8778576
4009
Vishal Chouskey
21
Supervised Classification
7694
sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.ConditionalImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,variencethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classifier=sklearn.ensemble.forest.RandomForestClassifier)(4)
6753893
categorical_features
[0, 1, 2, 3, 4, 5]
7256
dtype
{"oml-python:serialized_object": "type", "value": "np.float64"}
7256
handle_unknown
"ignore"
7256
n_values
"auto"
7256
sparse
true
7256
bootstrap
false
7257
class_weight
null
7257
criterion
"gini"
7257
max_depth
null
7257
max_features
0.4587276257869798
7257
max_leaf_nodes
null
7257
min_impurity_split
1e-07
7257
min_samples_leaf
18
7257
min_samples_split
19
7257
min_weight_fraction_leaf
0.0
7257
n_estimators
10
7257
n_jobs
1
7257
oob_score
false
7257
random_state
13860
7257
verbose
0
7257
warm_start
false
7257
threshold
0.0
7345
axis
0
7660
categorical_features
[0, 1, 2, 3, 4, 5]
7660
copy
true
7660
fill_empty
0
7660
missing_values
"NaN"
7660
strategy
"median"
7660
strategy_nominal
"most_frequent"
7660
verbose
0
7660
openml-pimp
openml-python
Sklearn_0.18.2.
21
car
https://www.openml.org/data/download/21/dataset_21_car.arff
-1
18473373
description
https://api.openml.org/data/download/18473373/description.xml
-1
18473374
predictions
https://api.openml.org/data/download/18473374/predictions.arff
area_under_roc_curve
0.9917624984943506 [0.99359,0.984572,0.994488,0.997326]
average_cost
0
f_measure
0.9314909335335025 [0.972701,0.872107,0.62963,0.835616]
kappa
0.8548951776704393
kb_relative_information_score
1296.1300653865576
mean_absolute_error
0.07451778972453636
mean_prior_absolute_error
0.22897989104866207
number_of_instances
1728 [1210,384,69,65]
precision
0.9376462591762089 [0.988898,0.819222,0.871795,0.753086]
predictive_accuracy
0.9322916666666667
prior_entropy
1.2099111177043178
recall
0.9322916666666666 [0.957025,0.932292,0.492754,0.938462]
relative_absolute_error
0.3254337722988089
root_mean_prior_squared_error
0.3381143757366988
root_mean_squared_error
0.1687940768872952
root_relative_squared_error
0.4992218284700823
total_cost
0
area_under_roc_curve
0.9926725710537777 [0.994835,0.983831,0.998279,1]
area_under_roc_curve
0.992698824250676 [0.993166,0.99005,0.994836,0.998004]
area_under_roc_curve
0.9899648999827213 [0.989113,0.989571,0.998279,1]
area_under_roc_curve
0.9946614939868467 [0.999523,0.978569,0.997418,0.998004]
area_under_roc_curve
0.9952044331666869 [0.996186,0.991423,0.998279,0.995697]
area_under_roc_curve
0.9846926066997101 [0.988398,0.970663,0.987952,0.993546]
area_under_roc_curve
0.992004855546885 [0.994278,0.98499,0.988812,0.993976]
area_under_roc_curve
0.9924547704180686 [0.993086,0.988694,0.997849,0.996558]
area_under_roc_curve
0.9948317423890387 [0.997326,0.986548,0.990964,1]
area_under_roc_curve
0.9916925502051641 [0.993275,0.985566,0.990909,0.999498]
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
0.921615831884687 [0.971193,0.835443,0.6,0.857143]
f_measure
0.9396452578363492 [0.97479,0.894118,0.6,0.923077]
f_measure
0.94741017794401 [0.97479,0.904762,0.666667,1]
f_measure
0.9312449963929054 [0.983193,0.864198,0.6,0.705882]
f_measure
0.9338042619604108 [0.979079,0.891566,0.6,0.714286]
f_measure
0.9217384186078209 [0.95279,0.843373,0.857143,0.875]
f_measure
0.930635838150289 [0.975207,0.868421,0.714286,0.714286]
f_measure
0.9401836731575456 [0.978903,0.891566,0.6,0.875]
f_measure
0.9182987928995514 [0.961373,0.840909,0.444444,1]
f_measure
0.9259127743433748 [0.975,0.886076,0.444444,0.75]
