Run
6022002

Run 6022002

Task 2075 (Supervised Classification) abalone Uploaded 18-07-2017 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.ensemble.forest.RandomForestClassifier)(1)Automatically created scikit-learn flow.
sklearn.ensemble.forest.RandomForestClassifier(21)_bootstraptrue
sklearn.ensemble.forest.RandomForestClassifier(21)_class_weightnull
sklearn.ensemble.forest.RandomForestClassifier(21)_criterion"gini"
sklearn.ensemble.forest.RandomForestClassifier(21)_max_depthnull
sklearn.ensemble.forest.RandomForestClassifier(21)_max_features0.49751961663080047
sklearn.ensemble.forest.RandomForestClassifier(21)_max_leaf_nodesnull
sklearn.ensemble.forest.RandomForestClassifier(21)_min_impurity_split1e-07
sklearn.ensemble.forest.RandomForestClassifier(21)_min_samples_leaf2
sklearn.ensemble.forest.RandomForestClassifier(21)_min_samples_split11
sklearn.ensemble.forest.RandomForestClassifier(21)_min_weight_fraction_leaf0.0
sklearn.ensemble.forest.RandomForestClassifier(21)_n_estimators100
sklearn.ensemble.forest.RandomForestClassifier(21)_n_jobs1
sklearn.ensemble.forest.RandomForestClassifier(21)_oob_scorefalse
sklearn.ensemble.forest.RandomForestClassifier(21)_random_state60384
sklearn.ensemble.forest.RandomForestClassifier(21)_verbose0
sklearn.ensemble.forest.RandomForestClassifier(21)_warm_startfalse
openmlstudy14.preprocessing.ConditionalImputer(2)_axis0
openmlstudy14.preprocessing.ConditionalImputer(2)_categorical_features[0]
openmlstudy14.preprocessing.ConditionalImputer(2)_copytrue
openmlstudy14.preprocessing.ConditionalImputer(2)_fill_empty0
openmlstudy14.preprocessing.ConditionalImputer(2)_missing_values"NaN"
openmlstudy14.preprocessing.ConditionalImputer(2)_strategy"mean"
openmlstudy14.preprocessing.ConditionalImputer(2)_strategy_nominal"most_frequent"
openmlstudy14.preprocessing.ConditionalImputer(2)_verbose0
sklearn.preprocessing.data.OneHotEncoder(7)_categorical_features[0]
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)_sparsefalse
sklearn.feature_selection.variance_threshold.VarianceThreshold(4)_threshold0.0

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.

15 Evaluation measures

0.7625 ± 0.0082
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.7490.750.7510.7520.7530.7540.7550.7560.7570.7580.7590.760.7610.7620.7630.7640.7650.7660.7670.7680.7690.770.7710.7720.7730.7740.7…0.775
0.157 ± 0.0218
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.11750.120.12250.1250.12750.130.13250.1350.13750.140.14250.1450.14750.150.15250.1550.15750.160.16250.1650.16750.170.17250.1750.17750.180.18250.1850.18750.190.19250.…0.195
1070.0209 ± 4.1152
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore0100100.5101101.5102102.5103103.5104104.5105105.5106106.5107107.5108108.5109109.5110110.5111111.5112112.5113113.5114
0.0555 ± 0.0004
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.05480.054850.05490.054950.0550.055050.05510.055150.05520.055250.05530.055350.05540.055450.05550.055550.05560.055650.05570.055750.05580.055850.05590.055950.0560.056050.05610.056150.…0.0562
0.0618 ± 0
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.0618
4177
Per class
Cross-validation details (10-fold Crossvalidation)
0.2595 ± 0.0182
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.2250.22750.230.23250.2350.23750.240.24250.2450.24750.250.25250.2550.25750.260.26250.2650.26750.270.27250.2750.27750.280.28250.2850.28750.29
3.6268
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore03.6268
0.2595 ± 0.0182
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.2250.22750.230.23250.2350.23750.240.24250.2450.24750.250.25250.2550.25750.260.26250.2650.26750.270.27250.2750.27750.280.28250.2850.28750.29
0.8983 ± 0.0065
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.8860.8870.8880.8890.890.8910.8920.8930.8940.8950.8960.8970.8980.8990.90.9010.9020.9030.9040.9050.9060.9070.9080.909
0.1757 ± 0.0001
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.175580.175590.17560.175610.175620.175630.175640.175650.175660.175670.175680.175690.17570.175710.175720.175730.175740.175750.175760.175770.175780.175790.17580.1…0.17581
0.1687 ± 0.0011
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.16660.16680.1670.16720.16740.16760.16780.1680.16820.16840.16860.16880.1690.16920.16940.16960.16980.170.17020.1704
0.9598 ± 0.0065
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.9480.9490.950.9510.9520.9530.9540.9550.9560.9570.9580.9590.960.9610.9620.9630.9640.9650.9660.9670.9680.9690.97
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