notebook.community

Edit and run

Author: James Bourbeau





In [1]:



    


%load_ext watermark
%watermark -u -d -v -p numpy,scipy,pandas,sklearn,mlxtend



    


















    






last updated: 2018-08-14 

CPython 2.7.13
IPython 5.7.0

numpy 1.14.5
scipy 1.1.0
pandas 0.23.1
sklearn 0.19.1
mlxtend 0.12.0

















In [2]:



    


%load_ext autoreload
%autoreload 2

Polynomial regressor energy reconstruction

Table of contents

  1. Data preprocessing
  2. Weight simulation events to spectrum
  3. S125 verification
  4. $\log_{10}(\mathrm{dE/dX})$ verification$-verification)




In [3]:



    


from __future__ import division, print_function
import os
from collections import defaultdict
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import matplotlib.gridspec as gridspec
from matplotlib.colors import LogNorm
import seaborn as sns
import dask
from dask import delayed, multiprocessing
from dask.diagnostics import ProgressBar
from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor
from sklearn.svm import SVR
from sklearn.model_selection import (validation_curve, cross_val_score,
                                     cross_val_predict, GridSearchCV, 
                                     cross_validate, KFold)
from sklearn.metrics import accuracy_score, mean_squared_error, r2_score, make_scorer
from mlxtend.preprocessing import standardize

import comptools as comp
from comptools.base import LABEL_DICT

color_dict = comp.get_color_dict()

sns.set_context(context='paper', font_scale=1.5)
# sns.set_context(context='paper', font_scale=1.75)

%matplotlib inline

Data preprocessing

[ back to top ]

  1. Load simulation/data dataframe and apply specified quality cuts
  2. Extract desired features from dataframe
  3. Get separate testing and training datasets
  4. Feature selection

Define analysis parameters and load simulation





In [4]:



    


# feature_list = ['lap_cos_zenith', 'log_s125']
# feature_list = ['log_s80', 'log_s125', 'log_s250', 'lap_cos_zenith',
#                 'FractionContainment_Laputop_IceTop', 'NStations']

feature_list = ['log_s125', 'lap_cos_zenith', 'log_dEdX']

# feature_list = ['log_s125', 'lap_cos_zenith', 'log_dEdX', 'NStations']

config = 'IC86.2012'
num_groups = 2
comp_list = comp.get_comp_list(num_groups=num_groups)
# feature_list, feature_labels = comp.get_training_features()

pipeline_str = 'linearregression_energy_{}'.format(config)
# pipeline_str = 'RF_energy_{}'.format(config)
# pipeline_str = 'xgboost_energy_{}'.format(config)



    











In [5]:



    


energybins = comp.get_energybins(config)
log_energy_min = 5.0
log_energy_max = None



    











In [6]:



    


feature_list



    


















    
Out[6]:








['log_s125', 'lap_cos_zenith', 'log_dEdX']

















In [7]:



    


df_sim_train, df_sim_test = comp.load_sim(config=config,
                                          energy_cut_key='MC_log_energy', 
                                          energy_reco=False,
                                          log_energy_min=None,
                                          log_energy_max=None,
                                          test_size=0.5,
                                          verbose=True)



    


















    






[#                                       ] | 3% Completed |  0.1s









    






/home/jbourbeau/cr-composition/.virtualenv/lib/python2.7/site-packages/dask/base.py:835: UserWarning: The get= keyword has been deprecated. Please use the scheduler= keyword instead with the name of the desired scheduler like 'threads' or 'processes'
  warnings.warn("The get= keyword has been deprecated. "










    






[########################################] | 100% Completed |  2.8s
[########################################] | 100% Completed |  0.1s

















In [74]:



    


fig, ax = plt.subplots()
sc = ax.scatter(df_sim_train['log_s125'], df_sim_train['MC_log_energy'],
                alpha=0.1)
ax.set_ylabel('$\mathrm{\log_{10}(E_{MC}/GeV)}$')
ax.set_xlabel('$\mathrm{\log_{10}(S_{125})}$')
ax.grid()
plt.show()



    


















    
























In [164]:



    


from itertools import combinations

for idx, (colx, coly) in enumerate(combinations(feature_list, 2)):
    fig, ax = plt.subplots()
    sc = ax.scatter(df_sim_train[colx], df_sim_train[coly],
                    c=df_sim_train['MC_log_energy'], 
                    cmap=plt.cm.get_cmap('viridis', 10),
                    alpha=0.5)
    ax.set_xlabel(LABEL_DICT[colx])
    ax.set_ylabel(LABEL_DICT[coly])
    ax.grid()
    plt.colorbar(sc, ax=ax, label='$\mathrm{\log_{10}(E_{true}/GeV)}$')
    feature_space_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                             '{}_vs_{}.png'.format(colx, coly))
    comp.check_output_dir(feature_space_outfile)
    plt.savefig(feature_space_outfile)
    plt.show()



    


















    

















    

















    
























In [163]:



    


fig, ax = plt.subplots()
sc = ax.scatter(df_sim_train['log_s125'], df_sim_train['MC_log_energy'],
                c=df_sim_train['lap_cos_zenith'],
                cmap=plt.cm.get_cmap('viridis', 10),
                alpha=0.5)
ax.set_ylabel('$\mathrm{\log_{10}(E_{MC}/GeV)}$')
ax.set_xlabel('$\mathrm{\log_{10}(S_{125})}$')
ax.grid()
plt.colorbar(sc, label='$\mathrm{\cos(\\theta)}$')
s125_vs_MC_energy_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                         's125_vs_MC_energy_zenith.png')
comp.check_output_dir(s125_vs_MC_energy_outfile)
plt.savefig(s125_vs_MC_energy_outfile)
plt.show()



    


















    
























In [8]:



    


from sklearn.preprocessing import StandardScaler, PolynomialFeatures
from sklearn.model_selection import train_test_split
from sklearn.pipeline import make_pipeline
from sklearn.linear_model import LinearRegression, Lasso



    











In [9]:



    


X = df_sim_train.loc[:, feature_list]
y = df_sim_train.loc[:, 'MC_log_energy']



    











In [10]:



    


comp_target = df_sim_train.loc[:, 'comp_target_{}'.format(num_groups)]
comp_target.head()



    


















    
Out[10]:








12631_60_39_0       1
12362_1301_70_0     1
12631_13812_11_0    1
12360_8387_85_0     0
12631_12552_86_0    1
Name: comp_target_2, dtype: int64

















In [11]:



    


X_train, X_test, y_train, y_test, comp_target_train, comp_target_test = train_test_split(X, y, comp_target, test_size=0.3, random_state=2)



    











In [12]:



    


X_train.shape, X_test.shape



    


















    
Out[12]:








((28826, 3), (12355, 3))

















In [13]:



    


reg = make_pipeline(
                    PolynomialFeatures(2),
#                     StandardScaler(),
#                     Lasso(alpha=0.01),
                    LinearRegression(),
                   )
reg



    


















    
Out[13]:








Pipeline(memory=None,
     steps=[('polynomialfeatures', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('linearregression', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False))])

















In [14]:



    


reg.fit(X_train, y_train)
y_train_pred = reg.predict(X_train)
y_test_pred = reg.predict(X_test)



    











In [15]:



    


res_train = y_train - y_train_pred
res_test = y_test - y_test_pred



    











In [16]:



    


reg.named_steps['polynomialfeatures'].get_feature_names()



    


















    
Out[16]:








['1', 'x0', 'x1', 'x2', 'x0^2', 'x0 x1', 'x0 x2', 'x1^2', 'x1 x2', 'x2^2']

















In [17]:



    


reg.named_steps['polynomialfeatures'].powers_



    


















    
Out[17]:








array([[0, 0, 0],
       [1, 0, 0],
       [0, 1, 0],
       [0, 0, 1],
       [2, 0, 0],
       [1, 1, 0],
       [1, 0, 1],
       [0, 2, 0],
       [0, 1, 1],
       [0, 0, 2]])

















In [18]:



    


reg.named_steps['linearregression'].coef_



    


















    
Out[18]:








array([ 0.        ,  0.6192669 , -4.85926157,  0.29189926,  0.11799688,
        0.28967524, -0.1648047 ,  2.25643153, -0.24946339,  0.05147109])

















In [19]:



    


fig, ax = plt.subplots()

coef = reg.named_steps['linearregression'].coef_
sort_idx = np.argsort(np.abs(coef))[::-1]

# ax.bar(np.arange(len(coef)), coef)
# ax.axhline(0, marker='None', ls='--', color='k', lw=1.5)

ax.bar(np.arange(len(coef)), np.abs(coef)[sort_idx])

labels = reg.named_steps['polynomialfeatures'].get_feature_names()
labels = ','.join(labels).replace('x0', feature_labels[0]).replace('x1', feature_labels[1]).replace('x2', feature_labels[2]).split(',')
labels = ['${}$'.format(i.replace('$', '')) if '^2' in i else i for i in labels]
labels = [l.replace(' ', ' $\\times$\n') for l in labels]
locs = np.arange(len(labels))
labels = np.array(labels)
print(labels)
plt.xticks(locs, labels[sort_idx], rotation=65)

ax.set_ylabel('Regression coefficient magnitude')
ax.grid(axis='y')

lr_coef_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                  'linearregression_coef_{}.png'.format(config))
comp.check_output_dir(lr_coef_outfile)
plt.savefig(lr_coef_outfile)

plt.show()



    


















    







NameErrorTraceback (most recent call last)
<ipython-input-19-250900a2cf7e> in <module>()
     10 
     11 labels = reg.named_steps['polynomialfeatures'].get_feature_names()
---> 12 labels = ','.join(labels).replace('x0', feature_labels[0]).replace('x1', feature_labels[1]).replace('x2', feature_labels[2]).split(',')
     13 labels = ['${}$'.format(i.replace('$', '')) if '^2' in i else i for i in labels]
     14 labels = [l.replace(' ', ' $\\times$\n') for l in labels]

NameError: name 'feature_labels' is not defined









    






/home/jbourbeau/cr-composition/.virtualenv/lib/python2.7/site-packages/matplotlib/figure.py:2267: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.
  warnings.warn("This figure includes Axes that are not compatible "










    
























In [ ]:



    


fig, ax = plt.subplots()
ax.scatter(y_train_pred, res_train, alpha=0.5, label='Training')
ax.scatter(y_test_pred, res_test, alpha=0.5, label='Testing')
ax.axhline(0, marker='None', ls='--', color='k', lw=1.5)
ax.set_ylabel('$\mathrm{\log_{10}(E_{true}/E_{pred})}$')
ax.set_xlabel('$\mathrm{\log_{10}(E_{pred}/GeV)}$')
ax.set_ylim(-1, 1)
ax.grid()
ax.legend()
plt.show()



    











In [209]:



    


for colx, coly in combinations(feature_list, 2):
    fig, ax = plt.subplots()
    sc = ax.scatter(X_test[colx], X_test[coly],
                    c=res_test, alpha=0.5,
                    cmap=plt.cm.get_cmap('RdBu_r', 10),
                    vmin=-0.2, vmax=0.2)
    ax.set_xlabel(LABEL_DICT[colx])
    ax.set_ylabel(LABEL_DICT[coly])
    ax.grid()
    plt.colorbar(sc, label='$\mathrm{\log_{10}(E_{MC}/GeV)}$')
    # s125_vs_MC_energy_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
    #                                          's125_vs_MC_energy_zenith.png')
    # comp.check_output_dir(s125_vs_MC_energy_outfile)
    # plt.savefig(s125_vs_MC_energy_outfile)
    plt.show()