kappa
0.8338750184665386
kappa
0.8756737333812433
kappa
0.8883550838950236
kappa
0.8522104363921122
kappa
0.8628072957969865
kappa
0.8335967021642048
kappa
0.8489742470536884
kappa
0.8772962621462516
kappa
0.8287948809100604
kappa
0.847708994318601
kb_relative_information_score
131.34315345406839
kb_relative_information_score
132.0440176624961
kb_relative_information_score
129.64026348907478
kb_relative_information_score
127.2259323731393
kb_relative_information_score
131.4688310813775
kb_relative_information_score
124.10885577772753
kb_relative_information_score
132.50594892690194
kb_relative_information_score
135.9390655036522
kb_relative_information_score
125.45893608161627
kb_relative_information_score
126.39506103648905
mean_absolute_error
0.07106194535159593
mean_absolute_error
0.06963850161668668
mean_absolute_error
0.07490848316758893
mean_absolute_error
0.07743686805437677
mean_absolute_error
0.0742463758153998
mean_absolute_error
0.08282989962999296
mean_absolute_error
0.0714811850375219
mean_absolute_error
0.06738132742517067
mean_absolute_error
0.07763777123132633
mean_absolute_error
0.07859715463487786
mean_prior_absolute_error
0.2289511273678729
mean_prior_absolute_error
0.2289511273678729
mean_prior_absolute_error
0.2289511273678729
mean_prior_absolute_error
0.2289511273678729
mean_prior_absolute_error
0.22948343990708714
mean_prior_absolute_error
0.22948343990708714
mean_prior_absolute_error
0.22948343990708714
mean_prior_absolute_error
0.22948343990708714
mean_prior_absolute_error
0.22802815672162832
mean_prior_absolute_error
0.22802144314947084
number_of_instances
173 [121,39,7,6]
number_of_instances
173 [121,39,7,6]
number_of_instances
173 [121,39,7,6]
number_of_instances
173 [121,39,7,6]
number_of_instances
173 [121,38,7,7]
number_of_instances
173 [121,38,7,7]
number_of_instances
173 [121,38,7,7]
number_of_instances
173 [121,38,7,7]
number_of_instances
172 [121,38,6,7]
number_of_instances
172 [121,38,7,6]
precision
0.9289467450014214 [0.967213,0.825,1,0.75]
precision
0.9498616208844909 [0.991453,0.826087,1,0.857143]
precision
0.9508621115557531 [0.991453,0.844444,0.8,1]
precision
0.9466631634261693 [1,0.833333,1,0.545455]
precision
0.943462547489196 [0.991525,0.822222,1,0.714286]
precision
0.9301713459950456 [0.991071,0.777778,0.857143,0.777778]
precision
0.930635838150289 [0.975207,0.868421,0.714286,0.714286]
precision
0.9519588953114965 [1,0.822222,1,0.777778]
precision
0.9309302325581396 [1,0.74,0.666667,1]
precision
0.9418919240980568 [0.983193,0.853659,1,0.6]
predictive_accuracy
0.9248554913294798
predictive_accuracy
0.9421965317919075
predictive_accuracy
0.9479768786127168
predictive_accuracy
0.930635838150289
predictive_accuracy
0.9364161849710984
predictive_accuracy
0.9190751445086706
predictive_accuracy
0.930635838150289
predictive_accuracy
0.9421965317919075
predictive_accuracy
0.9186046511627908
predictive_accuracy
0.9302325581395349
prior_entropy
1.2099111177043178
prior_entropy
1.2099111177043178
prior_entropy
1.2099111177043178
prior_entropy
1.2099111177043178
prior_entropy
1.2099111177043178
prior_entropy
1.2099111177043178
prior_entropy
1.2099111177043178
prior_entropy
1.2099111177043178
prior_entropy
1.2099111177043178
prior_entropy
1.2099111177043178
recall
0.9248554913294798 [0.975207,0.846154,0.428571,1]
recall
0.9421965317919075 [0.958678,0.974359,0.428571,1]
recall
0.9479768786127167 [0.958678,0.974359,0.571429,1]
recall
0.930635838150289 [0.966942,0.897436,0.428571,1]
recall
