INFO:root:Runing basic MeLiF
Filters:[Spearman correlation with border -1, Fit criterion with mean <function mean at 0x000002608C923620>, Symmetric uncertainty with 1212 features to take]
INFO:root:Estimator: RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
            max_depth=None, max_features='auto', max_leaf_nodes=None,
            min_impurity_decrease=0.0, min_impurity_split=None,
            min_samples_leaf=1, min_samples_split=2,
            min_weight_fraction_leaf=0.0, n_estimators='warn', n_jobs=None,
            oob_score=False, random_state=None, verbose=0,
            warm_start=False)
INFO:root:Optimizer gradient descent, optimizing measure is <function f1_score at 0x000002608FBD3378>
INFO:root:time:2019-04-25 18:07:19.450858
INFO:root:Time:0:00:00
INFO:root:point:[ 0.33333333  0.33333333  0.33333333]
INFO:root:Measure at current point : 0.17647058823529413
INFO:root:Time:0:00:00.020945
INFO:root:point:[ 0.43333333  0.33333333  0.33333333]
INFO:root:Measure at current point : 0.17647058823529413
INFO:root:Time:0:00:00.030916
INFO:root:point:[ 0.33333333  0.43333333  0.33333333]
INFO:root:Measure at current point : 0.17647058823529413
INFO:root:Time:0:00:00.042884
INFO:root:point:[ 0.33333333  0.33333333  0.43333333]
INFO:root:Measure at current point : 0.17647058823529413
INFO:root:Time:0:00:00.060836
INFO:root:point:[ 0.23333333  0.33333333  0.33333333]
INFO:root:Measure at current point : 0.17647058823529413
INFO:root:Time:0:00:00.077792
INFO:root:point:[ 0.33333333  0.23333333  0.33333333]
INFO:root:Measure at current point : 0.0
INFO:root:Time:0:00:00.105716
INFO:root:point:[ 0.33333333  0.33333333  0.23333333]
INFO:root:Measure at current point : 0.17647058823529413
INFO:root:Footer
INFO:root:Best point:[ 0.33333333  0.33333333  0.33333333]
INFO:root:Top 10 features:
INFO:root:Feature: 17, value: 0.367226713862426
INFO:root:Feature: 0, value: 0.36017770694847195
INFO:root:Feature: 14, value: 0.3598992450172512
INFO:root:Feature: 29, value: 0.357182068851976
INFO:root:Feature: 13, value: 0.351034293680721
INFO:root:Feature: 16, value: 0.33497345801782685
INFO:root:Feature: 33, value: 0.32965102223632786
INFO:root:Feature: 3, value: 0.32863849765258213
INFO:root:Feature: 4, value: 0.32863849765258213
INFO:root:Feature: 34, value: 0.32544352223412726