GRID SEARCH RESULTS ENZYME

GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'alpha': [0.667], 'method': ['shortest_path'], 'scale': [False, True], 'normalize_distance': [True], '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], '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], 'epsilon': [0.5], 'features_metric': ['sqeuclidean']}]
  
Number of parameters combinations :  532
  
Number of parameters fit :  5320
  
CV splits :  10
  
ALL TIME : --- 1034.9362289905548 seconds ---
Best params:  {'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 4, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}
  
------------GRID---------------- 
0.213 (+/-0.110) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 1.2311444133449163, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.223 (+/-0.078) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 4, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 208.92961308540387, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.099) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 229.08676527677724, 'method': 'shortest_path', 'gamma': 2, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 1.148698354997035, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.101) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 4, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 0.757858283255199, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 169.82436524617444, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 1.0210121257071934, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 194.98445997580455, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.217 (+/-0.103) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 169.82436524617444, 'method': 'shortest_path', 'gamma': 1.4142135623730951, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.101) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 4, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 229.08676527677724, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 1.148698354997035, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.110) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 194.98445997580455, 'method': 'shortest_path', 'gamma': 1.2311444133449163, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 208.92961308540387, 'method': 'shortest_path', 'gamma': 1.013959479790029, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.0210121257071934, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 1.4142135623730951, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.013959479790029, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 0.9330329915368074, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.200 (+/-0.098) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 0.9330329915368074, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.200 (+/-0.098) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 0.9330329915368074, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.101) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 4, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 229.08676527677724, 'method': 'shortest_path', 'gamma': 1.0717734625362931, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.0352649238413776, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 1.0352649238413776, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.0352649238413776, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.107) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 229.08676527677724, 'method': 'shortest_path', 'gamma': 1.2311444133449163, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.208 (+/-0.093) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 2, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 229.08676527677724, 'method': 'shortest_path', 'gamma': 1.0424657608411214, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 1.013959479790029, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 1.0352649238413776, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 0.757858283255199, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 1.4142135623730951, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 1, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.200 (+/-0.098) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 0.8705505632961241, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 1.3195079107728942, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 1, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.110) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 208.92961308540387, 'method': 'shortest_path', 'gamma': 1.2311444133449163, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 1.013959479790029, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.4142135623730951, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 208.92961308540387, 'method': 'shortest_path', 'gamma': 1.0210121257071934, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 0.8705505632961241, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 1.3195079107728942, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 1.0210121257071934, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1.013959479790029, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 194.98445997580455, 'method': 'shortest_path', 'gamma': 1.0424657608411214, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.098) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 229.08676527677724, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.107) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1.2311444133449163, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 0.9330329915368074, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 1.013959479790029, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 229.08676527677724, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 0.757858283255199, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.208 (+/-0.093) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 2, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 1.0717734625362931, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1.0352649238413776, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.099) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 2, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 0.757858283255199, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.0717734625362931, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 169.82436524617444, 'method': 'shortest_path', 'gamma': 0.757858283255199, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 1.013959479790029, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.0717734625362931, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.200 (+/-0.098) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 169.82436524617444, 'method': 'shortest_path', 'gamma': 0.8705505632961241, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.110) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 1.148698354997035, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 1.0210121257071934, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.110) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 1.148698354997035, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 208.92961308540387, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