    


















    

















    

















    
























In [23]:



    


# Energy resolution
fig, ax = plt.subplots()
gs = gridspec.GridSpec(2, 1, height_ratios=[1,1], hspace=0.3)
ax1 = plt.subplot(gs[0])
ax2 = plt.subplot(gs[1], sharex=ax1)

pipeline = comp.get_pipeline('RF_energy_IC86.2012')
reg_ = make_pipeline(PolynomialFeatures(2),
#                      StandardScaler(),
                     LinearRegression(n_jobs=10),
                     )
regressors = [pipeline, reg_]
names = [pipeline.named_steps['classifier'].__class__.__name__,
         reg.steps[-1][0]]

linestyles = ['--', '-']
for reg, name, ls in zip(regressors, names, linestyles):
    if reg != reg_:
        continue
    reg.fit(X_train, y_train)
    y_test_pred = reg.predict(X_test)
    energy_res = y_test_pred - y_test
    
    log_energy_bins = np.concatenate((np.arange(5.5, energybins.log_energy_min, 0.1),
                                      energybins.log_energy_bins))

    for comp_idx, composition in enumerate(comp_list):
        comp_mask = comp_target_test == comp_idx

        _, medians, error = comp.data_functions.get_medians(y_test[comp_mask],
                                                            energy_res[comp_mask],
                                                            log_energy_bins)

        comp.plot_steps(log_energy_bins, medians, lw=1.5, ls=ls,
                        color=color_dict[composition], alpha=0.8,
                        label=composition,
#                         label='{} ({})'.format(composition, name),
                        ax=ax1)

        comp.plot_steps(log_energy_bins, np.sum(error, axis=0), lw=1.5, ls=ls, 
                        color=color_dict[composition], alpha=0.8,
                        ax=ax2)

ax1.axhline(0, marker='None', linestyle='-', color='k', lw=0.5)
ax1.axvline(6.4, marker='None', linestyle=':', color='k', lw=0.75)
ax2.axvline(6.4, marker='None', linestyle=':', color='k', lw=0.75)

ax1.set_ylabel('Median of\n$\mathrm{\log_{10}(E_{reco}/E_{true})}$')
ax1.set_ylim(-0.1, 0.1)
ax1.tick_params(labelbottom='off')
ax1.grid()
leg = ax1.legend(loc='upper center', frameon=False,
                 bbox_to_anchor=(0.5,  # horizontal
                                 1.4),# vertical 
#                                  1.7),# vertical 
#                                  1.85),# vertical 
                 ncol=2, fancybox=False)

ax2.set_ylabel('68\% containment\nof $\mathrm{\log_{10}(E_{reco}/E_{true})}$')
ax2.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')
ax2.set_ylim(0, 0.15)
ax2.grid()
ax2.set_xlim(6.4, 8.0)

energy_res_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                  'energy_bias_resolution_{}.png'.format(config))
comp.check_output_dir(energy_res_outfile)
plt.savefig(energy_res_outfile)

plt.show()



    


















    
























In [26]:



    


with plt.rc_context({'figure.figsize': (10, 8)}):
    gs = gridspec.GridSpec(1, 2)
#     gs = gridspec.GridSpec(1, 2, wspace=0.5)
    # ax1 = plt.subplot(gs[0])
    # ax2 = plt.subplot(gs[1], sharex=ax1, sharey=ax1)

    pipeline = comp.get_pipeline('RF_energy_IC86.2012')
    reg = make_pipeline(PolynomialFeatures(2),
#                         StandardScaler(),
                        LinearRegression(n_jobs=10),
                       )

    reg.fit(X_train, y_train)
    y_test_pred = reg.predict(X_test)

    for comp_idx, composition in enumerate(comp_list):
        ax = plt.subplot(gs[comp_idx], aspect='equal')
        comp_mask = comp_target_test == comp_idx

        h = ax.hist2d(y_test, y_test_pred, bins=[energybins.log_energy_bins]*2)
        
        ax.plot([0, h[0].shape[0] - 1], [0, h[0].shape[1] - 1], marker='None', ls=':', color='white')

        ax.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')    
        ax.set_ylabel('$\mathrm{\log_{10}(E_{reco}/GeV)}$')    
        ax.set_title(composition)
#         ax.set_xlim(6.4, 8.0)
#         ax.set_ylim(6.4, 8.0)
        ax.set_xlim(energybins.log_energy_min, energybins.log_energy_max)
        ax.set_ylim(energybins.log_energy_min, energybins.log_energy_max)

    #     plt.colorbar(h[3])
    #     ax.set_aspect('auto')
        comp.plotting.colorbar(h[3], label='Counts')

    plt.tight_layout(h_pad=1)

    energy_hist_outfile = os.path.join(comp.paths.figures_dir,
                                       'energy_reco',
                                       'energy_hists_{}.png'.format(config))
    comp.check_output_dir(energy_hist_outfile)
    plt.savefig(energy_hist_outfile)
    plt.show()



    


















    
























In [28]:



    


with plt.rc_context({'figure.figsize': (10, 8)}):
    gs = gridspec.GridSpec(1, 2)

    pipeline = comp.get_pipeline('RF_energy_IC86.2012')
    reg = make_pipeline(PolynomialFeatures(2),
#                         StandardScaler(),
                        LinearRegression(n_jobs=10),
                       )

    reg.fit(X_train, y_train)
    y_test_pred = reg.predict(X_test)

    for comp_idx, composition in enumerate(comp_list):
        ax = plt.subplot(gs[comp_idx], aspect='equal')
        comp_mask = comp_target_test == comp_idx

        h, xedges, yedges  = np.histogram2d(y_test, y_test_pred, bins=[energybins.log_energy_bins]*2)
        h = h / h.sum(axis=0)
        
        extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]
        h = np.rot90(h)
        h = np.flipud(h)

        im = ax.imshow(h, extent=extent, origin='lower')
        
        ax.plot([0, h.shape[0] - 1], [0, h.shape[1] - 1], marker='None', ls=':', color='white')
        
        ax.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')    
        ax.set_ylabel('$\mathrm{\log_{10}(E_{reco}/GeV)}$')    
        ax.set_title(composition)
        ax.set_xlim(6.4, 8.0)
        ax.set_ylim(6.4, 8.0)
        comp.plotting.colorbar(im, label='$\mathrm{P(E_{reco} | E_{true})}$')

    plt.tight_layout(h_pad=1)

    energy_hist_outfile = os.path.join(comp.paths.figures_dir,
                                       'energy_reco',
                                       'energy_hists_{}.png'.format(config))
    comp.check_output_dir(energy_hist_outfile)
    plt.savefig(energy_hist_outfile)
    plt.show()



    


















    
























In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [89]:



    


from sklearn.model_selection import cross_validate



    











In [90]:



    


reg = make_pipeline(
                    PolynomialFeatures(2),
                    StandardScaler(),
#                     Lasso(alpha=0.001),
                    LinearRegression(),
                   )

cv_results = cross_validate(reg, X_train, y_train,
                            cv=10,
                            scoring='neg_mean_squared_error',
                            n_jobs=10,
                            return_train_score=True)
cv_results



    


















    
Out[90]:








{'fit_time': array([0.18740392, 0.26117396, 0.15980721, 0.19292402, 0.23863196,
        0.15727091, 0.3524859 , 0.14604616, 0.2160449 , 0.17601395]),
 'score_time': array([0.01114202, 0.01910591, 0.01004195, 0.02486086, 0.01338387,
        0.00950694, 0.00978112, 0.00861883, 0.01101303, 0.01072407]),
 'test_score': array([-0.00415653, -0.00403749, -0.00407629, -0.004279  , -0.00412805,
        -0.00429447, -0.00417471, -0.00420184, -0.00428724, -0.00462607]),
 'train_score': array([-0.00422719, -0.0042406 , -0.00423618, -0.0042136 , -0.00423059,
        -0.00421221, -0.00422522, -0.00422222, -0.00421275, -0.00417513])}

















In [91]:



    


print('Training scores: {} +/- {}'.format(cv_results['train_score'].mean(), cv_results['train_score'].std()))
print('Testing scores: {} +/- {}'.format(cv_results['test_score'].mean(), cv_results['test_score'].std()))



    


















    






Training scores: -0.00421956863105 +/- 1.7458700521e-05
Testing scores: -0.00422616928678 +/- 0.0001571257207

















In [92]:



    


fig, ax = plt.subplots()
ax.errorbar(0, cv_results['train_score'].mean(), cv_results['train_score'].std(), label='Training')
ax.errorbar(1, cv_results['test_score'].mean(), cv_results['test_score'].std(), label='Testing')
ax.set_xlim(-1, 2)
ax.get_xaxis().set_ticks([])
ax.set_ylabel('-MSE')
ax.grid()
ax.legend()
plt.show()

PolynomialFeatures degree validation curves





In [183]:



    


from sklearn.model_selection import validation_curve



    











In [189]:



    


reg = make_pipeline(
                    PolynomialFeatures(2),
                    StandardScaler(),
#                     Lasso(alpha=0.01),
                    LinearRegression(),
                   )



    











In [185]:



    


param_range = np.linspace(0.01, 1.0, 25)
train_scores, test_scores = validation_curve(reg, X_train, y_train,
                                             param_name='lasso__alpha',
                                             param_range=param_range,
                                             cv=10,
                                             scoring='neg_mean_squared_error')



    











In [186]:



    


train_scores_mean = np.mean(train_scores, axis=1)
train_scores_std = np.std(train_scores, axis=1)

test_scores_mean = np.mean(test_scores, axis=1)
test_scores_std = np.std(test_scores, axis=1)



    











In [187]:



    


param_range = np.linspace(0.01, 1.0, 25)
fig, ax = plt.subplots()

for comp_idx, composition in enumerate(comp_list):
    comp_mask = comp_target_train == comp_idx
    
    train_scores, test_scores = validation_curve(reg, X_train[comp_mask], y_train[comp_mask], param_name='lasso__alpha', param_range=param_range, cv=10, scoring='neg_mean_squared_error')

    train_scores_mean = np.mean(train_scores, axis=1)
    train_scores_std = np.std(train_scores, axis=1)

    test_scores_mean = np.mean(test_scores, axis=1)
    test_scores_std = np.std(test_scores, axis=1)

    ax.plot(param_range, train_scores_mean, marker='None', ls='-', color='C0', label='Training')
    ax.fill_between(param_range,
                    train_scores_mean + train_scores_std,
                    train_scores_mean - train_scores_std,
                    color='C0',
                    alpha=0.3)
    ax.plot(param_range, test_scores_mean, marker='None', ls='-', color='C1', label='Testing')
    ax.fill_between(param_range,
                    test_scores_mean + test_scores_std,
                    test_scores_mean - test_scores_std,
                    color='C1',
                    alpha=0.3)
ax.set_xlabel('$\mathrm{\\alpha}$')
ax.grid()
ax.legend()
plt.show()



    


















    
























In [122]:



    


from sklearn.model_selection import StratifiedKFold
from sklearn.metrics import get_scorer



    











In [123]:



    


