GRID SEARCH RESULTS

GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'method': ['shortest_path'], 'scale': [False, True], 'gamma': [0.125, 0.25, 0.5, 1, 2, 4, 8, 16], 'normalize_distance': [True], 'alpha': [0.667], 'C': [0.001, 0.01, 0.1, 1, 3.1622776601683795, 5.011872336272722, 7.943282347242816, 10, 19.952623149688797, 25.118864315095795, 31.622776601683793, 100, 316.22776601683796, 501.18723362727246], 'epsilon': [0.07196856730011521], 'features_metric': ['dirac']}]
  
CV splits :  10
  
ALL TIME : --- 1626.489224910736 seconds ---
Best params:  {'method': 'shortest_path', 'scale': False, 'C': 100, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}
  
------------GRID---------------- 
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.001, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.752 (+/-0.214) for "{'method': 'shortest_path', 'scale': True, 'C': 7.943282347242816, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.795 (+/-0.185) for "{'method': 'shortest_path', 'scale': False, 'C': 10, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.688 (+/-0.164) for "{'method': 'shortest_path', 'scale': True, 'C': 100, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.001, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.001, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.848 (+/-0.187) for "{'method': 'shortest_path', 'scale': False, 'C': 7.943282347242816, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.698 (+/-0.210) for "{'method': 'shortest_path', 'scale': True, 'C': 0.1, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.783 (+/-0.203) for "{'method': 'shortest_path', 'scale': False, 'C': 501.18723362727246, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.783 (+/-0.188) for "{'method': 'shortest_path', 'scale': False, 'C': 1, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.698 (+/-0.210) for "{'method': 'shortest_path', 'scale': True, 'C': 0.1, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.721 (+/-0.183) for "{'method': 'shortest_path', 'scale': True, 'C': 3.1622776601683795, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.732 (+/-0.201) for "{'method': 'shortest_path', 'scale': True, 'C': 3.1622776601683795, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.1, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.783 (+/-0.188) for "{'method': 'shortest_path', 'scale': False, 'C': 7.943282347242816, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.794 (+/-0.188) for "{'method': 'shortest_path', 'scale': False, 'C': 501.18723362727246, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.661 (+/-0.269) for "{'method': 'shortest_path', 'scale': True, 'C': 316.22776601683796, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.754 (+/-0.179) for "{'method': 'shortest_path', 'scale': True, 'C': 3.1622776601683795, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.698 (+/-0.210) for "{'method': 'shortest_path', 'scale': True, 'C': 0.1, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.676 (+/-0.137) for "{'method': 'shortest_path', 'scale': True, 'C': 316.22776601683796, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.821 (+/-0.197) for "{'method': 'shortest_path', 'scale': False, 'C': 31.622776601683793, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 1, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.704 (+/-0.213) for "{'method': 'shortest_path', 'scale': True, 'C': 31.622776601683793, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.01, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.831 (+/-0.165) for "{'method': 'shortest_path', 'scale': False, 'C': 7.943282347242816, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.864 (+/-0.182) for "{'method': 'shortest_path', 'scale': False, 'C': 10, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.721 (+/-0.190) for "{'method': 'shortest_path', 'scale': True, 'C': 5.011872336272722, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.714 (+/-0.233) for "{'method': 'shortest_path', 'scale': True, 'C': 25.118864315095795, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.795 (+/-0.185) for "{'method': 'shortest_path', 'scale': False, 'C': 5.011872336272722, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.842 (+/-0.172) for "{'method': 'shortest_path', 'scale': False, 'C': 25.118864315095795, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.1, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.869 (+/-0.106) for "{'method': 'shortest_path', 'scale': False, 'C': 501.18723362727246, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.737 (+/-0.254) for "{'method': 'shortest_path', 'scale': True, 'C': 10, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.746 (+/-0.202) for "{'method': 'shortest_path', 'scale': True, 'C': 25.118864315095795, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.794 (+/-0.181) for "{'method': 'shortest_path', 'scale': False, 'C': 316.22776601683796, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.831 (+/-0.210) for "{'method': 'shortest_path', 'scale': False, 'C': 1, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.736 (+/-0.212) for "{'method': 'shortest_path', 'scale': True, 'C': 7.943282347242816, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.01, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.661 (+/-0.169) for "{'method': 'shortest_path', 'scale': True, 'C': 1, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.768 (+/-0.119) for "{'method': 'shortest_path', 'scale': True, 'C': 3.1622776601683795, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.794 (+/-0.172) for "{'method': 'shortest_path', 'scale': False, 'C': 25.118864315095795, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.809 (+/-0.192) for "{'method': 'shortest_path', 'scale': False, 'C': 1, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.721 (+/-0.193) for "{'method': 'shortest_path', 'scale': True, 'C': 31.622776601683793, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.843 (+/-0.189) for "{'method': 'shortest_path', 'scale': False, 'C': 25.118864315095795, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.682 (+/-0.168) for "{'method': 'shortest_path', 'scale': True, 'C': 1, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.874 (+/-0.135) for "{'method': 'shortest_path', 'scale': False, 'C': 316.22776601683796, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.874 (+/-0.160) for "{'method': 'shortest_path', 'scale': False, 'C': 31.622776601683793, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.836 (+/-0.203) for "{'method': 'shortest_path', 'scale': False, 'C': 19.952623149688797, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.698 (+/-0.210) for "{'method': 'shortest_path', 'scale': True, 'C': 0.1, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.809 (+/-0.180) for "{'method': 'shortest_path', 'scale': False, 'C': 7.943282347242816, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.826 (+/-0.195) for "{'method': 'shortest_path', 'scale': False, 'C': 19.952623149688797, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.836 (+/-0.183) for "{'method': 'shortest_path', 'scale': False, 'C': 31.622776601683793, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.864 (+/-0.137) for "{'method': 'shortest_path', 'scale': False, 'C': 19.952623149688797, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.822 (+/-0.159) for "{'method': 'shortest_path', 'scale': False, 'C': 501.18723362727246, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.01, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.713 (+/-0.183) for "{'method': 'shortest_path', 'scale': True, 'C': 0.1, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.809 (+/-0.199) for "{'method': 'shortest_path', 'scale': False, 'C': 10, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.001, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.821 (+/-0.203) for "{'method': 'shortest_path', 'scale': False, 'C': 25.118864315095795, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.853 (+/-0.161) for "{'method': 'shortest_path', 'scale': False, 'C': 10, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.842 (+/-0.132) for "{'method': 'shortest_path', 'scale': False, 'C': 501.18723362727246, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.01, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.682 (+/-0.175) for "{'method': 'shortest_path', 'scale': True, 'C': 100, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.730 (+/-0.105) for "{'method': 'shortest_path', 'scale': True, 'C': 7.943282347242816, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.639 (+/-0.123) for "{'method': 'shortest_path', 'scale': True, 'C': 501.18723362727246, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.831 (+/-0.208) for "{'method': 'shortest_path', 'scale': False, 'C': 100, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.01, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.707 (+/-0.152) for "{'method': 'shortest_path', 'scale': True, 'C': 31.622776601683793, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.831 (+/-0.176) for "{'method': 'shortest_path', 'scale': False, 'C': 100, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.758 (+/-0.165) for "{'method': 'shortest_path', 'scale': True, 'C': 3.1622776601683795, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.1, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.01, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.697 (+/-0.209) for "{'method': 'shortest_path', 'scale': True, 'C': 501.18723362727246, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.869 (+/-0.117) for "{'method': 'shortest_path', 'scale': False, 'C': 316.22776601683796, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.01, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.731 (+/-0.256) for "{'method': 'shortest_path', 'scale': True, 'C': 25.118864315095795, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.741 (+/-0.144) for "{'method': 'shortest_path', 'scale': True, 'C': 25.118864315095795, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.001, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.001, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.826 (+/-0.188) for "{'method': 'shortest_path', 'scale': False, 'C': 7.943282347242816, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.651 (+/-0.065) for "{'method': 'shortest_path', 'scale': False, 'C': 1, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.838 (+/-0.202) for "{'method': 'shortest_path', 'scale': False, 'C': 10, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.752 (+/-0.270) for "{'method': 'shortest_path', 'scale': True, 'C': 10, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.1, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.01, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.719 (+/-0.183) for "{'method': 'shortest_path', 'scale': True, 'C': 100, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.665 (+/-0.188) for "{'method': 'shortest_path', 'scale': True, 'C': 1, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.697 (+/-0.193) for "{'method': 'shortest_path', 'scale': True, 'C': 0.1, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.708 (+/-0.305) for "{'method': 'shortest_path', 'scale': True, 'C': 501.18723362727246, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.768 (+/-0.172) for "{'method': 'shortest_path', 'scale': False, 'C': 5.011872336272722, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.853 (+/-0.161) for "{'method': 'shortest_path', 'scale': False, 'C': 19.952623149688797, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.01, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.768 (+/-0.175) for "{'method': 'shortest_path', 'scale': False, 'C': 7.943282347242816, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.001, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.698 (+/-0.210) for "{'method': 'shortest_path', 'scale': True, 'C': 0.1, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.836 (+/-0.203) for "{'method': 'shortest_path', 'scale': False, 'C': 5.011872336272722, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.711 (+/-0.239) for "{'method': 'shortest_path', 'scale': True, 'C': 100, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.742 (+/-0.142) for "{'method': 'shortest_path', 'scale': False, 'C': 3.1622776601683795, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.708 (+/-0.194) for "{'method': 'shortest_path', 'scale': True, 'C': 316.22776601683796, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.01, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.821 (+/-0.209) for "{'method': 'shortest_path', 'scale': False, 'C': 3.1622776601683795, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.753 (+/-0.187) for "{'method': 'shortest_path', 'scale': True, 'C': 5.011872336272722, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.682 (+/-0.308) for "{'method': 'shortest_path', 'scale': True, 'C': 501.18723362727246, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.01, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.725 (+/-0.114) for "{'method': 'shortest_path', 'scale': True, 'C': 10, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.870 (+/-0.125) for "{'method': 'shortest_path', 'scale': False, 'C': 25.118864315095795, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.722 (+/-0.252) for "{'method': 'shortest_path', 'scale': True, 'C': 31.622776601683793, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.837 (+/-0.180) for "{'method': 'shortest_path', 'scale': False, 'C': 19.952623149688797, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.726 (+/-0.189) for "{'method': 'shortest_path', 'scale': True, 'C': 0.1, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.788 (+/-0.169) for "{'method': 'shortest_path', 'scale': False, 'C': 501.18723362727246, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.848 (+/-0.180) for "{'method': 'shortest_path', 'scale': False, 'C': 316.22776601683796, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.843 (+/-0.195) for "{'method': 'shortest_path', 'scale': False, 'C': 7.943282347242816, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.806 (+/-0.166) for "{'method': 'shortest_path', 'scale': False, 'C': 3.1622776601683795, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.001, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.001, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.852 (+/-0.169) for "{'method': 'shortest_path', 'scale': False, 'C': 25.118864315095795, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.853 (+/-0.175) for "{'method': 'shortest_path', 'scale': False, 'C': 19.952623149688797, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.762 (+/-0.183) for "{'method': 'shortest_path', 'scale': True, 'C': 7.943282347242816, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.826 (+/-0.201) for "{'method': 'shortest_path', 'scale': False, 'C': 7.943282347242816, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.758 (+/-0.249) for "{'method': 'shortest_path', 'scale': True, 'C': 19.952623149688797, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.1, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.848 (+/-0.197) for "{'method': 'shortest_path', 'scale': False, 'C': 3.1622776601683795, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.795 (+/-0.185) for "{'method': 'shortest_path', 'scale': False, 'C': 19.952623149688797, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.682 (+/-0.244) for "{'method': 'shortest_path', 'scale': True, 'C': 19.952623149688797, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.826 (+/-0.202) for "{'method': 'shortest_path', 'scale': False, 'C': 100, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.809 (+/-0.180) for "{'method': 'shortest_path', 'scale': False, 'C': 5.011872336272722, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.726 (+/-0.180) for "{'method': 'shortest_path', 'scale': True, 'C': 3.1622776601683795, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.672 (+/-0.091) for "{'method': 'shortest_path', 'scale': True, 'C': 501.18723362727246, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.001, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.793 (+/-0.164) for "{'method': 'shortest_path', 'scale': False, 'C': 316.22776601683796, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.758 (+/-0.241) for "{'method': 'shortest_path', 'scale': True, 'C': 10, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.1, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.721 (+/-0.189) for "{'method': 'shortest_path', 'scale': True, 'C': 31.622776601683793, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.01, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.656 (+/-0.143) for "{'method': 'shortest_path', 'scale': True, 'C': 100, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.752 (+/-0.169) for "{'method': 'shortest_path', 'scale': True, 'C': 5.011872336272722, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.1, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.01, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.768 (+/-0.175) for "{'method': 'shortest_path', 'scale': False, 'C': 1, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.842 (+/-0.132) for "{'method': 'shortest_path', 'scale': False, 'C': 100, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.853 (+/-0.145) for "{'method': 'shortest_path', 'scale': False, 'C': 31.622776601683793, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.698 (+/-0.269) for "{'method': 'shortest_path', 'scale': True, 'C': 19.952623149688797, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.683 (+/-0.122) for "{'method': 'shortest_path', 'scale': False, 'C': 5.011872336272722, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.695 (+/-0.231) for "{'method': 'shortest_path', 'scale': True, 'C': 31.622776601683793, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.842 (+/-0.182) for "{'method': 'shortest_path', 'scale': False, 'C': 31.622776601683793, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.001, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.743 (+/-0.141) for "{'method': 'shortest_path', 'scale': True, 'C': 3.1622776601683795, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.726 (+/-0.234) for "{'method': 'shortest_path', 'scale': True, 'C': 10, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.761 (+/-0.173) for "{'method': 'shortest_path', 'scale': True, 'C': 10, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.858 (+/-0.137) for "{'method': 'shortest_path', 'scale': False, 'C': 316.22776601683796, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.715 (+/-0.165) for "{'method': 'shortest_path', 'scale': True, 'C': 1, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.814 (+/-0.176) for "{'method': 'shortest_path', 'scale': False, 'C': 316.22776601683796, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.639 (+/-0.123) for "{'method': 'shortest_path', 'scale': True, 'C': 316.22776601683796, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.836 (+/-0.203) for "{'method': 'shortest_path', 'scale': False, 'C': 10, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.809 (+/-0.180) for "{'method': 'shortest_path', 'scale': False, 'C': 19.952623149688797, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.842 (+/-0.205) for "{'method': 'shortest_path', 'scale': False, 'C': 3.1622776601683795, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.713 (+/-0.150) for "{'method': 'shortest_path', 'scale': True, 'C': 25.118864315095795, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.708 (+/-0.325) for "{'method': 'shortest_path', 'scale': True, 'C': 501.18723362727246, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.741 (+/-0.231) for "{'method': 'shortest_path', 'scale': True, 'C': 19.952623149688797, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.715 (+/-0.278) for "{'method': 'shortest_path', 'scale': True, 'C': 100, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.730 (+/-0.130) for "{'method': 'shortest_path', 'scale': True, 'C': 5.011872336272722, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.726 (+/-0.180) for "{'method': 'shortest_path', 'scale': True, 'C': 5.011872336272722, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.880 (+/-0.150) for "{'method': 'shortest_path', 'scale': False, 'C': 100, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.724 (+/-0.316) for "{'method': 'shortest_path', 'scale': True, 'C': 316.22776601683796, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.842 (+/-0.178) for "{'method': 'shortest_path', 'scale': False, 'C': 5.011872336272722, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.852 (+/-0.145) for "{'method': 'shortest_path', 'scale': False, 'C': 100, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.742 (+/-0.244) for "{'method': 'shortest_path', 'scale': True, 'C': 19.952623149688797, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.720 (+/-0.261) for "{'method': 'shortest_path', 'scale': True, 'C': 25.118864315095795, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.665 (+/-0.174) for "{'method': 'shortest_path', 'scale': True, 'C': 1, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.717 (+/-0.176) for "{'method': 'shortest_path', 'scale': True, 'C': 31.622776601683793, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.01, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.843 (+/-0.189) for "{'method': 'shortest_path', 'scale': False, 'C': 31.622776601683793, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.726 (+/-0.180) for "{'method': 'shortest_path', 'scale': True, 'C': 3.1622776601683795, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.809 (+/-0.180) for "{'method': 'shortest_path', 'scale': False, 'C': 31.622776601683793, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.847 (+/-0.166) for "{'method': 'shortest_path', 'scale': False, 'C': 100, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.736 (+/-0.143) for "{'method': 'shortest_path', 'scale': True, 'C': 1, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.758 (+/-0.141) for "{'method': 'shortest_path', 'scale': True, 'C': 5.011872336272722, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.747 (+/-0.191) for "{'method': 'shortest_path', 'scale': True, 'C': 7.943282347242816, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.001, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.821 (+/-0.166) for "{'method': 'shortest_path', 'scale': False, 'C': 316.22776601683796, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.815 (+/-0.205) for "{'method': 'shortest_path', 'scale': False, 'C': 25.118864315095795, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.714 (+/-0.207) for "{'method': 'shortest_path', 'scale': True, 'C': 1, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.752 (+/-0.176) for "{'method': 'shortest_path', 'scale': True, 'C': 10, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.698 (+/-0.292) for "{'method': 'shortest_path', 'scale': True, 'C': 316.22776601683796, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.852 (+/-0.161) for "{'method': 'shortest_path', 'scale': False, 'C': 31.622776601683793, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.815 (+/-0.205) for "{'method': 'shortest_path', 'scale': False, 'C': 5.011872336272722, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.756 (+/-0.166) for "{'method': 'shortest_path', 'scale': True, 'C': 7.943282347242816, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.815 (+/-0.205) for "{'method': 'shortest_path', 'scale': False, 'C': 3.1622776601683795, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.1, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.814 (+/-0.222) for "{'method': 'shortest_path', 'scale': False, 'C': 1, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.758 (+/-0.153) for "{'method': 'shortest_path', 'scale': True, 'C': 7.943282347242816, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.863 (+/-0.146) for "{'method': 'shortest_path', 'scale': False, 'C': 501.18723362727246, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.727 (+/-0.202) for "{'method': 'shortest_path', 'scale': True, 'C': 5.011872336272722, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.001, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.693 (+/-0.270) for "{'method': 'shortest_path', 'scale': True, 'C': 100, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.001, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.682 (+/-0.173) for "{'method': 'shortest_path', 'scale': True, 'C': 501.18723362727246, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.768 (+/-0.172) for "{'method': 'shortest_path', 'scale': False, 'C': 10, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.661 (+/-0.289) for "{'method': 'shortest_path', 'scale': True, 'C': 501.18723362727246, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.655 (+/-0.165) for "{'method': 'shortest_path', 'scale': True, 'C': 1, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.688 (+/-0.227) for "{'method': 'shortest_path', 'scale': True, 'C': 25.118864315095795, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.001, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.880 (+/-0.123) for "{'method': 'shortest_path', 'scale': False, 'C': 100, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 1, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': True, 'C': 0.01, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.714 (+/-0.214) for "{'method': 'shortest_path', 'scale': True, 'C': 316.22776601683796, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.736 (+/-0.151) for "{'method': 'shortest_path', 'scale': True, 'C': 31.622776601683793, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.673 (+/-0.289) for "{'method': 'shortest_path', 'scale': True, 'C': 100, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.809 (+/-0.180) for "{'method': 'shortest_path', 'scale': False, 'C': 10, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.719 (+/-0.186) for "{'method': 'shortest_path', 'scale': True, 'C': 19.952623149688797, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 3.1622776601683795, 'gamma': 0.125, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.848 (+/-0.170) for "{'method': 'shortest_path', 'scale': False, 'C': 25.118864315095795, 'gamma': 8, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.721 (+/-0.190) for "{'method': 'shortest_path', 'scale': True, 'C': 5.011872336272722, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.753 (+/-0.202) for "{'method': 'shortest_path', 'scale': True, 'C': 10, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.686 (+/-0.292) for "{'method': 'shortest_path', 'scale': True, 'C': 316.22776601683796, 'gamma': 0.25, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.001, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.778 (+/-0.183) for "{'method': 'shortest_path', 'scale': False, 'C': 3.1622776601683795, 'gamma': 0.5, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.853 (+/-0.188) for "{'method': 'shortest_path', 'scale': False, 'C': 5.011872336272722, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.735 (+/-0.152) for "{'method': 'shortest_path', 'scale': True, 'C': 19.952623149688797, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.714 (+/-0.213) for "{'method': 'shortest_path', 'scale': True, 'C': 19.952623149688797, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.725 (+/-0.240) for "{'method': 'shortest_path', 'scale': True, 'C': 25.118864315095795, 'gamma': 4, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.662 (+/-0.015) for "{'method': 'shortest_path', 'scale': False, 'C': 0.01, 'gamma': 2, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.804 (+/-0.166) for "{'method': 'shortest_path', 'scale': False, 'C': 501.18723362727246, 'gamma': 16, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
0.763 (+/-0.218) for "{'method': 'shortest_path', 'scale': True, 'C': 7.943282347242816, 'gamma': 1, 'normalize_distance': True, 'alpha': 0.667, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac'}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'features_metric': ['dirac'], 'normalize_distance': [True], 'epsilon': [0.07196856730011521], 'alpha': [0.889], 'method': ['shortest_path'], 'gamma': [0.125, 0.25, 0.5, 1, 2, 4, 8, 16], 'scale': [False, True], 'C': [0.001, 0.01, 0.1, 1, 3.1622776601683795, 5.011872336272722, 7.943282347242816, 10, 19.952623149688797, 25.118864315095795, 31.622776601683793, 100, 316.22776601683796, 501.18723362727246]}]
  
CV splits :  10
  
ALL TIME : --- 1487.0183124542236 seconds ---
Best params:  {'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 501.18723362727246}
  
