Run
10595112

Run 10595112

Task 37 (Supervised Classification) diabetes Uploaded 09-07-2024 by Chandramani Aryal
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Flow

sklearn.ensemble._forest.RandomForestClassifier(45)A random forest classifier. A random forest is a meta estimator that fits a number of decision tree classifiers on various sub-samples of the dataset and uses averaging to improve the predictive accuracy and control over-fitting. The sub-sample size is controlled with the `max_samples` parameter if `bootstrap=True` (default), otherwise the whole dataset is used to build each tree.
sklearn.ensemble._forest.RandomForestClassifier(45)_bootstraptrue
sklearn.ensemble._forest.RandomForestClassifier(45)_ccp_alpha0.0
sklearn.ensemble._forest.RandomForestClassifier(45)_class_weightnull
sklearn.ensemble._forest.RandomForestClassifier(45)_criterion"gini"
sklearn.ensemble._forest.RandomForestClassifier(45)_max_depthnull
sklearn.ensemble._forest.RandomForestClassifier(45)_max_features"sqrt"
sklearn.ensemble._forest.RandomForestClassifier(45)_max_leaf_nodesnull
sklearn.ensemble._forest.RandomForestClassifier(45)_max_samplesnull
sklearn.ensemble._forest.RandomForestClassifier(45)_min_impurity_decrease0.0
sklearn.ensemble._forest.RandomForestClassifier(45)_min_samples_leaf1
sklearn.ensemble._forest.RandomForestClassifier(45)_min_samples_split2
sklearn.ensemble._forest.RandomForestClassifier(45)_min_weight_fraction_leaf0.0
sklearn.ensemble._forest.RandomForestClassifier(45)_n_estimators100
sklearn.ensemble._forest.RandomForestClassifier(45)_n_jobsnull
sklearn.ensemble._forest.RandomForestClassifier(45)_oob_scorefalse
sklearn.ensemble._forest.RandomForestClassifier(45)_random_state57659
sklearn.ensemble._forest.RandomForestClassifier(45)_verbose0
sklearn.ensemble._forest.RandomForestClassifier(45)_warm_startfalse

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.

18 Evaluation measures

0.8227 ± 0.049
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.750.80.850.90.70.95
0.7684 ± 0.0506
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.650.70.750.80.60.85
0.4826 ± 0.1146
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.20.30.40.50.60.7
0.31 ± 0.07
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.150.20.250.30.350.40.45
0.3192 ± 0.0268
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.260.280.30.320.340.360.38
0.4545 ± 0.0011
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.4520.45250.4530.45350.4540.45450.4550.4555
0.7734 ± 0.0471
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.650.6750.70.7250.750.7750.80.8250.85
768
Per class
Cross-validation details (10-fold Crossvalidation)
0.7684 ± 0.0509
Per class
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.650.70.750.80.850.6
0.7734 ± 0.0471
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.650.6750.70.7250.750.7750.80.8250.85
0.9331 ± 0.0032
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.9260.9280.930.9320.9340.9…0.936
0.7024 ± 0.059
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.550.60.650.70.750.8
0.4766 ± 0.0011
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.4740.47450.4750.47550.4760.47650.4770.4775
0.4003 ± 0.0293
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.40.3250.350.3750.4250.450.…0.475
0.8399 ± 0.0621
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.70.750.80.850.90.95
0.7325 ± 0.0575
Cross-validation details (10-fold Crossvalidation)
Created with Highcharts 5.0.7RepeatScore00.550.60.650.70.750.80.85
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