# param_range = np.linspace(0.001, 1.0, 50)
# param_range = np.logspace(-4, -0.5, 30)

param_range = np.arange(1, 5)

cv_results = []

for param_value in param_range:
    
    reg = make_pipeline(
                    PolynomialFeatures(),
                    StandardScaler(),
#                     Lasso(random_state=2),
                    LinearRegression(n_jobs=10),
                   )
    
#     reg.set_params(lasso__alpha=param_value)
    reg.set_params(polynomialfeatures__degree=param_value)
    data_dict = {'param_value': param_value}

    train_scores = defaultdict(list)
    test_scores = defaultdict(list)

    skf = StratifiedKFold(n_splits=10, random_state=2)
#     scorer = get_scorer('r2')
    scorer = get_scorer('neg_mean_squared_error')

    for train_index, test_index in skf.split(X_train, comp_target_train):

        X_train_fold = X_train.iloc[train_index]
        y_train_fold = y_train.iloc[train_index]
        comp_target_train_fold = comp_target_train.iloc[train_index]
        
        X_test_fold = X_train.iloc[test_index]
        y_test_fold = y_train.iloc[test_index]
        comp_target_test_fold = comp_target_train.iloc[test_index]

        reg.fit(X_train_fold, y_train_fold)

        train_pred = reg.predict(X_train_fold)
        train_score = scorer(reg, X_train_fold, y_train_fold)
        train_scores['total'].append(train_score)

        test_pred = reg.predict(X_test_fold)
        test_score = scorer(reg, X_test_fold, y_test_fold)
        test_scores['total'].append(test_score)

        # Get testing/training scores for each composition group
        for comp_idx, composition in enumerate(comp_list):
            comp_key = 'comp_target_{}'.format(num_groups)

            comp_mask_train = comp_target_train_fold == comp_idx
            comp_score_train = scorer(reg, X_train_fold[comp_mask_train], y_train_fold[comp_mask_train])
            train_scores[composition].append(comp_score_train)

            comp_mask_test = comp_target_test_fold == comp_idx
            comp_score_test = scorer(reg, X_test_fold[comp_mask_test], y_test_fold[comp_mask_test])
            test_scores[composition].append(comp_score_test)

    for label in comp_list + ['total']:
        data_dict['train_mean_{}'.format(label)] = np.mean(train_scores[label])
        data_dict['train_std_{}'.format(label)] = np.std(train_scores[label])
        data_dict['test_mean_{}'.format(label)] = np.mean(test_scores[label])
        data_dict['test_std_{}'.format(label)] = np.std(test_scores[label])
    
    cv_results.append(data_dict)



    











In [124]:



    


cv_results = pd.DataFrame.from_records(cv_results)
cv_results



    


















    
Out[124]:











  
    

      
      param_value
      test_mean_heavy
      test_mean_light
      test_mean_total
      test_std_heavy
      test_std_light
      test_std_total
      train_mean_heavy
      train_mean_light
      train_mean_total
      train_std_heavy
      train_std_light
      train_std_total
    

  
  
    

      0
      1
      -0.003853
      -0.005370
      -0.004643
      0.000207
      0.000312
      0.000192
      -0.003851
      -0.005367
      -0.004641
      0.000024
      0.000032
      0.000021
    

    

      1
      2
      -0.003454
      -0.004974
      -0.004246
      0.000169
      0.000266
      0.000161
      -0.003449
      -0.004969
      -0.004241
      0.000019
      0.000028
      0.000018
    

    

      2
      3
      -0.003388
      -0.004966
      -0.004211
      0.000159
      0.000254
      0.000149
      -0.003380
      -0.004955
      -0.004201
      0.000017
      0.000027
      0.000016
    

    

      3
      4
      -0.003362
      -0.004959
      -0.004194
      0.000159
      0.000244
      0.000146
      -0.003348
      -0.004939
      -0.004177
      0.000017
      0.000027
      0.000016
    

  




















In [127]:



    


fig, ax = plt.subplots()

for composition in comp_list + ['total']:
    train_scores_mean = cv_results['train_mean_{}'.format(composition)]
    train_scores_std = cv_results['train_std_{}'.format(composition)]

    test_scores_mean = cv_results['test_mean_{}'.format(composition)]
    test_scores_std = cv_results['test_std_{}'.format(composition)]

    ax.plot(cv_results['param_value'], train_scores_mean, marker='None', ls='-', color=color_dict[composition], label='Training ({})'.format(composition))
    ax.fill_between(cv_results['param_value'],
                    train_scores_mean + train_scores_std,
                    train_scores_mean - train_scores_std,
                    color=color_dict[composition],
                    alpha=0.3)
    ax.plot(cv_results['param_value'], test_scores_mean, marker='None', ls='--', color=color_dict[composition], label='Testing ({})'.format(composition))
    ax.fill_between(cv_results['param_value'],
                    test_scores_mean + test_scores_std,
                    test_scores_mean - test_scores_std,
                    color=color_dict[composition],
                    alpha=0.3)
ax.set_xlabel('Polynomial features degree')
plt.xticks(param_range)
# ax.set_xlabel('$\mathrm{\\alpha}$')
# ax.set_xscale("log", nonposx='clip')
# ax.set_yscale("log", nonposy='clip')
ax.set_ylabel('-MSE')
# ax.set_ylabel('$\mathrm{R^2}$')
# ax.set_xlim(right=9)
ax.grid()
# ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))
# ax.legend()
leg = ax.legend(loc='upper center', frameon=False,
                 bbox_to_anchor=(0.5,  # horizontal
                                 1.2),# vertical 
#                                  1.7),# vertical 
#                                  1.85),# vertical 
                 ncol=3, fancybox=False)

polynomial_degree_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                  'polynomialfeatures_degree_{}.png'.format(config))
comp.check_output_dir(polynomial_degree_outfile)
plt.savefig(polynomial_degree_outfile)

plt.show()

Explore energy reconstruction training features

$\mathrm{\log_{10}(S_{125})}$ is highly correlated with true energy, and only has a slight composition dependence. This makes it an important training feature in energy reconstruction.





In [15]:



    


fig, ax = plt.subplots()
for composition in comp_list:
    log_s125 = df_sim_train.loc[comp_mask_train[composition], 'log_s125']
    MC_log_energy = df_sim_train.loc[comp_mask_train[composition], 'MC_log_energy']

    _, bin_medians, error = comp.data_functions.get_medians(MC_log_energy, log_s125,
                                                            energybins.log_energy_bins)
    ax.errorbar(energybins.log_energy_midpoints, bin_medians, yerr=error, xerr=0.05, 
                marker='.', ls='None', label=composition, color=color_dict[composition], alpha=0.75)
ax.set_xlabel('$\mathrm{\log_{10}(E_{MC}/GeV)}$')
ax.set_ylabel('$\mathrm{\log_{10}(S_{125})}$')
ax.grid()
ax.legend()
plt.show()

$\mathrm{\log_{10}(dE/dX)}$ too is correlated with true energy, but has the added benefit of being composition dependent as well. This means that an energy reconstruction regressor can also learn composition-dependence of __.





In [16]:



    


h, xedges, yedges  = np.histogram2d(df_sim_test['MC_log_energy'], df_sim_test['log_dEdX'],
                                    bins=[np.linspace(6.0, 8.0, 100), np.linspace(-0.5, 3, 100)])

extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]
h = np.rot90(h)
h = np.flipud(h)



    











In [17]:



    


fig, ax = plt.subplots()
plt.imshow(h, extent=extent, norm=LogNorm(), origin='lower', interpolation='none', aspect='auto')
# ax.set_xlim([6.4, 8.0])
# ax.set_ylim([6.4, 8.0])
ax.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')
ax.set_ylabel('$\mathrm{\log_{10}(dE/dX)}$')
ax.grid()
plt.colorbar(label='Counts')
# true_vs_reco_energy_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
#                                          'MC_vs_reco_energy.png')
# comp.check_output_dir(true_vs_reco_energy_outfile)
# plt.savefig(true_vs_reco_energy_outfile)
plt.show()

Train a RandomForestRegressor to predict shower energy

Define scoring function





In [ ]:



    


def median_energy_res(log_energy, log_energy_pred):
    return np.median(log_energy-log_energy_pred)
scorer = make_scorer(median_energy_res, greater_is_better=False)



    











In [ ]:



    


# parameters = {'max_depth': np.arange(1, 11), 'n_estimators': np.arange(1, 100, 10)}
# gs = GridSearchCV(pipeline, parameters, scoring='neg_mean_squared_error',
#                   cv=10, n_jobs=10, verbose=2)

# # parameters = {'C': np.linspace(0.01, 1, 10)}
# # gs = GridSearchCV(SVR(), parameters, cv=10, n_jobs=10, verbose=2)



    











In [ ]:



    


# gs.fit(df_sim_train[feature_list], df_sim_train['MC_log_energy'])
# gs.best_params_



    











In [ ]:



    


# cv_results = pd.DataFrame(gs.cv_results_)



    











In [6]:



    


# # clf = gs.best_estimator_
# pipeline_str = 'RF_energy'
# pipeline = comp.get_pipeline(pipeline_str)
# pipeline



    


















    
Out[6]:








Pipeline(memory=None,
     steps=[('classifier', RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=7,
           max_features='auto', max_leaf_nodes=None,
           min_impurity_decrease=0.0, min_impurity_split=None,
           min_samples_leaf=1, min_samples_split=2,
           min_weight_fraction_leaf=0.0, n_estimators=100, n_jobs=10,
           oob_score=False, random_state=2, verbose=0, warm_start=False))])

















In [8]:



    


# clf = GradientBoostingRegressor(n_estimators=100, learning_rate=0.1, random_state=2)
# clf = RandomForestRegressor(n_estimators=100, n_jobs=10, random_state=2)



    











In [9]:



    


cv_results = cross_validate(pipeline, df_sim_train[feature_list], df_sim_train['MC_log_energy'], 
                            cv=10, verbose=2)



    


















    






[CV]  ................................................................
[CV] ................................................. , total=   1.7s
[CV]  ................................................................










