.11768344864770197
root_relative_squared_error
0.13010607133704974
root_relative_squared_error
0.00953015533671009
root_relative_squared_error
0.000123461007022001
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
6631.283999995503
usercpu_time_millis
7056.285999995453
usercpu_time_millis
6475.621999998111
usercpu_time_millis
5901.050000000396
usercpu_time_millis
6191.94399999833
usercpu_time_millis
6577.442000001611
usercpu_time_millis
5857.353999999759
usercpu_time_millis
6413.92000000269
usercpu_time_millis
5986.677999997482
usercpu_time_millis
5972.3420000009355
usercpu_time_millis_testing
42.42799999701674
usercpu_time_millis_testing
27.781999997387175
usercpu_time_millis_testing
23.61199999722885
usercpu_time_millis_testing
30.513999998220243
usercpu_time_millis_testing
21.67599999665981
usercpu_time_millis_testing
42.76000000027125
usercpu_time_millis_testing
19.44999999977881
usercpu_time_millis_testing
42.182000001048436
usercpu_time_millis_testing
12.533999997685896
usercpu_time_millis_testing
32.68400000160909
usercpu_time_millis_training
6588.855999998486
usercpu_time_millis_training
7028.503999998065
usercpu_time_millis_training
6452.010000000882
usercpu_time_millis_training
5870.536000002176
usercpu_time_millis_training
6170.26800000167
usercpu_time_millis_training
6534.6820000013395
usercpu_time_millis_training
5837.90399999998
usercpu_time_millis_training
6371.738000001642
usercpu_time_millis_training
5974.1439999997965
usercpu_time_millis_training
5939.657999999326
wall_clock_time_millis
870.8229064941406
wall_clock_time_millis
992.863655090332
wall_clock_time_millis
844.4759845733643
wall_clock_time_millis
760.361909866333
wall_clock_time_millis
808.8042736053467
wall_clock_time_millis
861.2816333770752
wall_clock_time_millis
754.8637390136719
wall_clock_time_millis
836.4858627319336
wall_clock_time_millis
781.4469337463379
wall_clock_time_millis
774.6319770812988
wall_clock_time_millis_testing
5.370855331420898
wall_clock_time_millis_testing
5.0868988037109375
wall_clock_time_millis_testing
5.4950714111328125
wall_clock_time_millis_testing
5.167961120605469
wall_clock_time_millis_testing
5.141019821166992
wall_clock_time_millis_testing
5.524873733520508
wall_clock_time_millis_testing
5.078792572021484
wall_clock_time_millis_testing
5.599021911621094
wall_clock_time_millis_testing
5.0411224365234375
wall_clock_time_millis_testing
5.442142486572266
wall_clock_time_millis_training
865.4520511627197
wall_clock_time_millis_training
987.7767562866211
wall_clock_time_millis_training
838.9809131622314
wall_clock_time_millis_training
755.1939487457275
wall_clock_time_millis_training
803.6632537841797
wall_clock_time_millis_training
855.7567596435547
wall_clock_time_millis_training
749.7849464416504
wall_clock_time_millis_training
830.8868408203125
wall_clock_time_millis_training
776.4058113098145
wall_clock_time_millis_training
769.1898345947266