1873539
1022
Randal Olson
21
Supervised Classification
5914
sklearn.pipeline.Pipeline(imputer=sklearn.preprocessing.imputation.Imputer,kernelpca=sklearn.decomposition.kernel_pca.KernelPCA,randomforestclassifier=sklearn.ensemble.forest.RandomForestClassifier)(1)
44102
bootstrap
True
5500
class_weight
None
5500
criterion
gini
5500
max_depth
None
5500
max_features
auto
5500
max_leaf_nodes
None
5500
min_impurity_split
1e-07
5500
min_samples_leaf
1
5500
min_samples_split
2
5500
min_weight_fraction_leaf
0.0
5500
n_estimators
500
5500
n_jobs
-1
5500
oob_score
False
5500
random_state
None
5500
verbose
0
5500
warm_start
False
5500
axis
0
5508
copy
True
5508
missing_values
NaN
5508
strategy
median
5508
verbose
0
5508
steps
[('imputer', Imputer(axis=0, copy=True, missing_values='NaN', strategy='median', verbose=0)), ('kernelpca', KernelPCA(alpha=1.0, coef0=1, copy_X=True, degree=3, eigen_solver='auto',
fit_inverse_transform=False, gamma=None, kernel='rbf',
kernel_params=None, max_iter=None, n_components=None, n_jobs=-1,
random_state=None, remove_zero_eig=False, tol=0)), ('randomforestclassifier', RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
max_depth=None, max_features='auto', max_leaf_nodes=None,
min_impurity_split=1e-07, min_samples_leaf=1,
min_samples_split=2, min_weight_fraction_leaf=0.0,
n_estimators=500, n_jobs=-1, oob_score=False,
random_state=None, verbose=0, warm_start=False))]
5914
alpha
1.0
5915
coef0
1
5915
copy_X
True
5915
degree
3
5915
eigen_solver
auto
5915
fit_inverse_transform
False
5915
gamma
None
5915
kernel
rbf
5915
kernel_params
None
5915
max_iter
None
5915
n_components
None
5915
n_jobs
-1
5915
random_state
None
5915
remove_zero_eig
False
5915
tol
0
5915
NumPy_1.11.3.
Python_3.6.0.
run_task
SciPy_0.19.0.
sklearn.pipeline.Pipeline
Sklearn_0.18.1.
Wed_Mar_29_01.26.09_2017
21
car
https://www.openml.org/data/download/21/dataset_21_car.arff
-1
4696219
description
https://api.openml.org/data/download/4696219/description.xml
-1
4696220
predictions
https://api.openml.org/data/download/4696220/predictions.arff
area_under_roc_curve
0.961773 [0.961894,0.949694,0.993763,0.996924]
average_cost
0
f_measure
0.643523 [0.742681,0.555636,0,0]
kappa
0.37179
kb_relative_information_score
-303.49825
mean_absolute_error
0.2871
mean_prior_absolute_error
0.22898
number_of_instances
1728 [1210,384,69,65]
precision
0.77259 [0.981004,0.385469,0,0]
predictive_accuracy
0.639468
prior_entropy
1.209911
recall
0.639468 [0.597521,0.994792,0,0]
relative_absolute_error
1.25382
root_mean_prior_squared_error
0.338114
root_mean_squared_error
0.359009
root_relative_squared_error
1.061798
total_cost
0
area_under_roc_curve
0.974573 [0.973935,0.969001,0.994836,1]
area_under_roc_curve
0.971312 [0.97465,0.956468,0.993115,0.97505]
area_under_roc_curve
0.954213 [0.949221,0.954746,0.998279,1]
area_under_roc_curve
0.959601 [0.963446,0.935132,0.994836,1]
area_under_roc_curve
0.952302 [0.950016,0.943275,0.994836,0.998279]
area_under_roc_curve
0.971635 [0.971949,0.962963,0.986661,0.998279]
area_under_roc_curve
0.983079 [0.98808,0.961793,0.997849,0.997418]
area_under_roc_curve
0.944699 [0.938096,0.945906,0.996988,1]
area_under_roc_curve
0.963523 [0.962324,0.955813,0.99498,0.999134]
area_under_roc_curve
0.960891 [0.957543,0.959446,0.994805,0.997992]
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
0.745768 [0.858491,0.644628,0,0]
f_measure
0.749135 [0.859813,0.655462,0,0]
f_measure
0.588617 [0.673797,0.520548,0,0]
f_measure
0.53494 [0.605714,0.493671,0,0]
f_measure
0.67901 [0.79,0.575758,0,0]
f_measure
0.6182 [0.715789,0.535211,0,0]
f_measure
0.63106 [0.732984,0.539007,0,0]
f_measure
0.617454 [0.71066,0.548148,0,0]
f_measure
0.599919 [0.688172,0.524138,0,0]
f_measure
0.650175 [0.748718,0.558824,0,0]
kappa
0.526781
kappa
0.532913
kappa
0.299043
kappa
0.252799
kappa
0.423265
kappa
0.342467
kappa
0.359077
kappa
0.330205