    






[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.9s remaining:    0.0s










    






[CV] ................................................. , total=   2.1s
[CV]  ................................................................
[CV] ................................................. , total=   2.0s
[CV]  ................................................................
[CV] ................................................. , total=   2.1s
[CV]  ................................................................
[CV] ................................................. , total=   2.0s
[CV]  ................................................................
[CV] ................................................. , total=   1.6s
[CV]  ................................................................
[CV] ................................................. , total=   2.0s
[CV]  ................................................................
[CV] ................................................. , total=   2.2s
[CV]  ................................................................
[CV] ................................................. , total=   2.2s
[CV]  ................................................................
[CV] ................................................. , total=   2.0s










    






[Parallel(n_jobs=1)]: Done  10 out of  10 | elapsed:   21.6s finished

















In [10]:



    


clf_name = pipeline.named_steps['classifier'].__class__.__name__
print('=' * 30)
print(clf_name)
train_score_mean = np.mean(cv_results['train_score'])
train_score_std = np.std(cv_results['train_score'])
print('Training score = {:0.3f} +/- {:0.2e}'.format(train_score_mean, train_score_std))
test_score_mean = np.mean(cv_results['test_score'])
test_score_std = np.std(cv_results['test_score'])
print('Testing score = {:0.3f} +/- {:0.2e}'.format(test_score_mean, test_score_std))
print('=' * 30)



    


















    







NameErrorTraceback (most recent call last)
<ipython-input-10-748c9b84d938> in <module>()
----> 1 clf_name = pipeline.named_steps['classifier'].__class__.__name__
      2 print('=' * 30)
      3 print(clf_name)
      4 train_score_mean = np.mean(cv_results['train_score'])
      5 train_score_std = np.std(cv_results['train_score'])

NameError: name 'pipeline' is not defined
















In [10]:



    


pipeline = comp.get_pipeline(pipeline_str)
pipeline.fit(df_sim_train[feature_list], df_sim_train['MC_log_energy'])
reco_log_energy = pipeline.predict(df_sim_test[feature_list])



    











In [23]:



    


pipeline = comp.get_pipeline(pipeline_str)
pipeline.fit(df_sim_train[feature_list], df_sim_train['energy_s125_diff'])
reco_log_energy_2 = pipeline.predict(df_sim_test[feature_list]) + df_sim_test['log_s125'].values



    


















    







KeyErrorTraceback (most recent call last)
<ipython-input-23-1e0be4865dd9> in <module>()
      1 pipeline = comp.get_pipeline(pipeline_str)
----> 2 pipeline.fit(df_sim_train[feature_list], df_sim_train['energy_s125_diff'])
      3 reco_log_energy_2 = pipeline.predict(df_sim_test[feature_list]) + df_sim_test['log_s125'].values

/home/jbourbeau/.virtualenvs/composition/lib/python2.7/site-packages/pandas/core/frame.pyc in __getitem__(self, key)
   2137             return self._getitem_multilevel(key)
   2138         else:
-> 2139             return self._getitem_column(key)
   2140 
   2141     def _getitem_column(self, key):

/home/jbourbeau/.virtualenvs/composition/lib/python2.7/site-packages/pandas/core/frame.pyc in _getitem_column(self, key)
   2144         # get column
   2145         if self.columns.is_unique:
-> 2146             return self._get_item_cache(key)
   2147 
   2148         # duplicate columns & possible reduce dimensionality

/home/jbourbeau/.virtualenvs/composition/lib/python2.7/site-packages/pandas/core/generic.pyc in _get_item_cache(self, item)
   1840         res = cache.get(item)
   1841         if res is None:
-> 1842             values = self._data.get(item)
   1843             res = self._box_item_values(item, values)
   1844             cache[item] = res

/home/jbourbeau/.virtualenvs/composition/lib/python2.7/site-packages/pandas/core/internals.pyc in get(self, item, fastpath)
   3841 
   3842             if not isna(item):
-> 3843                 loc = self.items.get_loc(item)
   3844             else:
   3845                 indexer = np.arange(len(self.items))[isna(self.items)]

/home/jbourbeau/.virtualenvs/composition/lib/python2.7/site-packages/pandas/core/indexes/base.pyc in get_loc(self, key, method, tolerance)
   2525                 return self._engine.get_loc(key)
   2526             except KeyError:
-> 2527                 return self._engine.get_loc(self._maybe_cast_indexer(key))
   2528 
   2529         indexer = self.get_indexer([key], method=method, tolerance=tolerance)

pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'energy_s125_diff'
















In [11]:



    


reco_log_energy



    


















    
Out[11]:








array([6.44702  , 5.992215 , 5.982489 , ..., 6.6384773, 6.549923 ,
       6.217352 ], dtype=float32)

















In [12]:



    


reco_log_energy.max()



    


















    
Out[12]:








7.629562

















In [14]:



    


num_features = len(feature_list)
importances = pipeline.named_steps['classifier'].feature_importances_
indices = np.argsort(importances)[::-1]

fig, ax = plt.subplots()
for f in range(num_features):
    print('{}) {}'.format(f + 1, importances[indices[f]]))

ax.set_ylabel('Feature Importance')
ax.bar(range(num_features), importances[indices], align='center')
plt.xticks(range(num_features), np.array(feature_labels)[indices], rotation=45)
ax.set_xlim([-1, len(feature_list)])
ax.grid(axis='y')
feature_importance_outfile = os.path.join(comp.paths.figures_dir, 'model_evaluation',
                                          'energy-feature-importance-{}.png'.format(config))
comp.check_output_dir(feature_importance_outfile)
# plt.savefig(feature_importance_outfile)
plt.show()



    


















    






1) nan
2) nan
3) nan

Feature stress tests





In [142]:



    


n_samples = 100
df_sample = df_sim_train.sample(n_samples, random_state=2)
df_sample = df_sample.sort_values('MC_log_energy')
df_sample.head()



    


















    
Out[142]:











  
    

      
      FractionContainment_Laputop_IceTop
      FractionContainment_Laputop_InIce
      FractionContainment_MCPrimary_IceTop
      FractionContainment_MCPrimary_InIce
      IceTopLLHRatio
      IceTopMaxSignal
      IceTopMaxSignalInEdge
      IceTopMaxSignalString
      IceTopNeighbourMaxSignal
      IceTop_charge_beyond_0m
      ...
      comp_target_4
      lap_log_energy
      lap_cos_zenith
      log_s50
      log_s80
      log_s125
      log_s180
      log_s250
      log_s500
      log_dEdX
    

  
  
    

      12630_12067_64_0
      0.854636
      0.643469
      0.836691
      0.579064
      3.865166
      7.293259
      0
      20
      6.827696
      24.530202
      ...
      1
      5.777506
      0.957485
      0.779675
      0.263631
      -0.249715
      -0.686029
      -1.092098
      -1.989330
      0.409856
    

    

      12360_4239_59_0
      0.406992
      0.858278
      0.406270
      0.819510
      7.660402
      17.591007
      0
      27
      10.068559
      46.458214
      ...
      0
      5.865827
      0.937699
      1.124806
      0.454967
      -0.204414
      -0.760047
      -1.273609
      -2.397654
      0.436811
    

    

      12630_7059_53_0
      0.043311
      0.598833
      0.065464
      0.596317
      -0.745434
      17.413742
      0
      46
      6.044076
      35.561785
      ...
      1
      5.758178
      0.977701
      0.969327
      0.345380
      -0.270424
      -0.790452
      -1.271939
      -2.328303
      1.152030
    

    

      12360_6819_58_0
      0.394887
      0.259281
      0.406349
      0.280530
      2.101278
      16.864664
      0
      28
      4.511161
      44.234513
      ...
      0
      5.787223
      0.999325
      1.020533
      0.386284
      -0.239304
      -0.767325
      -1.256012
      -2.327570
      0.570978
    

    

      12360_15250_10_0
      0.636892
      0.964270
      0.630396
      0.951499
      5.075446
      359.910828
      0
      16
      83.584290
      317.526236
      ...
      0
      5.919825
      0.921974
      0.971710
      0.410381
      -0.145965
      -0.617413
      -1.055133
      -2.019151
      0.037509
    

  



5 rows × 100 columns



















In [143]:



    


df_sim_train['log_s125'].plot(kind='hist', bins=100)



    


















    
Out[143]:








<matplotlib.axes._subplots.AxesSubplot at 0x7f70c6f26fd0>










    
























In [154]:



    


# log_s125_samples = np.sort(df_sim_train['log_s125'].sample(50, random_state=2))
log_s125_samples = np.linspace(0, 2, 50)
log_s125_index = feature_list.index('log_s125')

stress_test = {}
for name, row in df_sample.iterrows():
    row_X = row[feature_list].values.copy()
    row_X = np.array([row_X for _ in range(len(log_s125_samples))])
    row_X[:, log_s125_index] = log_s125_samples
    pred = reg.predict(row_X) # + row_X[:, log_s125_index]
    stress_test[name] = pred



    











In [155]:



    


fig, ax = plt.subplots()
colors = sns.color_palette('Greens_d', len(stress_test))
for key, color in zip(stress_test, colors):
    pred = stress_test[key]
    ax.plot(log_s125_samples, pred, marker='None', ls='-', color=color, alpha=0.7)
ax.set_xlabel('$\mathrm{\log_{10}(S_{125})}$')
ax.set_ylabel('$\mathrm{\log_{10}(E_{reco}/GeV)}$')
ax.grid()
s125_stress_test_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                        's125_stress_test.png')
comp.check_output_dir(s125_stress_test_outfile)
# plt.savefig(s125_stress_test_outfile)
plt.show()



    


















    
























In [146]:



    


df_sim_train['log_dEdX'].plot(kind='hist', bins=100)



    


















    
Out[146]:








<matplotlib.axes._subplots.AxesSubplot at 0x7f70c8534c90>










    
























In [147]:



    


# log_dEdX_samples = np.sort(df_sim_train['log_dEdX'].sample(100))
log_dEdX_samples = np.linspace(1, 2.5, 50)
log_dEdX_index = feature_list.index('log_dEdX')

stress_test = {}
for name, row in df_sample.iterrows():
    row_X = row[feature_list].values.copy()
    row_X = np.array([row_X for _ in range(len(log_dEdX_samples))])
    row_X[:, log_dEdX_index] = log_dEdX_samples
    pred = reg.predict(row_X) # + row_X[:, log_s125_index]
    stress_test[name] = pred



    











In [148]:



    


fig, ax = plt.subplots()
colors = sns.color_palette('Greens_d', len(stress_test))
for key, color in zip(stress_test, colors):
    pred = stress_test[key]
    ax.plot(log_dEdX_samples, pred, marker='None', ls='-', color=color, alpha=0.7)
ax.set_xlabel('$\mathrm{\log_{10}(dE/dX)}$')
ax.set_ylabel('$\mathrm{\log_{10}(E_{reco}/GeV)}$')
ax.grid()
dEdX_stress_test_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                        'dEdX_stress_test.png')
comp.check_output_dir(dEdX_stress_test_outfile)
# plt.savefig(dEdX_stress_test_outfile)
plt.show()



    


















    
























In [149]:



    


df_sim_train['lap_cos_zenith'].plot(kind='hist', bins=100)



    


















    
Out[149]:








<matplotlib.axes._subplots.AxesSubplot at 0x7f70c76e7a90>










    
























In [152]:



    


# zenith_samples = np.sort(df_sim_train['lap_cos_zenith'].sample(100))
zenith_samples = np.linspace(0.85, 1, 50)
zenith_index = feature_list.index('lap_cos_zenith')

stress_test = {}
for name, row in df_sample.iterrows():
    row_X = row[feature_list].values.copy()
    row_X = np.array([row_X for _ in range(len(log_dEdX_samples))])
    row_X[:, zenith_index] = zenith_samples
    pred = reg.predict(row_X) # + row_X[:, log_s125_index]
    stress_test[name] = pred



    











In [153]:



    


fig, ax = plt.subplots()
colors = sns.color_palette('Greens_d', len(stress_test))
for key, color in zip(stress_test, colors):
    pred = stress_test[key]
    ax.plot(zenith_samples, pred, marker='None', ls='-', color=color, alpha=0.7)
ax.set_xlabel('$\mathrm{\\cos(\\theta)}$')
ax.set_ylabel('$\mathrm{\log_{10}(E_{reco}/GeV)}$')
ax.grid()
zenith_stress_test_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                        'zenith_stress_test.png')
comp.check_output_dir(zenith_stress_test_outfile)
# plt.savefig(zenith_stress_test_outfile)
plt.show()

Model validation





In [32]:



    


parameters = {'classifier__max_depth': np.arange(1, 16, dtype=int), 
              'classifier__n_estimators': np.arange(10, 320, 20, dtype=int)}

# parameters = {'classifier__max_depth': range(1, 8), 
#               'classifier__n_estimators':[5, 10, 20, 50, 100, 200, 300, 400, 500, 600]}

grid_search = GridSearchCV(pipeline, parameters, scoring='neg_mean_squared_error',
                           cv=10, n_jobs=20, verbose=2)
grid_search.fit(df_sim_train[feature_list], df_sim_train['MC_log_energy']);



    


















    






Fitting 10 folds for each of 240 candidates, totalling 2400 fits
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV] classifier__n_estimators=10, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.4s
[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.7s
[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.8s
[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.8s
[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.0s










    






[Parallel(n_jobs=20)]: Done   1 tasks      | elapsed:    1.3s










    






[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.8s
[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.2s
[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.8s
[CV]  classifier__n_estimators=10, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV] classifier__n_estimators=30, classifier__max_depth=1 ............
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.4s
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.2s
[CV]  classifier__n_estimators=30, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV] classifier__n_estimators=90, classifier__max_depth=1 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=1, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=1, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s










    






[Parallel(n_jobs=20)]: Done 122 tasks      | elapsed:   12.4s










    






[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.5s
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.6s
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=1, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=1 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=1, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=2 ............
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV] classifier__n_estimators=70, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=2 ............
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=2, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.5s
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=2, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.4s
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=270, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=2 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............