------------GRID---------------- 
0.689 (+/-0.280) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 19.952623149688797}"
0.684 (+/-0.189) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 3.1622776601683795}"
0.673 (+/-0.221) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 25.118864315095795}"
0.779 (+/-0.224) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 10}"
0.763 (+/-0.149) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 0.1}"
0.807 (+/-0.133) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 1}"
0.807 (+/-0.192) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 19.952623149688797}"
0.716 (+/-0.231) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 316.22776601683796}"
0.651 (+/-0.042) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 3.1622776601683795}"
0.679 (+/-0.255) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 7.943282347242816}"
0.774 (+/-0.188) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 7.943282347242816}"
0.725 (+/-0.125) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 10}"
0.688 (+/-0.178) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 7.943282347242816}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 0.1}"
0.797 (+/-0.193) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 31.622776601683793}"
0.709 (+/-0.221) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 1}"
0.679 (+/-0.207) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 5.011872336272722}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 0.01}"
0.774 (+/-0.217) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 100}"
0.791 (+/-0.175) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 0.001}"
0.768 (+/-0.126) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 0.1}"
0.736 (+/-0.135) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 10}"
0.774 (+/-0.209) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 10}"
0.749 (+/-0.177) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 1}"
0.716 (+/-0.253) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 501.18723362727246}"
0.759 (+/-0.243) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 100}"
0.706 (+/-0.186) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 3.1622776601683795}"
0.699 (+/-0.235) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 501.18723362727246}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 0.001}"
0.748 (+/-0.259) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 19.952623149688797}"
0.808 (+/-0.120) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 501.18723362727246}"
0.791 (+/-0.175) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 5.011872336272722}"
0.774 (+/-0.152) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 0.1}"
0.699 (+/-0.249) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 501.18723362727246}"
0.716 (+/-0.210) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 100}"
0.657 (+/-0.210) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 100}"
0.663 (+/-0.223) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 3.1622776601683795}"
0.668 (+/-0.195) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 316.22776601683796}"
0.758 (+/-0.194) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 7.943282347242816}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 0.01}"
0.699 (+/-0.235) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 25.118864315095795}"
0.721 (+/-0.244) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 1}"
0.693 (+/-0.068) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 7.943282347242816}"
0.679 (+/-0.235) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 31.622776601683793}"
0.720 (+/-0.261) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 1}"
0.722 (+/-0.226) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 31.622776601683793}"
0.736 (+/-0.135) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 5.011872336272722}"
0.679 (+/-0.248) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 5.011872336272722}"
0.695 (+/-0.211) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 0.1}"
0.642 (+/-0.200) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 501.18723362727246}"
0.673 (+/-0.178) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 501.18723362727246}"
0.747 (+/-0.220) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 31.622776601683793}"
0.679 (+/-0.185) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 7.943282347242816}"
0.694 (+/-0.170) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 316.22776601683796}"
0.711 (+/-0.247) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 1}"
0.711 (+/-0.244) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 25.118864315095795}"
0.774 (+/-0.221) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 31.622776601683793}"
0.683 (+/-0.225) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 19.952623149688797}"
0.711 (+/-0.174) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 100}"
0.679 (+/-0.211) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 100}"
0.732 (+/-0.164) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 316.22776601683796}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 0.001}"
0.716 (+/-0.175) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 1}"
0.773 (+/-0.194) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 10}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 0.01}"
0.779 (+/-0.224) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 19.952623149688797}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 0.1}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 1}"
0.705 (+/-0.229) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 501.18723362727246}"
0.786 (+/-0.176) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 0.1}"
0.774 (+/-0.147) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 100}"
0.737 (+/-0.231) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 25.118864315095795}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 0.001}"
0.668 (+/-0.214) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 10}"
0.646 (+/-0.275) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 316.22776601683796}"
0.693 (+/-0.068) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 1}"
0.721 (+/-0.265) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 501.18723362727246}"
0.658 (+/-0.247) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 501.18723362727246}"
0.684 (+/-0.207) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 501.18723362727246}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 0.01}"
0.679 (+/-0.185) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 7.943282347242816}"
0.716 (+/-0.226) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 3.1622776601683795}"
0.697 (+/-0.209) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 316.22776601683796}"
0.796 (+/-0.181) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 7.943282347242816}"
0.663 (+/-0.238) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 100}"
0.721 (+/-0.182) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 7.943282347242816}"
0.779 (+/-0.148) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 0.1}"
0.768 (+/-0.147) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 3.1622776601683795}"
0.779 (+/-0.145) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 0.1}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 0.001}"
0.785 (+/-0.256) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 7.943282347242816}"
0.774 (+/-0.178) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 19.952623149688797}"
0.658 (+/-0.226) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 0.001}"
0.669 (+/-0.208) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 7.943282347242816}"
0.791 (+/-0.205) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 5.011872336272722}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 0.001}"
0.727 (+/-0.164) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 31.622776601683793}"
0.721 (+/-0.207) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 5.011872336272722}"
0.802 (+/-0.156) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 1}"
0.753 (+/-0.138) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 31.622776601683793}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 5.011872336272722}"
0.694 (+/-0.178) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 5.011872336272722}"
0.721 (+/-0.214) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 501.18723362727246}"
0.709 (+/-0.232) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 1}"
0.779 (+/-0.145) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 0.1}"
0.730 (+/-0.232) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 316.22776601683796}"
0.791 (+/-0.141) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 19.952623149688797}"
0.747 (+/-0.280) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 316.22776601683796}"
0.733 (+/-0.193) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 3.1622776601683795}"
0.763 (+/-0.171) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 7.943282347242816}"
0.758 (+/-0.248) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 25.118864315095795}"
0.797 (+/-0.193) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 7.943282347242816}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 0.01}"
0.647 (+/-0.207) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 5.011872336272722}"
0.652 (+/-0.173) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 5.011872336272722}"
0.785 (+/-0.203) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 5.011872336272722}"
0.785 (+/-0.197) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 19.952623149688797}"
0.679 (+/-0.213) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 25.118864315095795}"
0.727 (+/-0.258) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 100}"
0.774 (+/-0.142) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 1}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 1}"
0.736 (+/-0.212) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 31.622776601683793}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 0.1}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 0.1}"
0.662 (+/-0.206) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 5.011872336272722}"
0.711 (+/-0.275) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 316.22776601683796}"
0.699 (+/-0.178) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 19.952623149688797}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 0.01}"
0.674 (+/-0.228) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 31.622776601683793}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 0.1}"
0.732 (+/-0.187) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 19.952623149688797}"
0.668 (+/-0.193) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 10}"
0.652 (+/-0.203) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 25.118864315095795}"
0.796 (+/-0.167) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 5.011872336272722}"
0.668 (+/-0.200) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 19.952623149688797}"
0.688 (+/-0.213) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 501.18723362727246}"
0.791 (+/-0.175) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 10}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 0.001}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 0.001}"
0.737 (+/-0.167) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 501.18723362727246}"
0.657 (+/-0.194) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 19.952623149688797}"
0.791 (+/-0.175) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 1}"
0.758 (+/-0.275) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 501.18723362727246}"
0.737 (+/-0.252) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 31.622776601683793}"
0.722 (+/-0.218) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 10}"
0.693 (+/-0.244) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 316.22776601683796}"
0.726 (+/-0.238) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 100}"
0.807 (+/-0.192) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 10}"
0.733 (+/-0.218) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 501.18723362727246}"
0.790 (+/-0.168) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 7.943282347242816}"
0.662 (+/-0.196) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 31.622776601683793}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 0.001}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 0.01}"
0.725 (+/-0.250) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 1}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 0.01}"
0.685 (+/-0.197) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 7.943282347242816}"
0.679 (+/-0.188) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 316.22776601683796}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 0.001}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 0.001}"
0.695 (+/-0.217) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 316.22776601683796}"
0.802 (+/-0.098) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 316.22776601683796}"
0.791 (+/-0.175) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 19.952623149688797}"
0.743 (+/-0.156) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 19.952623149688797}"
0.773 (+/-0.122) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 0.1}"
0.694 (+/-0.244) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 100}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 0.01}"
0.716 (+/-0.086) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 7.943282347242816}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 0.01}"
0.737 (+/-0.210) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 25.118864315095795}"
0.668 (+/-0.226) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 100}"
0.769 (+/-0.170) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 25.118864315095795}"
0.736 (+/-0.207) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 316.22776601683796}"
0.784 (+/-0.186) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 31.622776601683793}"
0.702 (+/-0.247) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 31.622776601683793}"
0.785 (+/-0.197) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 31.622776601683793}"
0.726 (+/-0.250) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 19.952623149688797}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 0.001}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 1}"
0.726 (+/-0.181) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 25.118864315095795}"
0.732 (+/-0.221) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 31.622776601683793}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 3.1622776601683795}"
0.764 (+/-0.203) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 10}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 0.01}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 0.01}"
0.792 (+/-0.185) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'C': 25.118864315095795}"
0.689 (+/-0.193) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 3.1622776601683795}"
0.677 (+/-0.207) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 5.011872336272722}"
0.727 (+/-0.222) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'C': 316.22776601683796}"
0.796 (+/-0.153) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 0.001}"
0.683 (+/-0.214) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 19.952623149688797}"
0.759 (+/-0.248) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 25.118864315095795}"
0.807 (+/-0.192) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 5.011872336272722}"
0.721 (+/-0.260) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 316.22776601683796}"
0.796 (+/-0.159) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 0.01}"
0.796 (+/-0.138) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 3.1622776601683795}"
0.673 (+/-0.221) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 25.118864315095795}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 0.01}"
0.691 (+/-0.231) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 10}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 0.001}"
0.748 (+/-0.164) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'C': 100}"
0.769 (+/-0.184) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 5.011872336272722}"
0.668 (+/-0.236) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'C': 31.622776601683793}"
0.689 (+/-0.228) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'C': 25.118864315095795}"
0.779 (+/-0.145) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'C': 0.1}"
0.716 (+/-0.205) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 10}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'C': 0.01}"
0.774 (+/-0.217) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'C': 25.118864315095795}"
0.791 (+/-0.190) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'C': 25.118864315095795}"
0.678 (+/-0.223) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'C': 10}"
0.694 (+/-0.233) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'C': 501.18723362727246}"
0.769 (+/-0.186) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 10}"
0.714 (+/-0.246) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'C': 100}"
0.775 (+/-0.185) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 100}"
0.652 (+/-0.187) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'C': 10}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 0.01}"
0.651 (+/-0.042) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'C': 0.1}"
0.662 (+/-0.015) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'C': 0.001}"
0.700 (+/-0.263) for "{'features_metric': 'dirac', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'alpha': 0.889, 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'C': 100}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'alpha': [0.778], 'epsilon': [0.07196856730011521], 'scale': [False, True], 'gamma': [0.125, 0.25, 0.5, 1, 2, 4, 8, 16], 'normalize_distance': [True], 'features_metric': ['dirac'], 'C': [0.001, 0.01, 0.1, 1, 3.1622776601683795, 5.011872336272722, 7.943282347242816, 10, 19.952623149688797, 25.118864315095795, 31.622776601683793, 100, 316.22776601683796, 501.18723362727246], 'method': ['shortest_path']}]
  
