Run
6208391

Run 6208391

Task 21 (Supervised Classification) car Uploaded 27-08-2017 by Jan van Rijn
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  • openml-pimp openml-python Sklearn_0.18.1.
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Flow

sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.Conditiona lImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,variencethres hold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classif ier=sklearn.svm.classes.SVC)(1)Automatically created scikit-learn flow.
openmlstudy14.preprocessing.ConditionalImputer(2)_axis0
openmlstudy14.preprocessing.ConditionalImputer(2)_categorical_features[0, 1, 2, 3, 4, 5]
openmlstudy14.preprocessing.ConditionalImputer(2)_copytrue
openmlstudy14.preprocessing.ConditionalImputer(2)_fill_empty0
openmlstudy14.preprocessing.ConditionalImputer(2)_missing_values"NaN"
openmlstudy14.preprocessing.ConditionalImputer(2)_strategy"most_frequent"
openmlstudy14.preprocessing.ConditionalImputer(2)_strategy_nominal"most_frequent"
openmlstudy14.preprocessing.ConditionalImputer(2)_verbose0
sklearn.preprocessing.data.OneHotEncoder(7)_categorical_features[0, 1, 2, 3, 4, 5]
sklearn.preprocessing.data.OneHotEncoder(7)_dtype{"oml-python:serialized_object": "type", "value": "np.float64"}
sklearn.preprocessing.data.OneHotEncoder(7)_handle_unknown"ignore"
sklearn.preprocessing.data.OneHotEncoder(7)_n_values"auto"
sklearn.preprocessing.data.OneHotEncoder(7)_sparsetrue
sklearn.feature_selection.variance_threshold.VarianceThreshold(4)_threshold0.0
sklearn.svm.classes.SVC(8)_C750.4890517118032
sklearn.svm.classes.SVC(8)_cache_size200
sklearn.svm.classes.SVC(8)_class_weightnull
sklearn.svm.classes.SVC(8)_coef00.644934705944453
sklearn.svm.classes.SVC(8)_decision_function_shapenull
sklearn.svm.classes.SVC(8)_degree3
sklearn.svm.classes.SVC(8)_gamma0.00047877404878358737
sklearn.svm.classes.SVC(8)_kernel"sigmoid"
sklearn.svm.classes.SVC(8)_max_iter-1
sklearn.svm.classes.SVC(8)_probabilitytrue
sklearn.svm.classes.SVC(8)_random_state33238
sklearn.svm.classes.SVC(8)_shrinkingtrue
sklearn.svm.classes.SVC(8)_tol0.0036794878649164422
sklearn.svm.classes.SVC(8)_verbosefalse

Result files

xml
Description

XML file describing the run, including user-defined evaluation measures.

arff
Predictions

ARFF file with instance-level predictions generated by the model.

17 Evaluation measures

0.9813 ± 0.0046
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.9750.980.9850.990.970.9…0.995
0.8847 ± 0.023
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.820.840.860.880.90.92
0.7486 ± 0.0503
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.60.650.70.750.80.85
1331.0219 ± 3.7182
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore0125127.5130132.5135137.5140142.5
0.0635 ± 0.0045
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.05250.0550.05750.060.06250.0650.06750.070.0725
0.229 ± 0.0006
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.227750.2280.228250.22850.228750.2290.229250.22950.22975
1728
Per class
Cross-validation details (10-fold Crossvalidation)
0.8845 ± 0.0212
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.840.860.880.90.920.94
0.8866 ± 0.0193
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.840.860.880.90.920.94
1.2099
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore01.2099
0.8866 ± 0.0193
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.840.860.880.90.920.94
0.2774 ± 0.0199
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.240.260.280.30.220.32
0.3381 ± 0.0008
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.33650.3370.33750.3380.33850.3390.…0.3395
0.1733 ± 0.0112
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.140.150.160.170.180.19
0.5125 ± 0.0333
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.4250.450.4750.50.5250.550.…0.575
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