    






[Parallel(n_jobs=20)]: Done 325 tasks      | elapsed:   30.9s










    






[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=2, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=3, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV] classifier__n_estimators=30, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=3 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=3, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=3, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=3, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=3 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=3, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=4, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=4 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=4, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=4, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.4s
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.4s
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.5s
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.4s










    






[Parallel(n_jobs=20)]: Done 608 tasks      | elapsed:   56.6s










    






[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=270, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.5s
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.6s
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.5s
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.6s
[CV]  classifier__n_estimators=270, classifier__max_depth=4, total=   0.7s
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.4s
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.4s
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=4, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=4 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=4, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=5, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.2s
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=5 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=5, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=5, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=5, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=5 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.4s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=5, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=6, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.5s
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV] classifier__n_estimators=70, classifier__max_depth=6 ............
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=6, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=6 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=6, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.2s
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=6, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=6, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=6 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=6, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=7, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............










    






[Parallel(n_jobs=20)]: Done 973 tasks      | elapsed:  1.5min










    






[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV] classifier__n_estimators=50, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=7 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=7, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=7, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.4s
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=7, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.5s
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.6s
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.6s
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=7 ...........
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.4s
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=7, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=8, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=8 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=8, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=8, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=8, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=8, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=8 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.1s
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=8, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=10, classifier__max_depth=9, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=30, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=50, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.7s
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.6s
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.2s
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=70, classifier__max_depth=9 ............
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=70, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=9 ............
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=9, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=110, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.4s
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=130, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=150, classifier__max_depth=9, total=   0.2s
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=170, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.4s
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.2s
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=170, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=190, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=190, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=210, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.5s
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=230, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=230, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=250, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=270, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   1.5s
[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   1.6s
[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   1.4s
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   1.3s
[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   1.2s
[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   0.8s
[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   0.9s
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   0.5s
[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   1.2s
[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   1.0s










    






[Parallel(n_jobs=20)]: Done 1418 tasks      | elapsed:  2.2min










    






[CV]  classifier__n_estimators=270, classifier__max_depth=9, total=   1.3s
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   0.6s
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   0.9s
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   0.9s
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   0.7s
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   1.0s
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   0.6s
[CV] classifier__n_estimators=290, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   0.4s
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=290, classifier__max_depth=9, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=9 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=9, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=10, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=10 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=90, classifier__max_depth=10, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.2s
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.2s
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=10, total=   0.5s
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.8s
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.7s
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.6s
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=10, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=10 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=10, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=11, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=11 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=11 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=11, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=11 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=90, classifier__max_depth=11, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=11, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=11, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.5s
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=290, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.4s
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.4s
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=11 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=11, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV] classifier__n_estimators=10, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.1s
[CV]  classifier__n_estimators=10, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=12 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=12 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=90, classifier__max_depth=12, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=12, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=12, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=12, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=12, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=12 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.6s
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=12, total=   0.6s
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=13, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........










    






[Parallel(n_jobs=20)]: Done 1945 tasks      | elapsed:  3.0min










    






[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=13 ...........
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.6s
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=13, total=   0.5s
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.5s
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.4s
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.2s
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.2s
[CV]  classifier__n_estimators=170, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.4s
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.5s
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=13, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=13 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=13, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=14, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV]  classifier__n_estimators=30, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=14, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.2s
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.2s
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=14 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=90, classifier__max_depth=14, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=14, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.3s
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.3s
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=14, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=14, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.3s
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.4s
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=14 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.4s
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.0s
[CV]  classifier__n_estimators=310, classifier__max_depth=14, total=   0.5s
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.1s
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.0s
[CV] classifier__n_estimators=10, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=10, classifier__max_depth=15, total=   0.0s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=30, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=30, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=50, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=50, classifier__max_depth=15, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=70, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=70, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV] classifier__n_estimators=90, classifier__max_depth=15 ...........
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=90, classifier__max_depth=15, total=   0.1s
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.2s
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.3s
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=110, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=110, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=130, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV]  classifier__n_estimators=130, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=150, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=150, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=170, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.3s
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=170, classifier__max_depth=15, total=   0.2s
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=190, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=190, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.4s
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.4s
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.3s
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=210, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=210, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.3s
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.4s
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=230, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.3s
[CV]  classifier__n_estimators=230, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=250, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=250, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.5s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=270, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.4s
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=270, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.5s
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV] classifier__n_estimators=290, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.5s
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=290, classifier__max_depth=15, total=   0.4s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.5s
[CV] classifier__n_estimators=310, classifier__max_depth=15 ..........
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.5s
[CV]  classifier__n_estimators=310, classifier__max_depth=15, total=   0.4s










    






[Parallel(n_jobs=20)]: Done 2400 out of 2400 | elapsed:  3.7min finished

















In [37]:



    


grid_search.best_params_



    


















    
Out[37]:








{'classifier__max_depth': 1, 'classifier__n_estimators': 70}

















In [33]:



    


cv_results = pd.DataFrame(grid_search.cv_results_)
cv_results.columns



    


















    
Out[33]:








Index([u'mean_fit_time', u'mean_score_time', u'mean_test_score',
       u'mean_train_score', u'param_classifier__max_depth',
       u'param_classifier__n_estimators', u'params', u'rank_test_score',
       u'split0_test_score', u'split0_train_score', u'split1_test_score',
       u'split1_train_score', u'split2_test_score', u'split2_train_score',
       u'split3_test_score', u'split3_train_score', u'split4_test_score',
       u'split4_train_score', u'split5_test_score', u'split5_train_score',
       u'split6_test_score', u'split6_train_score', u'split7_test_score',
       u'split7_train_score', u'split8_test_score', u'split8_train_score',
       u'split9_test_score', u'split9_train_score', u'std_fit_time',
       u'std_score_time', u'std_test_score', u'std_train_score'],
      dtype='object')

















In [34]:



    


pivot_test_score = cv_results.pivot("param_classifier__max_depth", "param_classifier__n_estimators", "mean_test_score")
pivot_test_score



    


















    
Out[34]:











  
    

      param_classifier__n_estimators
      10
      30
      50
      70
      90
      110
      130
      150
      170
      190
      210
      230
      250
      270
      290
      310
    

    

      param_classifier__max_depth
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
    

  
  
    

      1
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      2
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      3
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      4
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      5
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      6
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      7
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      8
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      9
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      10
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      11
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      12
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      13
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      14
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

    

      15
      -0.985872
      -0.19464
      -0.100952
      -0.080339
      -0.082636
      -0.091359
      -0.10059
      -0.108412
      -0.114458
      -0.118914
      -0.122107
      -0.124357
      -0.125926
      -0.127011
      -0.127759
      -0.128272
    

  




















In [36]:



    


# Draw a heatmap with the numeric values in each cell
fig, ax = plt.subplots()
sns.heatmap(-pivot_test_score, annot=False, fmt='0.1%', ax=ax, cmap='viridis_r', 
# sns.heatmap(-pivot_test_score, annot=False, fmt='0.1%', ax=ax, vmin=0, vmax=0.005, cmap='viridis_r', 
            cbar_kws={'label': 'Testing score'}, robust=True, square=False)

# for _, spine in ax.spines.items():
#     spine.set_visible(True)
    
ax.set_xlabel('Number estimators')
ax.set_ylabel('Maximum depth')
ax.invert_yaxis()

plt.xticks(rotation=90) 
plt.yticks(rotation=0) 

outfile = os.path.join(comp.paths.figures_dir, 'model_evaluation',
                       'grid-search-max_depth-n_estimators-heatmap.png')
# plt.savefig(outfile)
plt.show()



    


















    
























In [ ]:



    






    











In [29]:



    


pipeline



    


















    
Out[29]:








Pipeline(memory=None,
     steps=[('classifier', XGBRegressor(base_score=0.5, booster='gblinear', colsample_bylevel=1,
       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,
       max_depth=2, min_child_weight=1, missing=None, n_estimators=100,
       n_jobs=1, nthread=None, objective='reg:linear', random_state=2,
       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,
       silent=True, subsample=1))])

















In [25]:



    


pipeline_str



    


















    
Out[25]:








'xgboost_energy_IC86.2012'

















In [23]:



    


max_depth_values = np.arange(1, 16, dtype=int)
df_cv_max_depth = comp.cross_validate_comp(
                            df_sim_train, df_sim_test, pipeline_str, 
                            param_name='max_depth', param_values=max_depth_values,
                            feature_list=feature_list, target='MC_log_energy', 
#                             feature_list=feature_list, target='energy_s125_diff', 
                            scoring=mean_squared_error, num_groups=num_groups, n_splits=10,
#                             verbose=True, n_jobs=1)
                            verbose=True, n_jobs=min(len(max_depth_values), 10))



    


















    






Performing 10-fold CV on 15 hyperparameter values (150 fits):
[########################################] | 100% Completed | 20.6s
[########################################] | 100% Completed |  0.2s

















In [26]:



    


df_cv_max_depth



    


















    
Out[26]:











  
    

      
      classifier
      n_splits
      param_name
      test_mean_heavy
      test_mean_light
      test_mean_total
      test_std_heavy
      test_std_light
      test_std_total
      train_mean_heavy
      train_mean_light
      train_mean_total
      train_std_heavy
      train_std_light
      train_std_total
    

    

      param_value
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
    

  
  
    

      1
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      2
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      3
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      4
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      5
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      6
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      7
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      8
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      9
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      10
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      11
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      12
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      13
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      14
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

    

      15
      xgboost_energy_IC86.2012
      10
      max_depth
      0.075376
      0.09712
      0.086708
      0.002316
      0.002399
      0.00213
      0.075371
      0.097104
      0.086701
      0.00011
      0.00014
      0.000064
    

  




















In [28]:



    


fig, ax = plt.subplots()