CV splits :  10
  
ALL TIME : --- 1564.157347202301 seconds ---
Best params:  {'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 16, 'normalize_distance': True}
  
------------GRID---------------- 
0.742 (+/-0.190) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 0.125, 'normalize_distance': True}"
0.784 (+/-0.261) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 0.5, 'normalize_distance': True}"
0.810 (+/-0.154) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 2, 'normalize_distance': True}"
0.788 (+/-0.212) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 0.125, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 0.5, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 4, 'normalize_distance': True}"
0.751 (+/-0.294) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 1, 'normalize_distance': True}"
0.720 (+/-0.195) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 0.25, 'normalize_distance': True}"
0.704 (+/-0.158) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 8, 'normalize_distance': True}"
0.805 (+/-0.146) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 2, 'normalize_distance': True}"
0.753 (+/-0.169) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 16, 'normalize_distance': True}"
0.859 (+/-0.160) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 0.125, 'normalize_distance': True}"
0.810 (+/-0.140) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 4, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 2, 'normalize_distance': True}"
0.854 (+/-0.148) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 4, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 2, 'normalize_distance': True}"
0.828 (+/-0.169) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 2, 'normalize_distance': True}"
0.869 (+/-0.152) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 8, 'normalize_distance': True}"
0.709 (+/-0.232) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 0.25, 'normalize_distance': True}"
0.692 (+/-0.279) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 0.5, 'normalize_distance': True}"
0.751 (+/-0.171) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 0.125, 'normalize_distance': True}"
0.865 (+/-0.131) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 16, 'normalize_distance': True}"
0.784 (+/-0.158) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 0.125, 'normalize_distance': True}"
0.843 (+/-0.156) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 8, 'normalize_distance': True}"
0.716 (+/-0.313) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 4, 'normalize_distance': True}"
0.799 (+/-0.178) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 1, 'normalize_distance': True}"
0.788 (+/-0.212) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 0.25, 'normalize_distance': True}"
0.799 (+/-0.146) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 0.125, 'normalize_distance': True}"
0.709 (+/-0.254) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 0.5, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 0.5, 'normalize_distance': True}"
0.800 (+/-0.134) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 2, 'normalize_distance': True}"
0.740 (+/-0.203) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 0.125, 'normalize_distance': True}"
0.672 (+/-0.166) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 8, 'normalize_distance': True}"
0.751 (+/-0.171) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 0.25, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 1, 'normalize_distance': True}"
0.773 (+/-0.105) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 2, 'normalize_distance': True}"
0.738 (+/-0.304) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 1, 'normalize_distance': True}"
0.725 (+/-0.247) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 0.5, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 16, 'normalize_distance': True}"
0.799 (+/-0.146) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 0.5, 'normalize_distance': True}"
0.714 (+/-0.216) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 0.5, 'normalize_distance': True}"
0.714 (+/-0.248) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 0.25, 'normalize_distance': True}"
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0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 0.125, 'normalize_distance': True}"
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0.839 (+/-0.144) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 0.5, 'normalize_distance': True}"
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0.773 (+/-0.147) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 8, 'normalize_distance': True}"
0.746 (+/-0.146) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 16, 'normalize_distance': True}"
0.850 (+/-0.172) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 16, 'normalize_distance': True}"
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0.865 (+/-0.122) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 0.125, 'normalize_distance': True}"
0.848 (+/-0.158) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 4, 'normalize_distance': True}"
0.769 (+/-0.222) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 1, 'normalize_distance': True}"
0.656 (+/-0.033) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 0.5, 'normalize_distance': True}"
0.740 (+/-0.203) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 0.125, 'normalize_distance': True}"
0.676 (+/-0.148) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 16, 'normalize_distance': True}"
0.681 (+/-0.235) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 4, 'normalize_distance': True}"
0.657 (+/-0.293) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 2, 'normalize_distance': True}"
0.719 (+/-0.194) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 16, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 4, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 1, 'normalize_distance': True}"
0.796 (+/-0.240) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 2, 'normalize_distance': True}"
0.854 (+/-0.200) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 8, 'normalize_distance': True}"
0.703 (+/-0.287) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 0.25, 'normalize_distance': True}"
0.853 (+/-0.187) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 4, 'normalize_distance': True}"
0.667 (+/-0.064) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 0.125, 'normalize_distance': True}"
0.739 (+/-0.263) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 8, 'normalize_distance': True}"
0.695 (+/-0.325) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 2, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 0.125, 'normalize_distance': True}"
0.746 (+/-0.241) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 1, 'normalize_distance': True}"
0.794 (+/-0.142) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 0.5, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 8, 'normalize_distance': True}"
0.686 (+/-0.141) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 16, 'normalize_distance': True}"
0.709 (+/-0.264) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 0.25, 'normalize_distance': True}"
0.832 (+/-0.186) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 2, 'normalize_distance': True}"
0.859 (+/-0.179) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 4, 'normalize_distance': True}"
0.874 (+/-0.159) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 16, 'normalize_distance': True}"
0.832 (+/-0.156) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 0.25, 'normalize_distance': True}"
0.713 (+/-0.303) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 2, 'normalize_distance': True}"
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0.838 (+/-0.161) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 0.5, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 0.125, 'normalize_distance': True}"
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0.744 (+/-0.254) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 16, 'normalize_distance': True}"
0.837 (+/-0.183) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 4, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 0.125, 'normalize_distance': True}"
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0.778 (+/-0.192) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 0.5, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 2, 'normalize_distance': True}"
0.758 (+/-0.228) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 4, 'normalize_distance': True}"
0.778 (+/-0.173) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 8, 'normalize_distance': True}"
0.664 (+/-0.269) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 4, 'normalize_distance': True}"
0.740 (+/-0.197) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 4, 'normalize_distance': True}"
0.729 (+/-0.242) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 0.25, 'normalize_distance': True}"
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0.747 (+/-0.239) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 2, 'normalize_distance': True}"
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0.739 (+/-0.273) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 1, 'normalize_distance': True}"
0.832 (+/-0.169) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 1, 'normalize_distance': True}"
0.715 (+/-0.219) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 0.125, 'normalize_distance': True}"
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0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 16, 'normalize_distance': True}"
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0.717 (+/-0.250) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 4, 'normalize_distance': True}"
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0.723 (+/-0.272) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 4, 'normalize_distance': True}"
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0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 2, 'normalize_distance': True}"
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0.801 (+/-0.165) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 8, 'normalize_distance': True}"
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0.839 (+/-0.175) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 1, 'normalize_distance': True}"
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0.799 (+/-0.146) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 0.5, 'normalize_distance': True}"
0.726 (+/-0.188) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 16, 'normalize_distance': True}"
0.714 (+/-0.216) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 0.25, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 8, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 4, 'normalize_distance': True}"
0.730 (+/-0.219) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 1, 'normalize_distance': True}"
0.703 (+/-0.245) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 0.125, 'normalize_distance': True}"
0.778 (+/-0.162) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 0.5, 'normalize_distance': True}"
0.734 (+/-0.268) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 0.5, 'normalize_distance': True}"
0.735 (+/-0.228) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 0.125, 'normalize_distance': True}"
0.858 (+/-0.153) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 2, 'normalize_distance': True}"
0.783 (+/-0.221) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 2, 'normalize_distance': True}"
0.718 (+/-0.212) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 8, 'normalize_distance': True}"
0.747 (+/-0.197) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 0.5, 'normalize_distance': True}"
0.703 (+/-0.308) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 0.125, 'normalize_distance': True}"
0.870 (+/-0.148) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 8, 'normalize_distance': True}"
0.682 (+/-0.210) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 8, 'normalize_distance': True}"
0.800 (+/-0.134) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 1, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 0.25, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 1, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 0.5, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 2, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 8, 'normalize_distance': True}"
0.736 (+/-0.221) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 1, 'normalize_distance': True}"
0.702 (+/-0.339) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 0.25, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 0.125, 'normalize_distance': True}"
0.746 (+/-0.138) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 0.125, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 0.125, 'normalize_distance': True}"
0.805 (+/-0.146) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 0.25, 'normalize_distance': True}"
0.678 (+/-0.352) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 2, 'normalize_distance': True}"
0.746 (+/-0.215) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 1, 'normalize_distance': True}"
0.843 (+/-0.175) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 1, 'normalize_distance': True}"
0.671 (+/-0.188) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 8, 'normalize_distance': True}"
0.685 (+/-0.301) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 4, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 1, 'normalize_distance': True}"
0.846 (+/-0.185) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 16, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 0.25, 'normalize_distance': True}"
0.812 (+/-0.186) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 2, 'normalize_distance': True}"
0.827 (+/-0.117) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 0.25, 'normalize_distance': True}"
0.709 (+/-0.204) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 0.125, 'normalize_distance': True}"
0.697 (+/-0.234) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 8, 'normalize_distance': True}"
0.741 (+/-0.133) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 1, 'normalize_distance': True}"
0.781 (+/-0.196) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 16, 'normalize_distance': True}"
0.865 (+/-0.131) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 16, 'normalize_distance': True}"
0.722 (+/-0.351) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 1, 'normalize_distance': True}"
0.822 (+/-0.215) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 4, 'normalize_distance': True}"
0.848 (+/-0.164) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 8, 'normalize_distance': True}"
0.773 (+/-0.105) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 1, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 16, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 0.25, 'normalize_distance': True}"
0.812 (+/-0.260) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 1, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.01, 'gamma': 8, 'normalize_distance': True}"
0.742 (+/-0.208) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 0.25, 'normalize_distance': True}"
0.707 (+/-0.262) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 2, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 0.25, 'normalize_distance': True}"
0.745 (+/-0.245) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 4, 'normalize_distance': True}"
0.672 (+/-0.166) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 8, 'normalize_distance': True}"
0.847 (+/-0.176) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 16, 'normalize_distance': True}"
0.843 (+/-0.184) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 8, 'normalize_distance': True}"
0.805 (+/-0.146) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 0.5, 'normalize_distance': True}"
0.688 (+/-0.206) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 4, 'normalize_distance': True}"
0.764 (+/-0.216) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 316.22776601683796, 'gamma': 4, 'normalize_distance': True}"
0.727 (+/-0.313) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 4, 'normalize_distance': True}"
0.827 (+/-0.181) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 2, 'normalize_distance': True}"
0.643 (+/-0.132) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 16, 'normalize_distance': True}"
0.703 (+/-0.096) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 0.25, 'normalize_distance': True}"
0.805 (+/-0.154) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 4, 'normalize_distance': True}"
0.859 (+/-0.165) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 8, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 0.5, 'normalize_distance': True}"
0.656 (+/-0.033) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 16, 'normalize_distance': True}"
0.810 (+/-0.157) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 16, 'normalize_distance': True}"
0.677 (+/-0.178) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 8, 'normalize_distance': True}"
0.724 (+/-0.268) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 31.622776601683793, 'gamma': 0.5, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 16, 'normalize_distance': True}"
0.849 (+/-0.142) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 4, 'normalize_distance': True}"
0.740 (+/-0.231) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 100, 'gamma': 1, 'normalize_distance': True}"
0.751 (+/-0.244) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 0.25, 'normalize_distance': True}"
0.805 (+/-0.146) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 19.952623149688797, 'gamma': 0.25, 'normalize_distance': True}"
0.692 (+/-0.262) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 25.118864315095795, 'gamma': 4, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 0.25, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.001, 'gamma': 8, 'normalize_distance': True}"
0.767 (+/-0.097) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 0.5, 'normalize_distance': True}"
0.788 (+/-0.212) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 5.011872336272722, 'gamma': 0.5, 'normalize_distance': True}"
0.800 (+/-0.134) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 1, 'normalize_distance': True}"
0.756 (+/-0.269) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 0.5, 'normalize_distance': True}"
0.714 (+/-0.272) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 10, 'gamma': 0.125, 'normalize_distance': True}"
0.746 (+/-0.210) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 501.18723362727246, 'gamma': 0.5, 'normalize_distance': True}"
0.686 (+/-0.235) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 3.1622776601683795, 'gamma': 8, 'normalize_distance': True}"
0.733 (+/-0.314) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': True, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 7.943282347242816, 'gamma': 1, 'normalize_distance': True}"
0.805 (+/-0.137) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 1, 'gamma': 8, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'alpha': 0.778, 'epsilon': 0.07196856730011521, 'scale': False, 'method': 'shortest_path', 'features_metric': 'dirac', 'C': 0.1, 'gamma': 4, 'normalize_distance': True}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'C': [0.001, 0.01, 0.1, 1, 3.1622776601683795, 5.011872336272722, 7.943282347242816, 10, 19.952623149688797, 25.118864315095795, 31.622776601683793, 100, 316.22776601683796, 501.18723362727246], 'epsilon': [0.07196856730011521], 'method': ['shortest_path'], 'gamma': [0.125, 0.25, 0.5, 1, 2, 4, 8, 16], 'scale': [False, True], 'features_metric': ['dirac'], 'normalize_distance': [True], 'alpha': [0.0]}]
  