0.9364161849710982 [0.966942,0.973684,0.428571,0.714286]
recall
0.9190751445086706 [0.917355,0.921053,0.857143,1]
recall
0.930635838150289 [0.975207,0.868421,0.714286,0.714286]
recall
0.9421965317919075 [0.958678,0.973684,0.428571,1]
recall
0.9186046511627907 [0.92562,0.973684,0.333333,1]
recall
0.9302325581395349 [0.966942,0.921053,0.285714,1]
relative_absolute_error
0.31038041248609094
relative_absolute_error
0.3041631741117976
relative_absolute_error
0.3271811064167763
relative_absolute_error
0.33822444529811446
relative_absolute_error
0.32353696565408185
relative_absolute_error
0.3609406398279936
relative_absolute_error
0.31148733462625056
relative_absolute_error
0.2936217421721232
relative_absolute_error
0.34047449379729355
relative_absolute_error
0.344691944535043
root_mean_prior_squared_error
0.3380718376307343
root_mean_prior_squared_error
0.3380718376307343
root_mean_prior_squared_error
0.3380718376307343
root_mean_prior_squared_error
0.3380718376307343
root_mean_prior_squared_error
0.33885820034084435
root_mean_prior_squared_error
0.33885820034084435
root_mean_prior_squared_error
0.33885820034084435
root_mean_prior_squared_error
0.33885820034084435
root_mean_prior_squared_error
0.336704019507901
root_mean_prior_squared_error
0.3366940498146938
root_mean_squared_error
0.16574782199180088
root_mean_squared_error
0.16193906234067135
root_mean_squared_error
0.16511995166956456
root_mean_squared_error
0.1681036294569202
root_mean_squared_error
0.16487378758569102
root_mean_squared_error
0.18962923392271838
root_mean_squared_error
0.1688589157959505
root_mean_squared_error
0.15958994827617323
root_mean_squared_error
0.17183250291461005
root_mean_squared_error
0.17044733191317388
root_relative_squared_error
0.49027397003367745
root_relative_squared_error
0.4790078448283898
root_relative_squared_error
0.48841676025649944
root_relative_squared_error
0.49724233356738445
root_relative_squared_error
0.4865568766517996
root_relative_squared_error
0.5596123503340857
root_relative_squared_error
0.4983173363551534
root_relative_squared_error
0.4709638076211462
root_relative_squared_error
0.510336951622218
root_relative_squared_error
0.5062380282840844
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
26.56789799971193
usercpu_time_millis
22.4725400000807
usercpu_time_millis
23.006708999901093
usercpu_time_millis
21.643434999759847
usercpu_time_millis
22.727851999889026
usercpu_time_millis
22.316999000167925
usercpu_time_millis
24.98025199975018
usercpu_time_millis
23.786167000253045
usercpu_time_millis
22.363959999893268
usercpu_time_millis
30.06606500025555
usercpu_time_millis_testing
4.230204999885245
usercpu_time_millis_testing
4.296840000051816
usercpu_time_millis_testing
3.8907660000404576
usercpu_time_millis_testing
3.7562569998499384
usercpu_time_millis_testing
4.3430670000361715
usercpu_time_millis_testing
4.303238000147758
usercpu_time_millis_testing
4.201696999871274
usercpu_time_millis_testing
4.0876820000903535
usercpu_time_millis_testing
3.864632999921014
usercpu_time_millis_testing
5.363587000147163
usercpu_time_millis_training
22.337692999826686
usercpu_time_millis_training
18.175700000028883
usercpu_time_millis_training
19.115942999860636
usercpu_time_millis_training
17.88717799990991
usercpu_time_millis_training
18.384784999852855
usercpu_time_millis_training
18.013761000020168
usercpu_time_millis_training
20.778554999878907
usercpu_time_millis_training
19.69848500016269
usercpu_time_millis_training
18.499326999972254
usercpu_time_millis_training
24.702478000108385