# Plot testing curve
ax.plot(df_cv_max_depth.index, df_cv_max_depth['test_mean_total'],
        marker='^', ls=':', color=color_dict['total'], label=composition+' testing set')
test_err_high = df_cv_max_depth['test_mean_total'] + df_cv_max_depth['test_std_total']
test_err_low = df_cv_max_depth['test_mean_total'] - df_cv_max_depth['test_std_total']
ax.fill_between(df_cv_max_depth.index, test_err_high, test_err_low,
                color=color_dict['total'], alpha=0.3)

# Plot training curve
ax.plot(df_cv_max_depth.index, df_cv_max_depth['train_mean_total'],
        marker='.', ls='-', color=color_dict['total'], label=composition+' training set')
train_err_high = df_cv_max_depth['train_mean_total'] + df_cv_max_depth['train_std_total']
train_err_low = df_cv_max_depth['train_mean_total'] - df_cv_max_depth['train_std_total']
ax.fill_between(df_cv_max_depth.index, train_err_high, train_err_low,
                color=color_dict['total'], alpha=0.3)
    
ax.set_xlabel('Maximum depth')
# ax.set_ylabel('R$^2$ CV score')
ax.set_ylabel('MSE score')
# ax.set_ylim(0.95, 1.0)
# ax.set_ylim(0, 0.01)
ax.grid()
# ax.legend(title='True compositions')
# leg = ax.legend(loc='upper center', frameon=False,
#                  bbox_to_anchor=(0.5,  # horizontal
#                                  1.35),# vertical 
#                  ncol=len(comp_list) // 2, fancybox=False)
max_depth_outfile = os.path.join(comp.paths.figures_dir, 'model_evaluation', 'validation-curves',
                                 '{}_max_depth.png'.format(pipeline_str))
comp.check_output_dir(max_depth_outfile)
# plt.savefig(max_depth_outfile)
plt.show()



    


















    
























In [31]:



    


fig, ax = plt.subplots()
# for composition in comp_list + ['total']:
for composition in comp_list:
    # Plot testing curve
    ax.plot(df_cv_max_depth.index, df_cv_max_depth['test_mean_{}'.format(composition)],
            marker='^', ls=':', color=color_dict[composition], label=composition+' testing set')
    test_err_high = df_cv_max_depth['test_mean_{}'.format(composition)] + df_cv_max_depth['test_std_{}'.format(composition)]
    test_err_low = df_cv_max_depth['test_mean_{}'.format(composition)] - df_cv_max_depth['test_std_{}'.format(composition)]
    ax.fill_between(df_cv_max_depth.index, test_err_high, test_err_low,
                    color=color_dict[composition], alpha=0.3)
    
    # Plot training curve
    ax.plot(df_cv_max_depth.index, df_cv_max_depth['train_mean_{}'.format(composition)],
            marker='.', ls='-', color=color_dict[composition], label=composition+' training set')
    train_err_high = df_cv_max_depth['train_mean_{}'.format(composition)] + df_cv_max_depth['train_std_{}'.format(composition)]
    train_err_low = df_cv_max_depth['train_mean_{}'.format(composition)] - df_cv_max_depth['train_std_{}'.format(composition)]
    ax.fill_between(df_cv_max_depth.index, train_err_high, train_err_low,
                    color=color_dict[composition], alpha=0.3)
    
ax.set_xlabel('Maximum depth')
# ax.set_ylabel('R$^2$ CV score')
ax.set_ylabel('MSE score')
# ax.set_ylim(0.95, 1.0)
# ax.set_ylim(0, 0.01)
ax.grid()
# ax.legend(title='True compositions')
leg = ax.legend(loc='upper center', frameon=False,
                 bbox_to_anchor=(0.5,  # horizontal
                                 1.35),# vertical 
                 ncol=len(comp_list) // 2, fancybox=False)
max_depth_outfile = os.path.join(comp.paths.figures_dir, 'model_evaluation', 'validation-curves',
                                 '{}_max_depth.png'.format(pipeline_str))
# comp.check_output_dir(max_depth_outfile)
# plt.savefig(max_depth_outfile)
plt.show()



    


















    
























In [93]:



    


fig, axarr = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(8, 6))
# for composition in comp_list + ['total']:
for composition, ax in zip(comp_list, axarr.flatten()):
    # Plot testing curve
    ax.plot(df_cv_max_depth.index, df_cv_max_depth['test_mean_{}'.format(composition)],
            marker='^', ls=':', color=color_dict[composition], label=composition+' testing set')
    test_err_high = df_cv_max_depth['test_mean_{}'.format(composition)] + df_cv_max_depth['test_std_{}'.format(composition)]
    test_err_low = df_cv_max_depth['test_mean_{}'.format(composition)] - df_cv_max_depth['test_std_{}'.format(composition)]
    ax.fill_between(df_cv_max_depth.index, test_err_high, test_err_low,
                    color=color_dict[composition], alpha=0.3)
    
    # Plot training curve
    ax.plot(df_cv_max_depth.index, df_cv_max_depth['train_mean_{}'.format(composition)],
            marker='.', ls='-', color=color_dict[composition], label=composition+' training set')
    train_err_high = df_cv_max_depth['train_mean_{}'.format(composition)] + df_cv_max_depth['train_std_{}'.format(composition)]
    train_err_low = df_cv_max_depth['train_mean_{}'.format(composition)] - df_cv_max_depth['train_std_{}'.format(composition)]
    ax.fill_between(df_cv_max_depth.index, train_err_high, train_err_low,
                    color=color_dict[composition], alpha=0.3)

    ax.set_xlim(max_depth_values.min(), max_depth_values.max())
    ax.set_ylim(0, 0.01)
    ax.grid()
    ax.legend(loc='upper right')
    
fig.text(0.5, -0.04, 'Maximum depth', ha='center', fontsize=16)
fig.text(-0.04, 0.5, 'Mean squared error', va='center', rotation='vertical', fontsize=16)

max_depth_outfile = os.path.join(comp.paths.figures_dir, 'model_evaluation', 'validation-curves',
                                 '{}_max_depth_composition_grid.png'.format(pipeline_str))
comp.check_output_dir(max_depth_outfile)
plt.savefig(max_depth_outfile)
plt.show()



    


















    
























In [40]:



    


param_values = np.arange(10, 320, 20, dtype=int)
df_cv_n_estimators = comp.cross_validate_comp(
# df_cv_max_depth = comp.analysis.modelevaluation.cross_validate_comp(
                            df_sim_train, df_sim_test, pipeline_str, 
                            param_name='n_estimators', param_values=param_values,
                            feature_list=feature_list, target='MC_log_energy', 
                            scoring=mean_squared_error, num_groups=num_groups, n_splits=10,
                            verbose=True, n_jobs=10)
#                             verbose=True, n_jobs=min(len(param_values), 20))



    


















    






Performing 10-fold CV on 16 hyperparameter values (160 fits):
[########################################] | 100% Completed | 28.0s
[########################################] | 100% Completed |  0.1s

















In [41]:



    


df_cv_n_estimators



    


















    
Out[41]:











  
    

      
      classifier
      n_splits
      param_name
      test_mean_heavy
      test_mean_light
      test_mean_total
      test_std_heavy
      test_std_light
      test_std_total
      train_mean_heavy
      train_mean_light
      train_mean_total
      train_std_heavy
      train_std_light
      train_std_total
    

    

      param_value
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
    

  
  
    

      10
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.758240
      1.194886
      0.985880
      0.014708
      0.012442
      0.010520
      0.758255
      1.194870
      0.985866
      0.001289
      0.001008
      0.000683
    

    

      30
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.112188
      0.270361
      0.194645
      0.003018
      0.004701
      0.002657
      0.112191
      0.270342
      0.194636
      0.000256
      0.000403
      0.000135
    

    

      50
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.059611
      0.138926
      0.100956
      0.001114
      0.003261
      0.001868
      0.059611
      0.138908
      0.100949
      0.000105
      0.000219
      0.000086
    

    

      70
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.058076
      0.100796
      0.080343
      0.001713
      0.002730
      0.002014
      0.058073
      0.100780
      0.080337
      0.000079
      0.000158
      0.000072
    

    

      90
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.069024
      0.095150
      0.082641
      0.002160
      0.002478
      0.002107
      0.069019
      0.095135
      0.082633
      0.000098
      0.000142
      0.000066
    

    

      110
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.081521
      0.100409
      0.091364
      0.002445
      0.002339
      0.002143
      0.081515
      0.100393
      0.091356
      0.000122
      0.000139
      0.000062
    

    

      130
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.092304
      0.108216
      0.100596
      0.002644
      0.002255
      0.002156
      0.092296
      0.108201
      0.100587
      0.000142
      0.000142
      0.000061
    

    

      150
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.100697
      0.115513
      0.108418
      0.002790
      0.002202
      0.002161
      0.100689
      0.115498
      0.108409
      0.000158
      0.000146
      0.000062
    

    

      170
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.106904
      0.121412
      0.114465
      0.002895
      0.002166
      0.002163
      0.106896
      0.121396
      0.114455
      0.000170
      0.000152
      0.000065
    

    

      190
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.111362
      0.125866
      0.118920
      0.002971
      0.002142
      0.002163
      0.111353
      0.125850
      0.118910
      0.000178
      0.000158
      0.000068
    

    

      210
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.114507
      0.129104
      0.122114
      0.003024
      0.002126
      0.002163
      0.114497
      0.129088
      0.122104
      0.000184
      0.000163
      0.000072
    

    

      230
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.116700
      0.131407
      0.124364
      0.003061
      0.002114
      0.002163
      0.116690
      0.131391
      0.124354
      0.000189
      0.000167
      0.000075
    

    

      250
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.118219
      0.133021
      0.125933
      0.003087
      0.002106
      0.002163
      0.118209
      0.133005
      0.125922
      0.000192
      0.000170
      0.000078
    

    

      270
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.119265
      0.134142
      0.127018
      0.003105
      0.002100
      0.002163
      0.119255
      0.134126
      0.127007
      0.000194
      0.000173
      0.000080
    

    

      290
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.119984
      0.134916
      0.127766
      0.003117
      0.002096
      0.002162
      0.119974
      0.134900
      0.127755
      0.000195
      0.000175
      0.000081
    

    

      310
      xgboost_energy_IC86.2012
      10
      n_estimators
      0.120476
      0.135448
      0.128279
      0.003125
      0.002093
      0.002162
      0.120466
      0.135432
      0.128268
      0.000196
      0.000176
      0.000083
    

  




















In [42]:



    


fig, ax = plt.subplots()
for composition in comp_list:
    # Plot testing curve
    ax.plot(df_cv_n_estimators.index, df_cv_n_estimators['test_mean_{}'.format(composition)],
            marker='^', ls=':', color=color_dict[composition], label=composition+' testing set')
    test_err_high = df_cv_n_estimators['test_mean_{}'.format(composition)] + df_cv_n_estimators['test_std_{}'.format(composition)]
    test_err_low = df_cv_n_estimators['test_mean_{}'.format(composition)] - df_cv_n_estimators['test_std_{}'.format(composition)]
    ax.fill_between(df_cv_n_estimators.index, test_err_high, test_err_low,
                    color=color_dict[composition], alpha=0.3)
    