CV splits :  10
  
ALL TIME : --- 1473.3179819583893 seconds ---
Best params:  {'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}
  
------------GRID---------------- 
0.589 (+/-0.145) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.119) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.806 (+/-0.109) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.607 (+/-0.106) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.789 (+/-0.135) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.613 (+/-0.104) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.547 (+/-0.118) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.119) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.737 (+/-0.128) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.147) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.770 (+/-0.159) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.147) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.573 (+/-0.130) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.136) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.647 (+/-0.167) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.136) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.701 (+/-0.212) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.578 (+/-0.140) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.722 (+/-0.178) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.120) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.563 (+/-0.139) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.573 (+/-0.148) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.641 (+/-0.133) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.723 (+/-0.205) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.567 (+/-0.154) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.120) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.641 (+/-0.133) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.709 (+/-0.128) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.684 (+/-0.165) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.120) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.584 (+/-0.132) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.829 (+/-0.167) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.641 (+/-0.133) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.551 (+/-0.167) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.562 (+/-0.151) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.717 (+/-0.179) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.812 (+/-0.129) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.748 (+/-0.134) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.530 (+/-0.178) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.717 (+/-0.195) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.759 (+/-0.158) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.759 (+/-0.145) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.716 (+/-0.158) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.613 (+/-0.104) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.562 (+/-0.151) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.126) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.666 (+/-0.208) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.802 (+/-0.157) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.802 (+/-0.131) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.711 (+/-0.174) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.584 (+/-0.157) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.557 (+/-0.104) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.769 (+/-0.145) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.596 (+/-0.123) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.541 (+/-0.110) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.641 (+/-0.207) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.695 (+/-0.151) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.641 (+/-0.133) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.663 (+/-0.161) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.723 (+/-0.149) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.563 (+/-0.139) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.806 (+/-0.109) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.578 (+/-0.122) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.584 (+/-0.120) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.630 (+/-0.159) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.796 (+/-0.141) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.701 (+/-0.231) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.552 (+/-0.171) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.579 (+/-0.125) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.722 (+/-0.178) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.737 (+/-0.128) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.126) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.764 (+/-0.140) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.723 (+/-0.205) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.120) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.764 (+/-0.145) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.722 (+/-0.178) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.812 (+/-0.129) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.717 (+/-0.189) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.126) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.722 (+/-0.178) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.568 (+/-0.123) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.147) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.120) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.802 (+/-0.157) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.812 (+/-0.129) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.732 (+/-0.138) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.726 (+/-0.126) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.568 (+/-0.113) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.812 (+/-0.129) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.562 (+/-0.151) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.753 (+/-0.132) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.552 (+/-0.148) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.770 (+/-0.161) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.651 (+/-0.217) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.765 (+/-0.176) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.563 (+/-0.139) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.145) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.787 (+/-0.164) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.812 (+/-0.129) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.567 (+/-0.154) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.608 (+/-0.109) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.770 (+/-0.136) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.728 (+/-0.195) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.145) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.145) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.812 (+/-0.129) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.737 (+/-0.128) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.753 (+/-0.125) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.578 (+/-0.140) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.769 (+/-0.155) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.608 (+/-0.131) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.806 (+/-0.109) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.765 (+/-0.176) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.573 (+/-0.171) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.712 (+/-0.147) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.791 (+/-0.139) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.792 (+/-0.194) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.742 (+/-0.139) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.120) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.765 (+/-0.176) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.683 (+/-0.174) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.770 (+/-0.159) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.758 (+/-0.133) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.710 (+/-0.176) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.672 (+/-0.192) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.120) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.589 (+/-0.126) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.578 (+/-0.140) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.562 (+/-0.151) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.802 (+/-0.131) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.802 (+/-0.157) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.801 (+/-0.120) for "{'C': 100, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.818 (+/-0.140) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.737 (+/-0.112) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.812 (+/-0.129) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.812 (+/-0.096) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.612 (+/-0.119) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.657 (+/-0.137) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.596 (+/-0.121) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.764 (+/-0.147) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.764 (+/-0.147) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.613 (+/-0.104) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.623 (+/-0.138) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.742 (+/-0.133) for "{'C': 7.943282347242816, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.802 (+/-0.157) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.823 (+/-0.137) for "{'C': 1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.641 (+/-0.133) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.001, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.602 (+/-0.099) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.613 (+/-0.104) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.536 (+/-0.177) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.125, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.781 (+/-0.193) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.641 (+/-0.133) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.802 (+/-0.131) for "{'C': 316.22776601683796, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 25.118864315095795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.747 (+/-0.143) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.807 (+/-0.165) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.780 (+/-0.153) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.717 (+/-0.179) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.711 (+/-0.174) for "{'C': 31.622776601683793, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.636 (+/-0.135) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.718 (+/-0.155) for "{'C': 5.011872336272722, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.690 (+/-0.203) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 8, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.662 (+/-0.015) for "{'C': 0.01, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 1, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.802 (+/-0.180) for "{'C': 3.1622776601683795, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 4, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.764 (+/-0.147) for "{'C': 10, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.5, 'scale': False, 'normalize_distance': True, 'alpha': 0.0}"
0.641 (+/-0.207) for "{'C': 0.1, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.619 (+/-0.119) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 2, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.569 (+/-0.116) for "{'C': 501.18723362727246, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 0.25, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
0.717 (+/-0.189) for "{'C': 19.952623149688797, 'epsilon': 0.07196856730011521, 'features_metric': 'dirac', 'method': 'shortest_path', 'gamma': 16, 'scale': True, 'normalize_distance': True, 'alpha': 0.0}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'method': ['shortest_path'], 'normalize_distance': [True], 'scale': [False, True], 'gamma': [0.125, 0.25, 0.5, 1, 2, 4, 8, 16], 'alpha': [1.0], 'epsilon': [0.0372759372031494], 'features_metric': ['dirac'], 'C': [0.001, 0.01, 0.1, 1, 3.1622776601683795, 5.011872336272722, 7.943282347242816, 10, 19.952623149688797, 25.118864315095795, 31.622776601683793, 100, 316.22776601683796, 501.18723362727246]}]
  
CV splits :  10
  
ALL TIME : --- 1545.5691132545471 seconds ---
Best params:  {'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}
  
------------GRID---------------- 
0.640 (+/-0.186) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.608 (+/-0.122) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.673 (+/-0.199) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.683 (+/-0.145) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.704 (+/-0.074) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.679 (+/-0.102) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.657 (+/-0.197) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.608 (+/-0.123) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.660 (+/-0.191) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.01}"
0.689 (+/-0.209) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.695 (+/-0.154) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.577 (+/-0.266) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.581 (+/-0.143) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
0.584 (+/-0.236) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.604 (+/-0.249) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.688 (+/-0.095) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.576 (+/-0.145) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.667 (+/-0.040) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.01}"
0.667 (+/-0.225) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.588 (+/-0.157) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.624 (+/-0.190) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.677 (+/-0.147) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
0.677 (+/-0.170) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.615 (+/-0.254) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.594 (+/-0.242) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.556 (+/-0.229) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.560 (+/-0.160) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.576 (+/-0.233) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.603 (+/-0.196) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.683 (+/-0.211) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.586 (+/-0.121) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.01}"
0.564 (+/-0.184) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.667 (+/-0.060) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
0.596 (+/-0.255) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.705 (+/-0.157) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.699 (+/-0.149) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.684 (+/-0.100) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.616 (+/-0.231) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.645 (+/-0.173) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.560 (+/-0.215) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.689 (+/-0.060) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.668 (+/-0.092) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.597 (+/-0.106) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.01}"
0.582 (+/-0.257) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.01}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
0.684 (+/-0.100) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
0.669 (+/-0.185) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
0.646 (+/-0.233) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.603 (+/-0.208) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.599 (+/-0.203) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.01}"
0.609 (+/-0.228) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.624 (+/-0.225) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.662 (+/-0.201) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
0.672 (+/-0.042) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
0.667 (+/-0.060) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.546 (+/-0.240) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.576 (+/-0.217) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
0.564 (+/-0.229) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
0.657 (+/-0.118) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.662 (+/-0.196) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
0.611 (+/-0.234) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.594 (+/-0.237) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.688 (+/-0.217) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.611 (+/-0.203) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.609 (+/-0.205) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.673 (+/-0.136) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.693 (+/-0.096) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
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0.694 (+/-0.148) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
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0.705 (+/-0.154) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.524 (+/-0.268) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
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0.688 (+/-0.095) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.688 (+/-0.131) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.01}"
0.625 (+/-0.188) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.716 (+/-0.168) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.646 (+/-0.112) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.673 (+/-0.098) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.566 (+/-0.227) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.583 (+/-0.197) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.616 (+/-0.231) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.586 (+/-0.226) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.694 (+/-0.180) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.700 (+/-0.168) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.623 (+/-0.201) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.632 (+/-0.235) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
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0.645 (+/-0.173) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.646 (+/-0.209) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.599 (+/-0.197) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
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0.655 (+/-0.162) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.694 (+/-0.101) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.689 (+/-0.100) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
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0.626 (+/-0.203) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
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0.663 (+/-0.100) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
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0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
0.594 (+/-0.172) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.698 (+/-0.150) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
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0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
0.597 (+/-0.202) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.679 (+/-0.136) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.716 (+/-0.165) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.582 (+/-0.173) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
0.694 (+/-0.142) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
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0.589 (+/-0.285) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.001}"
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0.699 (+/-0.128) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
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0.591 (+/-0.277) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
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0.683 (+/-0.159) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.679 (+/-0.162) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
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0.572 (+/-0.180) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
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0.667 (+/-0.040) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
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0.562 (+/-0.247) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
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0.667 (+/-0.148) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
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0.678 (+/-0.160) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
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0.684 (+/-0.145) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
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0.614 (+/-0.191) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
0.604 (+/-0.233) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.667 (+/-0.199) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.679 (+/-0.102) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 31.622776601683793}"
0.592 (+/-0.216) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.619 (+/-0.160) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.621 (+/-0.219) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.577 (+/-0.253) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.683 (+/-0.204) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
0.636 (+/-0.165) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.637 (+/-0.253) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.583 (+/-0.207) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.562 (+/-0.292) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.01}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.599 (+/-0.215) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 501.18723362727246}"
0.668 (+/-0.092) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 10}"
0.683 (+/-0.125) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.683 (+/-0.073) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.682 (+/-0.145) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 3.1622776601683795}"
0.668 (+/-0.207) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 16, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.694 (+/-0.156) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.704 (+/-0.161) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 100}"
0.571 (+/-0.207) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.615 (+/-0.228) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.586 (+/-0.142) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 25.118864315095795}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 7.943282347242816}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.01}"
0.667 (+/-0.183) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 0.1}"
0.583 (+/-0.207) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.554 (+/-0.257) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 8, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 5.011872336272722}"
0.578 (+/-0.190) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.562 (+/-0.257) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 19.952623149688797}"
0.662 (+/-0.015) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 1}"
0.603 (+/-0.202) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 1.0, 'epsilon': 0.0372759372031494, 'features_metric': 'dirac', 'C': 316.22776601683796}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'method': ['shortest_path'], 'scale': [False, True], 'features_metric': ['dirac'], 'alpha': [0.556], 'normalize_distance': [True], 'C': [0.001, 0.01, 0.1, 1, 3.1622776601683795, 5.011872336272722, 7.943282347242816, 10, 19.952623149688797, 25.118864315095795, 31.622776601683793, 100, 316.22776601683796, 501.18723362727246], 'epsilon': [0.019306977288832496], 'gamma': [0.125, 0.25, 0.5, 1, 2, 4, 8, 16]}]
  