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0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1.3195079107728942, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 0.8705505632961241, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 1.0717734625362931, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 1.0352649238413776, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 1.013959479790029, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 194.98445997580455, 'method': 'shortest_path', 'gamma': 1.4142135623730951, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 1.0352649238413776, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.099) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 2, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 208.92961308540387, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 1.148698354997035, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.223 (+/-0.078) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 4, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 169.82436524617444, 'method': 'shortest_path', 'gamma': 1.0210121257071934, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 169.82436524617444, 'method': 'shortest_path', 'gamma': 1.013959479790029, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 208.92961308540387, 'method': 'shortest_path', 'gamma': 0.757858283255199, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 194.98445997580455, 'method': 'shortest_path', 'gamma': 1.0210121257071934, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 1.0424657608411214, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.110) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 1.3195079107728942, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.107) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 1.3195079107728942, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 1.0210121257071934, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.2311444133449163, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 1.0424657608411214, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 1, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.099) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 194.98445997580455, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 229.08676527677724, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 169.82436524617444, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 0.8122523963562356, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.217 (+/-0.103) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.4142135623730951, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 0.757858283255199, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 208.92961308540387, 'method': 'shortest_path', 'gamma': 1, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.101) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 218.77616239495518, 'method': 'shortest_path', 'gamma': 4, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.098) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 1.0210121257071934, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 0.9330329915368074, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 1.0281138266560665, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.217 (+/-0.103) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 181.97008586099827, 'method': 'shortest_path', 'gamma': 1.4142135623730951, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.107) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 194.98445997580455, 'method': 'shortest_path', 'gamma': 1.3195079107728942, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.101) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 4, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 194.98445997580455, 'method': 'shortest_path', 'gamma': 1.0717734625362931, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.099) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 1.0069555500567189, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 1.2311444133449163, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 0.757858283255199, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 1.0424657608411214, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 194.98445997580455, 'method': 'shortest_path', 'gamma': 1.0717734625362931, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.205 (+/-0.094) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 177.82794100389228, 'method': 'shortest_path', 'gamma': 1.0424657608411214, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.107) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 1.2311444133449163, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.207 (+/-0.096) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 165.95869074375614, 'method': 'shortest_path', 'gamma': 0.8705505632961241, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.223 (+/-0.078) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 4, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 190.54607179632464, 'method': 'shortest_path', 'gamma': 1.3195079107728942, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1.0717734625362931, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.215 (+/-0.099) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 223.872113856834, 'method': 'shortest_path', 'gamma': 1.515716566510398, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.213 (+/-0.110) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 173.78008287493762, 'method': 'shortest_path', 'gamma': 1.148698354997035, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.100) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 199.52623149688787, 'method': 'shortest_path', 'gamma': 1, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.203 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': True, 'C': 251.18864315095797, 'method': 'shortest_path', 'gamma': 1.4142135623730951, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
0.202 (+/-0.095) for "{'alpha': 0.667, 'normalize_distance': True, 'scale': False, 'C': 213.79620895022325, 'method': 'shortest_path', 'gamma': 0.8705505632961241, 'epsilon': 0.5, 'features_metric': 'sqeuclidean'}"
GRID SEARCH RESULTS  
---------------------------- 
Tuned tuned_parameters :  [{'scale': [False, True], 'features_metric': ['sqeuclidean'], 'normalize_distance': [True], '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], 'epsilon': [0.5], '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], 'alpha': [0.0], 'method': ['shortest_path']}]
  