    # Plot training curve
    ax.plot(df_cv_n_estimators.index, df_cv_n_estimators['train_mean_{}'.format(composition)],
            marker='.', ls='-', color=color_dict[composition], label=composition+' training set')
    train_err_high = df_cv_n_estimators['train_mean_{}'.format(composition)] + df_cv_n_estimators['train_std_{}'.format(composition)]
    train_err_low = df_cv_n_estimators['train_mean_{}'.format(composition)] - df_cv_n_estimators['train_std_{}'.format(composition)]
    ax.fill_between(df_cv_n_estimators.index, train_err_high, train_err_low,
                    color=color_dict[composition], alpha=0.3)
ax.set_xlabel('Number of estimators')
ax.set_ylabel('MSE score')
# ax.set_ylabel('MSE testing score')
# ax.set_ylim(0, 0.01)
ax.grid()
ax.legend(title='True compositions')
plt.show()

Energy reconstruction performance plots





In [15]:



    


h_lap, xedges, yedges  = np.histogram2d(df_sim_test['MC_log_energy'], df_sim_test['lap_log_energy'],
                                        bins=np.linspace(6.0, 8.0, 100))
h_lap = np.rot90(h_lap)
h_lap = np.flipud(h_lap)

h_reco, xedges, yedges  = np.histogram2d(df_sim_test['MC_log_energy'], reco_log_energy,
                                         bins=np.linspace(6.0, 8.0, 100))
h_reco = np.rot90(h_reco)
h_reco = np.flipud(h_reco)
extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]

gs = gridspec.GridSpec(1, 2, wspace=0.15)
ax_lap = plt.subplot(gs[0])
# ax_reco = plt.subplot(gs[1])
ax_reco = plt.subplot(gs[1], sharey=ax_lap)

# fig, ax = plt.subplots()
for h, ax, title in zip([h_lap, h_reco], [ax_lap, ax_reco], ['Laputop', 'RF']):
    ax.imshow(h, extent=extent, norm=LogNorm(), origin='lower', interpolation='none',
              aspect='auto')
    ax.plot([6, 8], [6, 8], marker='None', ls=':')
    # ax.set_xlim([6.4, 8.0])
    # ax.set_ylim([6.4, 8.0])
    ax.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')
#     ax.set_ylabel('$\mathrm{\log_{10}(E_{reco}/GeV)}$')
    ax.set_title(title)
    ax.grid()
    
ax_reco.tick_params(labelleft='off')
ax_lap.set_ylabel('$\mathrm{\log_{10}(E_{reco}/GeV)}$')

# plt.colorbar(label='Counts')
true_vs_reco_energy_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                         'MC_vs_reco_energy_{}.png'.format(config))
# comp.check_output_dir(true_vs_reco_energy_outfile)
# plt.savefig(true_vs_reco_energy_outfile)
plt.show()



    


















    






/data/user/jbourbeau/virtualenv/cr-composition_el7/lib/python2.7/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.
  warnings.warn(message, mplDeprecation, stacklevel=1)










    
























In [16]:



    


h, xedges, yedges  = np.histogram2d(df_sim_test['MC_log_energy'], reco_log_energy,
                                    bins=np.linspace(6.0, 8.0, 100))

extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]
h = np.rot90(h)
h = np.flipud(h)

fig, ax = plt.subplots()
plt.imshow(h, extent=extent, norm=LogNorm(), origin='lower', interpolation='none', aspect='auto')
ax.plot([6, 8], [6, 8], marker='None', ls=':')
# ax.set_xlim([6.4, 8.0])
# ax.set_ylim([6.4, 8.0])
ax.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')
ax.set_ylabel('$\mathrm{\log_{10}(E_{reco}/GeV)}$')
ax.grid()
plt.colorbar(label='Counts')
true_vs_reco_energy_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                         'MC_vs_reco_energy.png')
# comp.check_output_dir(true_vs_reco_energy_outfile)
# plt.savefig(true_vs_reco_energy_outfile)
plt.show()



    


















    
























In [55]:



    


# Energy resolution
energy_res = reco_log_energy - df_sim_test['MC_log_energy']
lap_energy_res = df_sim_test['lap_log_energy'] - df_sim_test['MC_log_energy']
log_energy_bins = np.arange(6.4, 8.1, 0.1)

gs = gridspec.GridSpec(2, 1, height_ratios=[1,1], hspace=0.1)
ax1 = plt.subplot(gs[0])
ax2 = plt.subplot(gs[1], sharex=ax1)

for composition in comp_list:
#     comp_mask = df_sim_test['MC_comp_class'] == composition
    
    # Plot RF reco energy 
    medians, stds, _ = comp.analysis.get_median_std(
                                df_sim_test.loc[comp_mask_test[composition], 'MC_log_energy'],
                                energy_res[comp_mask_test[composition]],
                                log_energy_bins)

    plotting.plot_steps(log_energy_bins, medians, lw=1,
                        color=color_dict[composition], alpha=0.8,
                        label=composition+' (RF)', ax=ax1)

    plotting.plot_steps(log_energy_bins, stds, lw=1,
                        color=color_dict[composition], alpha=0.8,
                        label=composition+' (RF)', ax=ax2)
    
    # Plot Laputop reco energy 
    medians, stds, _ = comp.analysis.get_median_std(
                                df_sim_test.loc[comp_mask_test[composition], 'MC_log_energy'],
                                lap_energy_res[comp_mask_test[composition]],
                                log_energy_bins)

    plotting.plot_steps(log_energy_bins, medians, lw=1, ls='--',
                        color=color_dict[composition], alpha=0.8,
                        label=composition+' (Laptuop)', ax=ax1)

    plotting.plot_steps(log_energy_bins, stds, lw=1, ls='--',
                        color=color_dict[composition], alpha=0.8, 
                        label=composition+' (Laptuop)', ax=ax2)

ax1.axhline(0, marker='None', linestyle='-.', color='k', lw=1.5)
ax1.set_ylabel('Median of\n$\mathrm{\log_{10}(E_{reco}/E_{true})}$')
ax1.set_ylim(-0.1, 0.1)
ax1.tick_params(labelbottom='off')
ax1.grid()
# ax1.legend(title='True composition')
leg = ax1.legend(loc='upper center', frameon=False,
                 bbox_to_anchor=(0.5,  # horizontal
                                 1.45),# vertical 
                 ncol=len(comp_list) // 2, fancybox=False)

ax2.set_ylabel('1$\mathrm{\sigma}$ of $\mathrm{\log_{10}(E_{reco}/E_{true})}$')
ax2.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')
ax2.set_ylim(0)
ax2.set_xlim(energybins.log_energy_min, energybins.log_energy_max)
ax2.grid()

ax2.set_xlim(6.4, 8.0)

energy_res_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                  'energy_res_{}.png'.format(config))
comp.check_output_dir(energy_res_outfile)
plt.savefig(energy_res_outfile)

plt.show()



    


















    
























In [35]:



    


# Energy resolution
energy_res = reco_log_energy - df_sim_test['MC_log_energy']
lap_energy_res = df_sim_test['lap_log_energy'] - df_sim_test['MC_log_energy']
# log_energy_bins = np.arange(5.5, 9.1, 0.1)

log_energy_bins = np.concatenate((np.arange(5.5, energybins.log_energy_min, 0.1),
                                  energybins.log_energy_bins))

# log_energy_bins = np.arange(6.4, 8.1, 0.1)

gs = gridspec.GridSpec(2, 1, height_ratios=[1,1], hspace=0.1)
ax1 = plt.subplot(gs[0])
ax2 = plt.subplot(gs[1], sharex=ax1)

for composition in comp_list:
    
    # Plot RF reco energy 
    _, medians, error = comp.data_functions.get_medians(
                                df_sim_test.loc[comp_mask_test[composition], 'MC_log_energy'],
                                energy_res[comp_mask_test[composition]],
                                log_energy_bins)

    comp.plot_steps(log_energy_bins, medians, lw=1.5,
                        color=color_dict[composition], alpha=0.8,
                        label=composition, ax=ax1)
#                         label=composition+' (RF)', ax=ax1)

    comp.plot_steps(log_energy_bins, np.sum(error, axis=0), lw=1.5,
                        color=color_dict[composition], alpha=0.8,
                        label=composition, ax=ax2)
#                         label=composition+' (RF)', ax=ax2)
    
#     # Plot Laputop reco energy 
#     _, medians, error = comp.data_functions.get_medians(
#                                 df_sim_test.loc[comp_mask_test[composition], 'MC_log_energy'],
#                                 lap_energy_res[comp_mask_test[composition]],
#                                 log_energy_bins)

#     comp.plot_steps(log_energy_bins, medians, lw=1.5, ls='--',
#                         color=color_dict[composition], alpha=0.8,
#                         label=composition+' (Laputop)', ax=ax1)

#     comp.plot_steps(log_energy_bins, np.sum(error, axis=0), lw=1.5, ls='--',
#                         color=color_dict[composition], alpha=0.8, 
#                         label=composition+' (Laputop)', ax=ax2)

ax1.axhline(0, marker='None', linestyle='-', color='k', lw=0.5)
ax1.axvline(6.4, marker='None', linestyle=':', color='k', lw=0.75)
ax2.axvline(6.4, marker='None', linestyle=':', color='k', lw=0.75)

ax1.set_ylabel('Median of\n$\mathrm{\log_{10}(E_{reco}/E_{true})}$')
ax1.set_ylim(-0.1, 0.1)
ax1.tick_params(labelbottom='off')
ax1.grid()
# ax1.legend(title='True composition')
leg = ax1.legend(loc='upper center', frameon=False,
                 bbox_to_anchor=(0.5,  # horizontal
                                 1.275),# vertical 
#                                  1.425),# vertical 
#                                  1.85),# vertical 
                 ncol=2, fancybox=False)
#                  ncol=len(comp_list)//2, fancybox=False)

ax2.set_ylabel('68\% containment\nof $\mathrm{\log_{10}(E_{reco}/E_{true})}$')
ax2.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')
ax2.set_ylim(0, 0.15)
# ax2.set_xlim(energybins.log_energy_min, energybins.log_energy_max)
ax2.grid()

ax2.set_xlim(6.4, 8.0)

energy_res_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                  'energy_res_compare_{}.png'.format(config))
comp.check_output_dir(energy_res_outfile)
plt.savefig(energy_res_outfile)

plt.show()



    


















    
























In [19]:



    


# Energy resolution
energy_res = reco_log_energy - df_sim_test['MC_log_energy']
energy_res_2 = reco_log_energy_2 - df_sim_test['MC_log_energy']
lap_energy_res = df_sim_test['lap_log_energy'] - df_sim_test['MC_log_energy']
# log_energy_bins = np.arange(5.5, 9.1, 0.1)

log_energy_bins = np.concatenate((np.arange(5.5, energybins.log_energy_min, 0.1),
                                  energybins.log_energy_bins))

# log_energy_bins = np.arange(6.4, 8.1, 0.1)
for composition in comp_list:


    gs = gridspec.GridSpec(2, 1, height_ratios=[1,1], hspace=0.1)
    ax1 = plt.subplot(gs[0])
    ax2 = plt.subplot(gs[1], sharex=ax1)

    # Plot RF reco energy 
    _, medians, error = comp.data_functions.get_medians(
                                df_sim_test.loc[comp_mask_test[composition], 'MC_log_energy'],
                                energy_res[comp_mask_test[composition]],
                                log_energy_bins)

    comp.plot_steps(log_energy_bins, medians, lw=1.5,
                        color=color_dict[composition], alpha=0.8,
                        label=composition+' (RF)', ax=ax1)

    comp.plot_steps(log_energy_bins, np.sum(error, axis=0), lw=1.5,
                        color=color_dict[composition], alpha=0.8,
                        label=composition+' (RF)', ax=ax2)
    
