Run
6011395

Run 6011395

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_features0.2512952408479725
sklearn.ensemble.forest.RandomForestClassifier(21)_max_leaf_nodesnull
sklearn.ensemble.forest.RandomForestClassifier(21)_min_impurity_split1e-07
sklearn.ensemble.forest.RandomForestClassifier(21)_min_samples_leaf9
sklearn.ensemble.forest.RandomForestClassifier(21)_min_samples_split16
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_state17450
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"median"
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

0.7673 ± 0.0091
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.7460.7480.750.7520.7540.7560.7580.760.7620.7640.7660.7680.770.7720.7740.7760.7780.780.782
0.1589 ± 0.0288
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.110.1150.120.1250.130.1350.140.1450.150.1550.160.1650.170.1750.180.1850.190.1950.20.2050.210.2150.22
1037.5907 ± 3.174
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore098.59999.5100100.5101101.5102102.5103103.5104104.5105105.5106106.5107107.5108
0.0559 ± 0.0003
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.05530.055350.05540.055450.05550.055550.05560.055650.05570.055750.05580.055850.05590.055950.0560.056050.05610.056150.05620.056250.05630.056350.05640.0…0.05645
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)
0.265 ± 0.025
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.220.2250.230.2350.240.2450.250.2550.260.2650.270.2750.280.2850.290.2950.30.3050.310.3150.32
3.6268
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore03.6268
0.265 ± 0.025
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.220.2250.230.2350.240.2450.250.2550.260.2650.270.2750.280.2850.290.2950.30.3050.310.3150.32
0.9048 ± 0.0056
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.8940.8950.8960.8970.8980.8990.90.9010.9020.9030.9040.9050.9060.9070.9080.9090.910.9110.9120.9130.914
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
0.1676 ± 0.001
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.16580.1660.16620.16640.16660.16680.1670.16720.16740.16760.16780.1680.16820.16840.16860.16880.1690.16920.1694
0.9536 ± 0.0057
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.9430.9440.9450.9460.9470.9480.9490.950.9510.9520.9530.9540.9550.9560.9570.9580.9590.960.9610.9620.9630.964
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