INFO:root:Runing basic MeLiF
Filters:[Spearman correlation with border -1, Fit criterion with mean <function mean at 0x00000251D6724620>, 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 0x00000251D99D3378>
INFO:root:time:2019-04-25 17:55:00.087879
INFO:root:Time:0:00:00
INFO:root:point:[ 0.33333333  0.33333333  0.33333333]
INFO:root:Measure at current point : 0.9473684210526316
INFO:root:Time:0:00:00.013963
INFO:root:point:[ 0.58333333  0.33333333  0.33333333]
INFO:root:Measure at current point : 0.9473684210526316
INFO:root:Time:0:00:00.026928
INFO:root:point:[ 0.33333333  0.58333333  0.33333333]
INFO:root:Measure at current point : 0.9655172413793104
INFO:root:Time:0:00:00.040910
INFO:root:point:[ 0.33333333  0.33333333  0.58333333]
INFO:root:Measure at current point : 0.9473684210526316
INFO:root:Time:0:00:00.053885
INFO:root:point:[ 0.08333333  0.33333333  0.33333333]
INFO:root:Measure at current point : 0.9090909090909091
INFO:root:Time:0:00:00.066824
INFO:root:point:[ 0.33333333  0.08333333  0.33333333]
INFO:root:Measure at current point : 0.9090909090909091
INFO:root:Time:0:00:00.077822
INFO:root:point:[ 0.33333333  0.33333333  0.08333333]
INFO:root:Measure at current point : 0.9473684210526316
INFO:root:Time:0:00:00.090784
INFO:root:point:[ 0.58333333  0.58333333  0.33333333]
INFO:root:Measure at current point : 0.9655172413793104
INFO:root:Time:0:00:00.104720
INFO:root:point:[ 0.33333333  0.83333333  0.33333333]
INFO:root:Measure at current point : 0.888888888888889
INFO:root:Time:0:00:00.117686
INFO:root:point:[ 0.33333333  0.58333333  0.58333333]
INFO:root:Measure at current point : 0.9655172413793104
INFO:root:Time:0:00:00.128683
INFO:root:point:[ 0.08333333  0.58333333  0.33333333]
INFO:root:Measure at current point : 0.9285714285714286
INFO:root:Time:0:00:00.140624
INFO:root:point:[ 0.33333333  0.33333333  0.33333333]
INFO:root:Measure at current point : 0.9655172413793104
INFO:root:Time:0:00:00.154587
INFO:root:point:[ 0.33333333  0.58333333  0.08333333]
INFO:root:Measure at current point : 0.9642857142857143
INFO:root:Footer
INFO:root:Best point:[ 0.33333333  0.58333333  0.33333333]
INFO:root:Top 10 features:
INFO:root:Feature: 829, value: 0.3648914979893352
INFO:root:Feature: 325, value: 0.3437396453323708
INFO:root:Feature: 376, value: 0.34329432915243024
INFO:root:Feature: 724, value: 0.3429573776175445
INFO:root:Feature: 484, value: 0.34066692986407804
INFO:root:Feature: 589, value: 0.3377173123784981
INFO:root:Feature: 676, value: 0.3331349365009098
INFO:root:Feature: 196, value: 0.3329343821944907
INFO:root:Feature: 1124, value: 0.33292569671355754
INFO:root:Feature: 761, value: 0.3322086981616339