kappa
0.317963
kappa
0.379392
kb_relative_information_score
-28.227347
kb_relative_information_score
-27.748275
kb_relative_information_score
-31.875135
kb_relative_information_score
-31.784392
kb_relative_information_score
-30.632901
kb_relative_information_score
-29.28863
kb_relative_information_score
-30.000192
kb_relative_information_score
-28.268788
kb_relative_information_score
-33.908035
kb_relative_information_score
-31.764554
mean_absolute_error
0.28304
mean_absolute_error
0.281971
mean_absolute_error
0.289751
mean_absolute_error
0.289653
mean_absolute_error
0.287769
mean_absolute_error
0.286468
mean_absolute_error
0.286838
mean_absolute_error
0.287457
mean_absolute_error
0.290326
mean_absolute_error
0.287744
mean_prior_absolute_error
0.228951
mean_prior_absolute_error
0.228951
mean_prior_absolute_error
0.228951
mean_prior_absolute_error
0.228951
mean_prior_absolute_error
0.229483
mean_prior_absolute_error
0.229483
mean_prior_absolute_error
0.229483
mean_prior_absolute_error
0.229483
mean_prior_absolute_error
0.228028
mean_prior_absolute_error
0.228021
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
0.80664 [1,0.47561,0,0]
precision
0.8018 [0.989247,0.4875,0,0]
precision
0.747691 [0.954545,0.35514,0,0]
precision
0.760351 [0.981481,0.327731,0,0]
precision
0.788218 [1,0.404255,0,0]
precision
0.769543 [0.985507,0.365385,0,0]
precision
0.780459 [1,0.368932,0,0]
precision
0.72799 [0.921053,0.381443,0,0]
precision
0.771127 [0.984615,0.35514,0,0]
precision
0.779649 [0.986486,0.387755,0,0]
predictive_accuracy
0.751445
predictive_accuracy
0.757225
predictive_accuracy
0.583815
predictive_accuracy
0.531792
predictive_accuracy
0.676301
predictive_accuracy
0.612717
predictive_accuracy
0.624277
predictive_accuracy
0.618497
predictive_accuracy
0.593023
predictive_accuracy
0.645349
prior_entropy
1.209911
prior_entropy
1.209911
prior_entropy
1.209911
prior_entropy
1.209911
prior_entropy
1.209911
prior_entropy
1.209911
prior_entropy
1.209911
prior_entropy
1.209911
prior_entropy
1.209911
prior_entropy
1.209911
recall
0.751445 [0.752066,1,0,0]
recall
0.757225 [0.760331,1,0,0]
recall
0.583815 [0.520661,0.974359,0,0]
recall
0.531792 [0.438017,1,0,0]
recall
0.676301 [0.652893,1,0,0]
recall
0.612717 [0.561983,1,0,0]
recall
0.624277 [0.578512,1,0,0]
recall
0.618497 [0.578512,0.973684,0,0]
recall
0.593023 [0.528926,1,0,0]
recall
0.645349 [0.603306,1,0,0]
relative_absolute_error
1.236248
relative_absolute_error
1.231578
relative_absolute_error
1.26556
relative_absolute_error
1.265131
relative_absolute_error
1.253985
relative_absolute_error
1.248318
relative_absolute_error
1.24993
relative_absolute_error
1.252625
relative_absolute_error
1.273201
relative_absolute_error
1.261917
root_mean_prior_squared_error
0.338072
root_mean_prior_squared_error
0.338072
root_mean_prior_squared_error
0.338072
root_mean_prior_squared_error
0.338072
root_mean_prior_squared_error
0.338858
root_mean_prior_squared_error
0.338858
root_mean_prior_squared_error
0.338858
root_mean_prior_squared_error
0.338858
root_mean_prior_squared_error
0.336704
root_mean_prior_squared_error
0.336694
root_mean_squared_error
0.354138
root_mean_squared_error
0.351235
root_mean_squared_error
0.361462
root_mean_squared_error
0.361131
root_mean_squared_error
0.359671
root_mean_squared_error
0.359635
root_mean_squared_error
0.360952
root_mean_squared_error
0.360791
root_mean_squared_error
0.361959
root_mean_squared_error
0.35898
root_relative_squared_error
1.047522
root_relative_squared_error
1.038935
root_relative_squared_error
1.069186
root_relative_squared_error
1.068207
root_relative_squared_error
1.061421
root_relative_squared_error
1.061313
root_relative_squared_error
1.065202
root_relative_squared_error
1.064724
root_relative_squared_error
1.075008
root_relative_squared_error
1.066191
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