CV splits :  10
  
ALL TIME : --- 2921.4651498794556 seconds ---
Best params:  {'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 8}
  
------------GRID---------------- 
0.754 (+/-0.216) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.1, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.771 (+/-0.175) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 19.952623149688797, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.625 (+/-0.125) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.577 (+/-0.228) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 7.943282347242816, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.777 (+/-0.174) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.694 (+/-0.082) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.603 (+/-0.193) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.829 (+/-0.099) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.792 (+/-0.176) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.001, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.802 (+/-0.137) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.759 (+/-0.194) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.1, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.577 (+/-0.218) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 19.952623149688797, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.001, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.757 (+/-0.238) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 501.18723362727246, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.706 (+/-0.211) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 316.22776601683796, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.657 (+/-0.171) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 316.22776601683796, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.658 (+/-0.165) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 7.943282347242816, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.01, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.812 (+/-0.137) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 7.943282347242816, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.700 (+/-0.118) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.662 (+/-0.083) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.818 (+/-0.157) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 5.011872336272722, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.630 (+/-0.202) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.813 (+/-0.150) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.598 (+/-0.197) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 100, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.777 (+/-0.208) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 316.22776601683796, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.724 (+/-0.227) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 501.18723362727246, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.748 (+/-0.174) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.1, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.625 (+/-0.181) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 19.952623149688797, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.823 (+/-0.113) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 5.011872336272722, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.758 (+/-0.249) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 100, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.829 (+/-0.085) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 5.011872336272722, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.818 (+/-0.164) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 5.011872336272722, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.602 (+/-0.228) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.823 (+/-0.174) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.613 (+/-0.223) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 5.011872336272722, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.629 (+/-0.247) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 5.011872336272722, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.614 (+/-0.167) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 19.952623149688797, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.587 (+/-0.218) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 316.22776601683796, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.592 (+/-0.188) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.635 (+/-0.190) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 501.18723362727246, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.01, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.808 (+/-0.128) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.781 (+/-0.188) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.764 (+/-0.121) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 316.22776601683796, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.665 (+/-0.284) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 7.943282347242816, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.788 (+/-0.208) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.688 (+/-0.233) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 316.22776601683796, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.763 (+/-0.144) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.797 (+/-0.151) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 7.943282347242816, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.001, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.797 (+/-0.167) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 7.943282347242816, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.01, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.823 (+/-0.103) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
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0.788 (+/-0.185) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.635 (+/-0.191) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.01, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.615 (+/-0.221) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.001, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.745 (+/-0.204) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 100, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.818 (+/-0.167) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 7.943282347242816, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.599 (+/-0.189) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 100, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.603 (+/-0.174) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.01, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.664 (+/-0.214) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.741 (+/-0.183) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 501.18723362727246, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.829 (+/-0.085) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.578 (+/-0.220) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 501.18723362727246, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.01, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.652 (+/-0.156) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 501.18723362727246, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.819 (+/-0.126) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 19.952623149688797, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.823 (+/-0.115) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.571 (+/-0.279) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 7.943282347242816, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.787 (+/-0.160) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.733 (+/-0.198) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.1, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.823 (+/-0.103) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.561 (+/-0.283) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.755 (+/-0.190) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 501.18723362727246, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.813 (+/-0.137) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.571 (+/-0.265) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 5.011872336272722, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.781 (+/-0.165) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.797 (+/-0.175) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 7.943282347242816, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.1, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.657 (+/-0.171) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 501.18723362727246, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.577 (+/-0.223) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 19.952623149688797, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.1, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.684 (+/-0.246) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.567 (+/-0.232) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.587 (+/-0.205) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 501.18723362727246, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.680 (+/-0.181) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.1, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.1, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.1, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.662 (+/-0.139) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.818 (+/-0.129) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.581 (+/-0.244) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.570 (+/-0.207) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.776 (+/-0.155) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 19.952623149688797, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.001, 'epsilon': 0.019306977288832496, 'gamma': 1}"
0.725 (+/-0.117) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 5.011872336272722, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.669 (+/-0.239) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.665 (+/-0.219) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 19.952623149688797, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.592 (+/-0.191) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 31.622776601683793, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.663 (+/-0.187) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 100, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.674 (+/-0.250) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.626 (+/-0.216) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 2}"
0.576 (+/-0.188) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.701 (+/-0.152) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.592 (+/-0.231) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 5.011872336272722, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.587 (+/-0.193) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 25.118864315095795, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.001, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.01, 'epsilon': 0.019306977288832496, 'gamma': 0.25}"
0.824 (+/-0.162) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 1, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.01, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.605 (+/-0.227) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 100, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.664 (+/-0.237) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 316.22776601683796, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.780 (+/-0.124) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 0.125}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.01, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.767 (+/-0.204) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 100, 'epsilon': 0.019306977288832496, 'gamma': 16}"
0.652 (+/-0.214) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 4}"
0.667 (+/-0.022) for "{'method': 'shortest_path', 'scale': True, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 0.001, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.797 (+/-0.170) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 10, 'epsilon': 0.019306977288832496, 'gamma': 8}"
0.791 (+/-0.140) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 3.1622776601683795, 'epsilon': 0.019306977288832496, 'gamma': 0.5}"
0.718 (+/-0.194) for "{'method': 'shortest_path', 'scale': False, 'features_metric': 'dirac', 'alpha': 0.556, 'normalize_distance': True, 'C': 316.22776601683796, 'epsilon': 0.019306977288832496, 'gamma': 2}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'scale': [False, True], 'epsilon': [0.07196856730011521], 'method': ['shortest_path'], 'C': [0.001, 0.01, 0.1, 1, 3.1622776601683795, 5.011872336272722, 7.943282347242816, 10, 19.952623149688797, 25.118864315095795, 31.622776601683793, 39.810717055349734, 50.11872336272722, 63.09573444801933, 100, 125.89254117941675, 158.48931924611142, 199.52623149688787, 251.18864315095797, 316.22776601683796, 501.18723362727246], 'features_metric': ['dirac'], 'alpha': [0.667], 'gamma': [0.125, 0.25, 0.5, 1, 1.0069555500567189, 1.013959479790029, 1.0210121257071934, 1.0281138266560665, 1.0352649238413776, 1.0424657608411214, 2, 4], 'normalize_distance': [True]}]
  
CV splits :  10
  
ALL TIME : --- 2814.7437074184418 seconds ---
Best params:  {'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 501.18723362727246, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.25, 'normalize_distance': True}
  
------------GRID---------------- 
0.662 (+/-0.015) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 0.001, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.25, 'normalize_distance': True}"
0.865 (+/-0.168) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 31.622776601683793, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 4, 'normalize_distance': True}"
0.752 (+/-0.214) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 5.011872336272722, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1.0424657608411214, 'normalize_distance': True}"
0.678 (+/-0.242) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 100, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1.0210121257071934, 'normalize_distance': True}"
0.677 (+/-0.271) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 199.52623149688787, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1.0210121257071934, 'normalize_distance': True}"
0.757 (+/-0.189) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 3.1622776601683795, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1.0281138266560665, 'normalize_distance': True}"
0.725 (+/-0.189) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 199.52623149688787, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 2, 'normalize_distance': True}"
0.662 (+/-0.015) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 1, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.25, 'normalize_distance': True}"
0.764 (+/-0.104) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 1, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1, 'normalize_distance': True}"
0.811 (+/-0.100) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 31.622776601683793, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.25, 'normalize_distance': True}"
0.813 (+/-0.090) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 3.1622776601683795, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1.013959479790029, 'normalize_distance': True}"
0.843 (+/-0.116) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 25.118864315095795, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1, 'normalize_distance': True}"
0.816 (+/-0.078) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 10, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1.0424657608411214, 'normalize_distance': True}"
0.781 (+/-0.123) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 10, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.125, 'normalize_distance': True}"
0.656 (+/-0.270) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 25.118864315095795, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.125, 'normalize_distance': True}"
0.763 (+/-0.206) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 5.011872336272722, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.25, 'normalize_distance': True}"
0.690 (+/-0.278) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 63.09573444801933, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1.0210121257071934, 'normalize_distance': True}"
0.753 (+/-0.103) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 3.1622776601683795, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.25, 'normalize_distance': True}"
0.644 (+/-0.261) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 19.952623149688797, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.125, 'normalize_distance': True}"
0.769 (+/-0.161) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 10, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 4, 'normalize_distance': True}"
0.817 (+/-0.109) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 39.810717055349734, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.125, 'normalize_distance': True}"
0.822 (+/-0.074) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 25.118864315095795, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.5, 'normalize_distance': True}"
0.813 (+/-0.090) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 3.1622776601683795, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1, 'normalize_distance': True}"
0.838 (+/-0.069) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 19.952623149688797, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1.0210121257071934, 'normalize_distance': True}"
0.694 (+/-0.202) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 501.18723362727246, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1.0210121257071934, 'normalize_distance': True}"
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0.662 (+/-0.015) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 0.001, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 4, 'normalize_distance': True}"
0.698 (+/-0.116) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 158.48931924611142, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 4, 'normalize_distance': True}"
0.861 (+/-0.158) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 501.18723362727246, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.5, 'normalize_distance': True}"
0.677 (+/-0.276) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 100, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.25, 'normalize_distance': True}"
0.843 (+/-0.145) for "{'scale': False, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 31.622776601683793, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 1, 'normalize_distance': True}"
0.667 (+/-0.296) for "{'scale': True, 'epsilon': 0.07196856730011521, 'method': 'shortest_path', 'C': 316.22776601683796, 'features_metric': 'dirac', 'alpha': 0.667, 'gamma': 0.125, 'normalize_distance': True}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'normalize_distance': [True], 'features_metric': ['dirac'], 'epsilon': [0.07196856730011521], 'C': [0.001, 0.01, 0.1, 1, 3.1622776601683795, 5.011872336272722, 7.943282347242816, 10, 19.952623149688797, 25.118864315095795, 31.622776601683793, 39.810717055349734, 50.11872336272722, 63.09573444801933, 100, 125.89254117941675, 158.48931924611142, 199.52623149688787, 251.18864315095797, 316.22776601683796, 501.18723362727246], 'gamma': [0.125, 0.25, 0.5, 1, 1.0069555500567189, 1.013959479790029, 1.0210121257071934, 1.0281138266560665, 1.0352649238413776, 1.0424657608411214, 2, 4], 'method': ['shortest_path'], 'alpha': [0.667], 'scale': [False, True]}]
  
