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  1. INFO:root:Runing basic MeLiF
  2. Filters:[Spearman correlation with border -1, Fit criterion with mean <function mean at 0x00000251D6724620>, Symmetric uncertainty with 1212 features to take]
  3. INFO:root:Estimator: RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
  4.             max_depth=None, max_features='auto', max_leaf_nodes=None,
  5.             min_impurity_decrease=0.0, min_impurity_split=None,
  6.             min_samples_leaf=1, min_samples_split=2,
  7.             min_weight_fraction_leaf=0.0, n_estimators='warn', n_jobs=None,
  8.             oob_score=False, random_state=None, verbose=0,
  9.             warm_start=False)
  10. INFO:root:Optimizer gradient descent, optimizing measure is <function f1_score at 0x00000251D99D3378>
  11. INFO:root:time:2019-04-25 17:55:00.087879
  12. INFO:root:Time:0:00:00
  13. INFO:root:point:[ 0.33333333  0.33333333  0.33333333]
  14. INFO:root:Measure at current point : 0.9473684210526316
  15. INFO:root:Time:0:00:00.013963
  16. INFO:root:point:[ 0.58333333  0.33333333  0.33333333]
  17. INFO:root:Measure at current point : 0.9473684210526316
  18. INFO:root:Time:0:00:00.026928
  19. INFO:root:point:[ 0.33333333  0.58333333  0.33333333]
  20. INFO:root:Measure at current point : 0.9655172413793104
  21. INFO:root:Time:0:00:00.040910
  22. INFO:root:point:[ 0.33333333  0.33333333  0.58333333]
  23. INFO:root:Measure at current point : 0.9473684210526316
  24. INFO:root:Time:0:00:00.053885
  25. INFO:root:point:[ 0.08333333  0.33333333  0.33333333]
  26. INFO:root:Measure at current point : 0.9090909090909091
  27. INFO:root:Time:0:00:00.066824
  28. INFO:root:point:[ 0.33333333  0.08333333  0.33333333]
  29. INFO:root:Measure at current point : 0.9090909090909091
  30. INFO:root:Time:0:00:00.077822
  31. INFO:root:point:[ 0.33333333  0.33333333  0.08333333]
  32. INFO:root:Measure at current point : 0.9473684210526316
  33. INFO:root:Time:0:00:00.090784
  34. INFO:root:point:[ 0.58333333  0.58333333  0.33333333]
  35. INFO:root:Measure at current point : 0.9655172413793104
  36. INFO:root:Time:0:00:00.104720
  37. INFO:root:point:[ 0.33333333  0.83333333  0.33333333]
  38. INFO:root:Measure at current point : 0.888888888888889
  39. INFO:root:Time:0:00:00.117686
  40. INFO:root:point:[ 0.33333333  0.58333333  0.58333333]
  41. INFO:root:Measure at current point : 0.9655172413793104
  42. INFO:root:Time:0:00:00.128683
  43. INFO:root:point:[ 0.08333333  0.58333333  0.33333333]
  44. INFO:root:Measure at current point : 0.9285714285714286
  45. INFO:root:Time:0:00:00.140624
  46. INFO:root:point:[ 0.33333333  0.33333333  0.33333333]
  47. INFO:root:Measure at current point : 0.9655172413793104
  48. INFO:root:Time:0:00:00.154587
  49. INFO:root:point:[ 0.33333333  0.58333333  0.08333333]
  50. INFO:root:Measure at current point : 0.9642857142857143
  51. INFO:root:Footer
  52. INFO:root:Best point:[ 0.33333333  0.58333333  0.33333333]
  53. INFO:root:Top 10 features:
  54. INFO:root:Feature: 829, value: 0.3648914979893352
  55. INFO:root:Feature: 325, value: 0.3437396453323708
  56. INFO:root:Feature: 376, value: 0.34329432915243024
  57. INFO:root:Feature: 724, value: 0.3429573776175445
  58. INFO:root:Feature: 484, value: 0.34066692986407804
  59. INFO:root:Feature: 589, value: 0.3377173123784981
  60. INFO:root:Feature: 676, value: 0.3331349365009098
  61. INFO:root:Feature: 196, value: 0.3329343821944907
  62. INFO:root:Feature: 1124, value: 0.33292569671355754
  63. INFO:root:Feature: 761, value: 0.3322086981616339
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