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@StephanU
Created November 6, 2018 04:58
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grid_fit.cv_results_
{
'mean_fit_time': array([ 0.0004015 , 0.00032099, 0.00032695, 0.00034134]),
'std_fit_time': array([ 3.56837565e-05, 5.58915169e-06, 6.80595845e-06, 1.92960365e-05]),
'mean_score_time': array([ 0.00066821, 0.00055901, 0.00057427, 0.0005753 ]),
'std_score_time': array([ 1.54544330e-04, 9.66763738e-06, 3.52108718e-05, 4.77900908e-05]),
'param_max_depth': masked_array(data = [3 3 4 4], mask = [False False False False], fill_value = ?),
'param_min_samples_leaf': masked_array(data = [1 2 1 2], mask = [False False False False], fill_value = ?),
'param_min_samples_split': masked_array(data = [2 2 2 2], mask = [False False False False], fill_value = ?),
'params': [
{'max_depth': 3, 'min_samples_leaf': 1, 'min_samples_split': 2},
{'max_depth': 3, 'min_samples_leaf': 2, 'min_samples_split': 2},
{'max_depth': 4, 'min_samples_leaf': 1, 'min_samples_split': 2},
{'max_depth': 4, 'min_samples_leaf': 2, 'min_samples_split': 2}
],
'split0_test_score': array([ 0.71428571, 0.71428571, 0.69230769, 0.73333333]),
'split1_test_score': array([ 0.76923077, 0.76923077, 0.66666667, 0.68965517]),
'split2_test_score': array([ 0.72 , 0.72 , 0.71428571, 0.71428571]),
'mean_test_score': array([ 0.73468681, 0.73468681, 0.6907967 , 0.71240148]),
'std_test_score': array([ 0.02476502, 0.02476502, 0.01940609, 0.01799021]),
'rank_test_score': array([1, 1, 4, 3], dtype=int32),
'split0_train_score': array([ 0.85714286, 0.83333333, 0.875 , 0.88461538]),
'split1_train_score': array([ 0.77777778, 0.77777778, 0.84210526, 0.82142857]),
'split2_train_score': array([ 0.81481481, 0.81481481, 0.84745763, 0.84745763]),
'mean_train_score': array([ 0.81657848, 0.80864198, 0.8548543 , 0.85116719]),
'std_train_score': array([ 0.03242465, 0.02309665, 0.01441178, 0.02592893])
}
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