CV splits :  10
  
ALL TIME : --- 2738.0288066864014 seconds ---
Best params:  {'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 199.52623149688787, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}
  
------------GRID---------------- 
0.736 (+/-0.147) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 3.1622776601683795, 'gamma': 1.0281138266560665, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.855 (+/-0.119) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 10, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.1, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.843 (+/-0.159) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 63.09573444801933, 'gamma': 0.125, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.689 (+/-0.119) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 25.118864315095795, 'gamma': 2, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.720 (+/-0.182) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 7.943282347242816, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.811 (+/-0.140) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 3.1622776601683795, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.694 (+/-0.154) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 1, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.650 (+/-0.197) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 63.09573444801933, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.850 (+/-0.124) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 63.09573444801933, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.726 (+/-0.220) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 19.952623149688797, 'gamma': 1.0281138266560665, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.759 (+/-0.121) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 1, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.811 (+/-0.140) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 3.1622776601683795, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.843 (+/-0.159) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 31.622776601683793, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.640 (+/-0.191) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 50.11872336272722, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.731 (+/-0.164) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 7.943282347242816, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.001, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.674 (+/-0.168) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 251.18864315095797, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.736 (+/-0.147) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 3.1622776601683795, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.866 (+/-0.140) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 316.22776601683796, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.674 (+/-0.168) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 251.18864315095797, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.709 (+/-0.202) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 10, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.1, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.872 (+/-0.164) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 100, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.679 (+/-0.123) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 100, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.674 (+/-0.171) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 100, 'gamma': 2, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.001, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.658 (+/-0.177) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 251.18864315095797, 'gamma': 0.125, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.877 (+/-0.164) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 158.48931924611142, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.855 (+/-0.119) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 63.09573444801933, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.1, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.800 (+/-0.178) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 19.952623149688797, 'gamma': 0.125, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.655 (+/-0.199) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 63.09573444801933, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.699 (+/-0.152) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 158.48931924611142, 'gamma': 2, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.770 (+/-0.140) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 10, 'gamma': 0.125, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.715 (+/-0.200) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 10, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.624 (+/-0.229) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 50.11872336272722, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.668 (+/-0.179) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 316.22776601683796, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.671 (+/-0.169) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 199.52623149688787, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.674 (+/-0.160) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 158.48931924611142, 'gamma': 1.0281138266560665, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.833 (+/-0.113) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 7.943282347242816, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.828 (+/-0.122) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 316.22776601683796, 'gamma': 2, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.708 (+/-0.168) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.1, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.726 (+/-0.179) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 7.943282347242816, 'gamma': 1.0281138266560665, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.835 (+/-0.143) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 501.18723362727246, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.823 (+/-0.163) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 5.011872336272722, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.660 (+/-0.164) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 31.622776601683793, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.1, 'gamma': 2, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.727 (+/-0.120) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 3.1622776601683795, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.001, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.699 (+/-0.156) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 63.09573444801933, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.708 (+/-0.168) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.1, 'gamma': 0.125, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.001, 'gamma': 0.125, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.850 (+/-0.151) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 63.09573444801933, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.726 (+/-0.220) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 19.952623149688797, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.838 (+/-0.163) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 7.943282347242816, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.811 (+/-0.140) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 3.1622776601683795, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.636 (+/-0.156) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 100, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.860 (+/-0.120) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 39.810717055349734, 'gamma': 1.0281138266560665, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.1, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.679 (+/-0.123) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 100, 'gamma': 1.0281138266560665, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.630 (+/-0.210) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 501.18723362727246, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.630 (+/-0.190) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 501.18723362727246, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.709 (+/-0.197) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 10, 'gamma': 2, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.774 (+/-0.127) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 3.1622776601683795, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.01, 'gamma': 2, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.860 (+/-0.120) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 39.810717055349734, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.867 (+/-0.163) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 199.52623149688787, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.747 (+/-0.173) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 5.011872336272722, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.872 (+/-0.164) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 125.89254117941675, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.833 (+/-0.178) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 5.011872336272722, 'gamma': 1.0281138266560665, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.001, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 3.1622776601683795, 'gamma': 0.125, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.653 (+/-0.195) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 158.48931924611142, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.866 (+/-0.140) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 316.22776601683796, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.694 (+/-0.154) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 1, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.656 (+/-0.155) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 39.810717055349734, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.888 (+/-0.144) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 251.18864315095797, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.835 (+/-0.143) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 501.18723362727246, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.651 (+/-0.192) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 63.09573444801933, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.833 (+/-0.178) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 5.011872336272722, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.688 (+/-0.214) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 25.118864315095795, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.663 (+/-0.207) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 501.18723362727246, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.726 (+/-0.220) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 19.952623149688797, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.684 (+/-0.175) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 125.89254117941675, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.710 (+/-0.163) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 10, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
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0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.001, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
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0.672 (+/-0.110) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 39.810717055349734, 'gamma': 2, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
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0.823 (+/-0.163) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 10, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.872 (+/-0.176) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 158.48931924611142, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.811 (+/-0.140) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 3.1622776601683795, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.883 (+/-0.130) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 251.18864315095797, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.726 (+/-0.179) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 7.943282347242816, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.641 (+/-0.267) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 50.11872336272722, 'gamma': 0.125, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.855 (+/-0.119) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 31.622776601683793, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.833 (+/-0.152) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 100, 'gamma': 0.125, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.872 (+/-0.176) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 158.48931924611142, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.709 (+/-0.151) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 39.810717055349734, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.1, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.828 (+/-0.124) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 158.48931924611142, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.694 (+/-0.154) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 1, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.839 (+/-0.137) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 19.952623149688797, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.888 (+/-0.144) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 501.18723362727246, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.708 (+/-0.168) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 0.1, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.694 (+/-0.154) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 1, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.845 (+/-0.131) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 25.118864315095795, 'gamma': 1.0281138266560665, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.850 (+/-0.106) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 50.11872336272722, 'gamma': 1, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.704 (+/-0.208) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 19.952623149688797, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.866 (+/-0.151) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 31.622776601683793, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.872 (+/-0.164) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 125.89254117941675, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.674 (+/-0.168) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 251.18864315095797, 'gamma': 1.0281138266560665, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.759 (+/-0.121) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 1, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.855 (+/-0.119) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 50.11872336272722, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.704 (+/-0.207) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 19.952623149688797, 'gamma': 0.5, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.704 (+/-0.129) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 25.118864315095795, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.667 (+/-0.124) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 199.52623149688787, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.639 (+/-0.188) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 1, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.850 (+/-0.106) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 50.11872336272722, 'gamma': 1.0210121257071934, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.774 (+/-0.170) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 501.18723362727246, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.657 (+/-0.151) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 199.52623149688787, 'gamma': 1.0352649238413776, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.674 (+/-0.160) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 158.48931924611142, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.893 (+/-0.149) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 199.52623149688787, 'gamma': 1.0069555500567189, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.823 (+/-0.163) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 10, 'gamma': 1.013959479790029, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.838 (+/-0.163) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 7.943282347242816, 'gamma': 1.0424657608411214, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.679 (+/-0.172) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 39.810717055349734, 'gamma': 0.25, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
0.834 (+/-0.120) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 125.89254117941675, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.861 (+/-0.143) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 50.11872336272722, 'gamma': 4, 'method': 'shortest_path', 'alpha': 0.667, 'scale': False}"
0.662 (+/-0.149) for "{'normalize_distance': True, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521, 'C': 50.11872336272722, 'gamma': 2, 'method': 'shortest_path', 'alpha': 0.667, 'scale': True}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'normalize_distance': [True], 'method': ['shortest_path'], 'scale': [False, True], 'gamma': [0.125, 0.25, 0.5, 1, 1.0069555500567189, 1.013959479790029, 1.0210121257071934, 1.0281138266560665, 1.0352649238413776, 1.0424657608411214, 2, 4], 'alpha': [0.667], 'C': [0.001, 0.01, 0.1, 1, 3.1622776601683795, 5.011872336272722, 7.943282347242816, 10, 19.952623149688797, 25.118864315095795, 31.622776601683793, 39.810717055349734, 50.11872336272722, 63.09573444801933, 100, 125.89254117941675, 158.48931924611142, 199.52623149688787, 251.18864315095797, 316.22776601683796, 501.18723362727246], 'features_metric': ['dirac'], 'epsilon': [0.07196856730011521]}]
  
CV splits :  10
  
ALL TIME : --- 3166.7044138908386 seconds ---
Best params:  {'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 158.48931924611142, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}
  