Number of parameters combinations :  532
  
Number of parameters fit :  5320
  
CV splits :  10
  
ALL TIME : --- 708.8589451313019 seconds ---
Best params:  {'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 4, 'alpha': 0.0, 'C': 165.95869074375614, 'epsilon': 0.5, 'method': 'shortest_path'}
  
------------GRID---------------- 
0.198 (+/-0.089) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.757858283255199, 'alpha': 0.0, 'C': 251.18864315095797, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.163 (+/-0.071) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.2311444133449163, 'alpha': 0.0, 'C': 194.98445997580455, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.162 (+/-0.076) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.8122523963562356, 'alpha': 0.0, 'C': 218.77616239495518, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.205 (+/-0.093) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.3195079107728942, 'alpha': 0.0, 'C': 177.82794100389228, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.203 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0069555500567189, 'alpha': 0.0, 'C': 208.92961308540387, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.160 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0281138266560665, 'alpha': 0.0, 'C': 173.78008287493762, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.160 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1, 'alpha': 0.0, 'C': 165.95869074375614, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.162 (+/-0.075) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0717734625362931, 'alpha': 0.0, 'C': 173.78008287493762, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.203 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0717734625362931, 'alpha': 0.0, 'C': 208.92961308540387, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.163 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.4142135623730951, 'alpha': 0.0, 'C': 165.95869074375614, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.163 (+/-0.071) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.2311444133449163, 'alpha': 0.0, 'C': 218.77616239495518, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.162 (+/-0.076) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.9330329915368074, 'alpha': 0.0, 'C': 181.97008586099827, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.168 (+/-0.080) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 2, 'alpha': 0.0, 'C': 251.18864315095797, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.160 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0210121257071934, 'alpha': 0.0, 'C': 213.79620895022325, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.160 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.013959479790029, 'alpha': 0.0, 'C': 169.82436524617444, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.160 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0069555500567189, 'alpha': 0.0, 'C': 208.92961308540387, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.162 (+/-0.090) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.515716566510398, 'alpha': 0.0, 'C': 173.78008287493762, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.203 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1, 'alpha': 0.0, 'C': 165.95869074375614, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.198 (+/-0.089) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.757858283255199, 'alpha': 0.0, 'C': 208.92961308540387, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.168 (+/-0.080) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 2, 'alpha': 0.0, 'C': 177.82794100389228, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.207 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.515716566510398, 'alpha': 0.0, 'C': 213.79620895022325, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.162 (+/-0.076) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.8705505632961241, 'alpha': 0.0, 'C': 181.97008586099827, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.198 (+/-0.089) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.757858283255199, 'alpha': 0.0, 'C': 194.98445997580455, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.172 (+/-0.072) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 4, 'alpha': 0.0, 'C': 251.18864315095797, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.162 (+/-0.090) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.515716566510398, 'alpha': 0.0, 'C': 208.92961308540387, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.202 (+/-0.089) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.8705505632961241, 'alpha': 0.0, 'C': 177.82794100389228, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.162 (+/-0.075) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.148698354997035, 'alpha': 0.0, 'C': 165.95869074375614, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.203 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0717734625362931, 'alpha': 0.0, 'C': 194.98445997580455, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.162 (+/-0.078) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.3195079107728942, 'alpha': 0.0, 'C': 190.54607179632464, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.163 (+/-0.071) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.2311444133449163, 'alpha': 0.0, 'C': 199.52623149688787, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.203 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.013959479790029, 'alpha': 0.0, 'C': 190.54607179632464, 'epsilon': 0.5, 'method': 'shortest_path'}"
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0.202 (+/-0.089) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.9330329915368074, 'alpha': 0.0, 'C': 229.08676527677724, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.203 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.013959479790029, 'alpha': 0.0, 'C': 208.92961308540387, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.202 (+/-0.089) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.8705505632961241, 'alpha': 0.0, 'C': 194.98445997580455, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.162 (+/-0.075) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0717734625362931, 'alpha': 0.0, 'C': 218.77616239495518, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.203 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0717734625362931, 'alpha': 0.0, 'C': 199.52623149688787, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.172 (+/-0.072) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 4, 'alpha': 0.0, 'C': 194.98445997580455, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.205 (+/-0.093) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.148698354997035, 'alpha': 0.0, 'C': 177.82794100389228, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.203 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0352649238413776, 'alpha': 0.0, 'C': 173.78008287493762, 'epsilon': 0.5, 'method': 'shortest_path'}"
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0.202 (+/-0.089) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.8705505632961241, 'alpha': 0.0, 'C': 213.79620895022325, 'epsilon': 0.5, 'method': 'shortest_path'}"
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0.198 (+/-0.089) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.8122523963562356, 'alpha': 0.0, 'C': 177.82794100389228, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.160 (+/-0.076) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 0.757858283255199, 'alpha': 0.0, 'C': 177.82794100389228, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.160 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1, 'alpha': 0.0, 'C': 218.77616239495518, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.160 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.013959479790029, 'alpha': 0.0, 'C': 229.08676527677724, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.213 (+/-0.061) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 4, 'alpha': 0.0, 'C': 199.52623149688787, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.205 (+/-0.093) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.4142135623730951, 'alpha': 0.0, 'C': 190.54607179632464, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.205 (+/-0.093) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.3195079107728942, 'alpha': 0.0, 'C': 199.52623149688787, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.203 (+/-0.090) for "{'scale': True, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0352649238413776, 'alpha': 0.0, 'C': 251.18864315095797, 'epsilon': 0.5, 'method': 'shortest_path'}"
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0.160 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0069555500567189, 'alpha': 0.0, 'C': 213.79620895022325, 'epsilon': 0.5, 'method': 'shortest_path'}"
0.160 (+/-0.079) for "{'scale': False, 'features_metric': 'sqeuclidean', 'normalize_distance': True, 'gamma': 1.0424657608411214, 'alpha': 0.0, 'C': 181.97008586099827, 'epsilon': 0.5, 'method': 'shortest_path'}"