------------GRID---------------- 
0.882 (+/-0.149) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 0.667, 'C': 158.48931924611142, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.844 (+/-0.134) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 0.667, 'C': 5.011872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.816 (+/-0.106) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 0.667, 'C': 50.11872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.165) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 158.48931924611142, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.871 (+/-0.129) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 0.667, 'C': 25.118864315095795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.702 (+/-0.247) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 0.667, 'C': 0.1, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.597 (+/-0.313) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.758 (+/-0.218) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 5.011872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.704 (+/-0.238) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 0.667, 'C': 10, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.725 (+/-0.129) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 0.667, 'C': 63.09573444801933, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.165) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.656 (+/-0.191) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 0.667, 'C': 19.952623149688797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.860 (+/-0.121) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 0.667, 'C': 19.952623149688797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.821 (+/-0.114) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 0.667, 'C': 10, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.882 (+/-0.127) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 50.11872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.608 (+/-0.262) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.151) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 199.52623149688787, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.692 (+/-0.132) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 0.667, 'C': 50.11872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.643 (+/-0.241) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 100, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 0.667, 'C': 0.01, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.708 (+/-0.159) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.720 (+/-0.151) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.743 (+/-0.256) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 0.667, 'C': 5.011872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 0.667, 'C': 0.001, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.705 (+/-0.272) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 0.667, 'C': 7.943282347242816, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.867 (+/-0.143) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.866 (+/-0.120) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 0.667, 'C': 158.48931924611142, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.816 (+/-0.124) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 0.667, 'C': 5.011872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.730 (+/-0.146) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 0.667, 'C': 10, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.888 (+/-0.155) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 0.667, 'C': 125.89254117941675, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 0.001, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.872 (+/-0.159) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 199.52623149688787, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.822 (+/-0.124) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 0.667, 'C': 7.943282347242816, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.822 (+/-0.124) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 7.943282347242816, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.871 (+/-0.154) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.816 (+/-0.106) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 5.011872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.876 (+/-0.110) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 0.667, 'C': 100, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.651 (+/-0.214) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 1, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 0.1, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 0.01, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.659 (+/-0.241) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.882 (+/-0.127) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.677 (+/-0.101) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.832 (+/-0.137) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 0.667, 'C': 100, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.708 (+/-0.235) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 0.1, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.872 (+/-0.135) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 125.89254117941675, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.762 (+/-0.150) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 7.943282347242816, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.866 (+/-0.156) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 25.118864315095795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.871 (+/-0.123) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 0.667, 'C': 199.52623149688787, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.736 (+/-0.262) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 3.1622776601683795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.871 (+/-0.111) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.871 (+/-0.196) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 0.667, 'C': 50.11872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
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0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 0.667, 'C': 3.1622776601683795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
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0.872 (+/-0.159) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 199.52623149688787, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.736 (+/-0.262) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 3.1622776601683795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.871 (+/-0.119) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 100, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.586 (+/-0.276) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
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0.629 (+/-0.184) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 0.667, 'C': 316.22776601683796, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.832 (+/-0.137) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 0.667, 'C': 50.11872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
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0.877 (+/-0.135) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
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0.861 (+/-0.157) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0069555500567189, 'alpha': 0.667, 'C': 125.89254117941675, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
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0.855 (+/-0.145) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 0.667, 'C': 316.22776601683796, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.673 (+/-0.087) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.125, 'alpha': 0.667, 'C': 5.011872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.627 (+/-0.306) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 0.667, 'C': 50.11872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
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0.822 (+/-0.124) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0069555500567189, 'alpha': 0.667, 'C': 7.943282347242816, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.839 (+/-0.136) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 0.667, 'C': 125.89254117941675, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 0.667, 'C': 0.01, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.785 (+/-0.188) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 0.667, 'C': 501.18723362727246, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.780 (+/-0.237) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 0.667, 'C': 3.1622776601683795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.882 (+/-0.127) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 50.11872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.888 (+/-0.139) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 158.48931924611142, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.860 (+/-0.139) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0069555500567189, 'alpha': 0.667, 'C': 25.118864315095795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 0.1, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.726 (+/-0.184) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 0.667, 'C': 19.952623149688797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.710 (+/-0.185) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 0.667, 'C': 501.18723362727246, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.152) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.861 (+/-0.204) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 316.22776601683796, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.634 (+/-0.204) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 0.667, 'C': 501.18723362727246, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.730 (+/-0.144) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.736 (+/-0.262) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0069555500567189, 'alpha': 0.667, 'C': 3.1622776601683795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.861 (+/-0.204) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 316.22776601683796, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.876 (+/-0.127) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 0.667, 'C': 0.001, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.736 (+/-0.262) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 0.667, 'C': 3.1622776601683795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.638 (+/-0.248) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 100, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.725 (+/-0.241) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 0.667, 'C': 3.1622776601683795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.805 (+/-0.119) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 3.1622776601683795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.651 (+/-0.214) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 1, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.692 (+/-0.129) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 0.667, 'C': 63.09573444801933, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.671 (+/-0.119) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.871 (+/-0.111) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.165) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.654 (+/-0.243) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.659 (+/-0.256) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 50.11872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 2, 'alpha': 0.667, 'C': 0.01, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.649 (+/-0.273) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.657 (+/-0.226) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 2, 'alpha': 0.667, 'C': 501.18723362727246, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.665 (+/-0.273) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1, 'alpha': 0.667, 'C': 63.09573444801933, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.602 (+/-0.303) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 0.667, 'C': 125.89254117941675, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.597 (+/-0.288) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.125, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 0.01, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.829 (+/-0.195) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 501.18723362727246, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.659 (+/-0.241) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0069555500567189, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.872 (+/-0.159) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 199.52623149688787, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.638 (+/-0.256) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0069555500567189, 'alpha': 0.667, 'C': 158.48931924611142, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.661 (+/-0.182) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 19.952623149688797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.731 (+/-0.162) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 10, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.763 (+/-0.110) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 1, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.165) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.822 (+/-0.124) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 7.943282347242816, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.661 (+/-0.182) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 19.952623149688797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.165) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 158.48931924611142, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.683 (+/-0.152) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0281138266560665, 'alpha': 0.667, 'C': 501.18723362727246, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.697 (+/-0.149) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.643 (+/-0.225) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0069555500567189, 'alpha': 0.667, 'C': 125.89254117941675, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.654 (+/-0.243) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.151) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1, 'alpha': 0.667, 'C': 199.52623149688787, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.861 (+/-0.162) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 25.118864315095795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0069555500567189, 'alpha': 0.667, 'C': 0.001, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 0.01, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.861 (+/-0.162) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 25.118864315095795, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.856 (+/-0.192) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 316.22776601683796, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.866 (+/-0.118) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.25, 'alpha': 0.667, 'C': 501.18723362727246, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 0.001, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.671 (+/-0.210) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.5, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.654 (+/-0.279) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 0.25, 'alpha': 0.667, 'C': 50.11872336272722, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.829 (+/-0.195) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0210121257071934, 'alpha': 0.667, 'C': 501.18723362727246, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.865 (+/-0.120) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 4, 'alpha': 0.667, 'C': 10, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.638 (+/-0.256) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 158.48931924611142, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.708 (+/-0.159) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.0069555500567189, 'alpha': 0.667, 'C': 31.622776601683793, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.724 (+/-0.255) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 0.667, 'C': 1, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.667 (+/-0.022) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 0.001, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.165) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0352649238413776, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.671 (+/-0.119) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 1.013959479790029, 'alpha': 0.667, 'C': 251.18864315095797, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.714 (+/-0.242) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': True, 'gamma': 4, 'alpha': 0.667, 'C': 0.1, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.882 (+/-0.127) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 1.0424657608411214, 'alpha': 0.667, 'C': 39.810717055349734, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
0.877 (+/-0.143) for "{'normalize_distance': True, 'method': 'shortest_path', 'scale': False, 'gamma': 0.5, 'alpha': 0.667, 'C': 316.22776601683796, 'features_metric': 'dirac', 'epsilon': 0.07196856730011521}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'gamma': [0.9330329915368074, 0.8705505632961241, 0.8122523963562356, 0.757858283255199, 1, 1.0069555500567189, 1.013959479790029, 1.0210121257071934, 1.0281138266560665, 1.0352649238413776, 1.0424657608411214, 1.0717734625362931, 1.148698354997035, 1.2311444133449163, 1.3195079107728942, 1.4142135623730951, 1.515716566510398, 2, 4], 'C': [165.95869074375614, 169.82436524617444, 173.78008287493762, 177.82794100389228, 181.97008586099827, 190.54607179632464, 194.98445997580455, 199.52623149688787, 208.92961308540387, 213.79620895022325, 218.77616239495518, 223.872113856834, 229.08676527677724, 251.18864315095797], 'features_metric': ['dirac'], 'method': ['shortest_path'], 'normalize_distance': [True], 'epsilon': [0.07196856730011521], 'scale': [False, True], 'alpha': [0.667]}]
  
CV splits :  10
  
ALL TIME : --- 2487.2248446941376 seconds ---
Best params:  {'scale': False, 'C': 190.54607179632464, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 0.757858283255199, 'alpha': 0.667}
  
------------GRID---------------- 
0.855 (+/-0.174) for "{'scale': False, 'C': 165.95869074375614, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1.4142135623730951, 'alpha': 0.667}"
0.686 (+/-0.111) for "{'scale': True, 'C': 218.77616239495518, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1.0281138266560665, 'alpha': 0.667}"
0.650 (+/-0.138) for "{'scale': True, 'C': 173.78008287493762, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1, 'alpha': 0.667}"
0.670 (+/-0.196) for "{'scale': True, 'C': 213.79620895022325, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 0.8122523963562356, 'alpha': 0.667}"
0.675 (+/-0.201) for "{'scale': True, 'C': 190.54607179632464, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 0.757858283255199, 'alpha': 0.667}"
0.708 (+/-0.165) for "{'scale': True, 'C': 165.95869074375614, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 4, 'alpha': 0.667}"
0.866 (+/-0.159) for "{'scale': False, 'C': 181.97008586099827, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 0.9330329915368074, 'alpha': 0.667}"
0.840 (+/-0.166) for "{'scale': False, 'C': 218.77616239495518, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1.3195079107728942, 'alpha': 0.667}"
0.681 (+/-0.129) for "{'scale': True, 'C': 194.98445997580455, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1.013959479790029, 'alpha': 0.667}"
0.670 (+/-0.117) for "{'scale': True, 'C': 190.54607179632464, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1.0352649238413776, 'alpha': 0.667}"
0.855 (+/-0.174) for "{'scale': False, 'C': 229.08676527677724, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1.0210121257071934, 'alpha': 0.667}"
0.654 (+/-0.129) for "{'scale': True, 'C': 177.82794100389228, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1.148698354997035, 'alpha': 0.667}"
0.675 (+/-0.201) for "{'scale': True, 'C': 213.79620895022325, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 0.757858283255199, 'alpha': 0.667}"
0.845 (+/-0.181) for "{'scale': False, 'C': 229.08676527677724, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1.515716566510398, 'alpha': 0.667}"
0.871 (+/-0.166) for "{'scale': False, 'C': 169.82436524617444, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 0.8705505632961241, 'alpha': 0.667}"
0.804 (+/-0.170) for "{'scale': False, 'C': 165.95869074375614, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 4, 'alpha': 0.667}"
0.855 (+/-0.174) for "{'scale': False, 'C': 199.52623149688787, 'features_metric': 'dirac', 'method': 'shortest_path', 'normalize_distance': True, 'epsilon': 0.07196856730011521, 'gamma': 1.0352649238413776, 'alpha': 0.667}"
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