    # Plot RF reco energy 2
    _, medians, error = comp.data_functions.get_medians(
                                df_sim_test.loc[comp_mask_test[composition], 'MC_log_energy'],
                                energy_res_2[comp_mask_test[composition]],
                                log_energy_bins)

    comp.plot_steps(log_energy_bins, medians, lw=1.5, ls='-.', 
                        color=color_dict[composition], alpha=0.8,
                        label=composition+' (RF 2)', ax=ax1)

    comp.plot_steps(log_energy_bins, np.sum(error, axis=0), lw=1.5, ls='-.',
                        color=color_dict[composition], alpha=0.8,
                        label=composition+' (RF 2)', ax=ax2)

    
    
    # Plot Laputop reco energy 
    _, medians, error = comp.data_functions.get_medians(
                                df_sim_test.loc[comp_mask_test[composition], 'MC_log_energy'],
                                lap_energy_res[comp_mask_test[composition]],
                                log_energy_bins)

    comp.plot_steps(log_energy_bins, medians, lw=1.5, ls='--',
                        color=color_dict[composition], alpha=0.8,
                        label=composition+' (Laputop)', ax=ax1)

    comp.plot_steps(log_energy_bins, np.sum(error, axis=0), lw=1.5, ls='--',
                        color=color_dict[composition], alpha=0.8, 
                        label=composition+' (Laputop)', ax=ax2)

    ax1.axhline(0, marker='None', linestyle='-', color='k', lw=0.5)
    ax1.axvline(6.4, marker='None', linestyle=':', color='k', lw=0.75)
    ax2.axvline(6.4, marker='None', linestyle=':', color='k', lw=0.75)

    ax1.set_ylabel('Median of\n$\mathrm{\log_{10}(E_{reco}/E_{true})}$')
    ax1.set_ylim(-0.1, 0.1)
    ax1.tick_params(labelbottom='off')
    ax1.grid()
    ax1.legend(loc='upper right')
    # leg = ax1.legend(loc='upper center', frameon=False,
    #                  bbox_to_anchor=(0.5,  # horizontal
    # #                                  1.275),# vertical 
    #                                  1.85),# vertical 
    #                  ncol=len(comp_list)//2, fancybox=False)

    ax2.set_ylabel('68\% containment\nof $\mathrm{\log_{10}(E_{reco}/E_{true})}$')
    ax2.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')
    ax2.set_ylim(0, 0.15)
    # ax2.set_xlim(energybins.log_energy_min, energybins.log_energy_max)
    ax2.grid()

    ax2.set_xlim(6.4, 8.0)

    energy_res_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                      'energy_res_compare_{}_{}.png'.format(config, composition))
    comp.check_output_dir(energy_res_outfile)
    plt.savefig(energy_res_outfile)

    plt.show()



    


















    






/data/user/jbourbeau/miniconda/envs/composition/lib/python3.6/site-packages/matplotlib/figure.py:2022: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.
  warnings.warn("This figure includes Axes that are not compatible "










    

















    






/data/user/jbourbeau/miniconda/envs/composition/lib/python3.6/site-packages/matplotlib/figure.py:2022: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.
  warnings.warn("This figure includes Axes that are not compatible "










    

















    






/data/user/jbourbeau/miniconda/envs/composition/lib/python3.6/site-packages/matplotlib/figure.py:2022: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.
  warnings.warn("This figure includes Axes that are not compatible "










    

















    






/data/user/jbourbeau/miniconda/envs/composition/lib/python3.6/site-packages/matplotlib/figure.py:2022: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.
  warnings.warn("This figure includes Axes that are not compatible "










    
























In [12]:



    


reco_log_energy.min(), reco_log_energy.max()



    


















    
Out[12]:








(5.5794904682434039, 9.4649293863545978)

















In [13]:



    


df_sim_test.MC_log_energy.min(), df_sim_test.MC_log_energy.max()



    


















    
Out[13]:








(5.2480956628028359, 9.4992049791454747)

















In [15]:



    


df_sim_test.lap_log_energy.min(), df_sim_test.lap_log_energy.max()



    


















    
Out[15]:








(5.1358539936035763, 9.6503336874662615)

















In [14]:



    


log_energy_bins



    


















    
Out[14]:








array([ 6.4,  6.5,  6.6,  6.7,  6.8,  6.9,  7. ,  7.1,  7.2,  7.3,  7.4,
        7.5,  7.6,  7.7,  7.8,  7.9,  8. ,  8.1,  8.2,  8.3,  8.4,  8.5,
        8.6,  8.7,  8.8,  8.9,  9. ])

















In [ ]:



    






    











In [29]:



    


# Energy resolution
energy_res = reco_log_energy - df_sim_test['MC_log_energy']
lap_energy_res = df_sim_test['lap_log_energy'] - df_sim_test['MC_log_energy']


fig, ax = plt.subplots()
res_color_dict = {'light': sns.color_palette('Blues', 3).as_hex()[::-1],
                  'heavy': sns.color_palette('Oranges', 3).as_hex()[::-1]}
for composition in comp_list:
    comp_mask = df_sim_test['MC_comp_class'] == composition
    
    bin_centers, bin_medians, error = comp.analysis.get_medians(
                            df_sim_test.loc[comp_mask_test[composition], 'MC_log_energy'], 
                            energy_res[comp_mask_test[composition]],
                            energybins.log_energy_bins)
    ax.errorbar(bin_centers, bin_medians, yerr=error, marker='.', ls='--', 
                color=res_color_dict[composition][0], alpha=0.8, label=composition + ' (RF)')

    
    bin_centers, bin_medians, error = comp.analysis.get_medians(
                            df_sim_test.loc[comp_mask_test[composition], 'MC_log_energy'], 
                            lap_energy_res[comp_mask_test[composition]],
                            energybins.log_energy_bins)
    ax.errorbar(bin_centers + 0.02, bin_medians, yerr=error, marker='^', ls=':', 
                color=res_color_dict[composition][1], alpha=0.8, label=composition + ' (Laputop)')
    
ax.axhline(0, marker='None', linestyle='-.', color='k', lw=1.5)
ax.set_ylabel('$\mathrm{\log_{10}(E_{reco}/E_{true})}$')
# ax.set_ylim(-0.1, 0.1)
ax.grid()
# ax.legend()
leg = ax.legend(loc='upper center', frameon=False,
                 bbox_to_anchor=(0.5,  # horizontal
                                 1.25),# vertical 
                 ncol=len(comp_list), fancybox=False)

# ax2.set_ylabel('1$\mathrm{\sigma}$ of $\mathrm{\log_{10}(E_{reco}/E_{true})}$')
ax.set_xlabel('$\mathrm{\log_{10}(E_{true}/GeV)}$')
# ax2.set_ylim(0)
# ax2.set_xlim(energybins.log_energy_min, energybins.log_energy_max)
# ax2.grid()

# ax.set_xlim(6.4, 8.0)

energy_res_outfile = os.path.join(comp.paths.figures_dir, 'energy_reco',
                                  'energy_res_comparison.png')
comp.check_output_dir(energy_res_outfile)
plt.savefig(energy_res_outfile)

plt.show()



    


















    







KeyErrorTraceback (most recent call last)
<ipython-input-29-70dec81a2c9e> in <module>()
     15                             energybins.log_energy_bins)
     16     ax.errorbar(bin_centers, bin_medians, yerr=error, marker='.', ls='--', 
---> 17                 color=res_color_dict[composition][0], alpha=0.8, label=composition + ' (RF)')
     18 
     19 

KeyError: 'intermediate'









    
























In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    






    











In [ ]:



    


def plot_validation_curve(validation_dict, param_name, ylime=None, ax=None):
    
    if ax is None:
        ax = plt.gca()
        
    ax.plot(validation_dict['range'], validation_dict['train_mean'], label="Training score",
             color='C0')
    ax.fill_between(validation_dict['range'], validation_dict['train_mean'] - validation_dict['train_std'],
                     validation_dict['train_mean'] + validation_dict['train_std'], alpha=0.2,
                     color='C0')
    
    ax.plot(validation_dict['range'], validation_dict['test_mean'], label="Cross-validation score",
                 color='C2')
    ax.fill_between(validation_dict['range'], validation_dict['test_mean'] - validation_dict['test_std'],
                     validation_dict['test_mean'] + validation_dict['test_std'], alpha=0.2,
                     color='C2')
    
    ax.set_xlabel(param_name)
    ax.set_ylabel('Median energy resolution')
    ax.grid()
    ax.legend()
    
    return ax

Validation curve for maximum tree depth





In [ ]:



    


max_depth_validation = {}
max_depth_validation['range'] = np.arange(1, 11)
train_scores, test_scores = validation_curve(clf, sim_train.X, sim_train.y,
                                param_name='max_depth', param_range=max_depth_validation['range'],
                                cv=10, scoring=scorer, n_jobs=5, verbose=2)
max_depth_validation['train_mean'] = np.mean(train_scores, axis=1)
max_depth_validation['train_std'] = np.std(train_scores, axis=1)
max_depth_validation['test_mean'] = np.mean(test_scores, axis=1)
max_depth_validation['test_std'] = np.std(test_scores, axis=1)



    











In [ ]:



    


fig, ax = plt.subplots()
ax = plot_validation_curve(max_depth_validation, 'Maximum tree depth', ax=ax)
plt.show()



    











In [ ]:



    


max_depth_validation



    











In [ ]:



    


clf.set_params(max_depth=20)



    











In [ ]:



    


n_estimators_validation = {}
n_estimators_validation['range'] = np.arange(10, 500, 100)
train_scores, test_scores = validation_curve(clf, sim_train.X, sim_train.y,
                                param_name='n_estimators', param_range=n_estimators_validation['range'],
                                cv=10, scoring=scorer, n_jobs=5, verbose=2)
n_estimators_validation['train_mean'] = np.mean(train_scores, axis=1)
n_estimators_validation['train_std'] = np.std(train_scores, axis=1)
n_estimators_validation['test_mean'] = np.mean(test_scores, axis=1)
n_estimators_validation['test_std'] = np.std(test_scores, axis=1)



    











In [ ]:



    


n_estimators_validation



    











In [ ]:



    


fig, ax = plt.subplots()
ax = plot_validation_curve(n_estimators_validation, 'Number of iterations', ax=ax)
plt.show()



    











In [ ]:



    


clf.set_params(n_estimators=200)



    











In [ ]:



    


clf = clf.fit(sim_train.X, sim_train.y)
train_pred = clf.predict(sim_train.X)
# train_acc = mean_squared_error(sim_train.y, train_pred)
train_score = median_energy_res(sim_train.y, train_pred)

test_pred = clf.predict(sim_test.X)
# test_acc = mean_squared_error(sim_test.y, test_pred)
test_score = median_energy_res(sim_test.y, test_pred)
print('Testing score: {}'.format(test_score))
print('Training score: {}'.format(train_score))



    











In [ ]:



    


energy_bins = 10**np.arange(5.0, 9.51, 0.1)
energy_midpoints = (energy_bins[1:] + energy_bins[:-1]) / 2



    











In [ ]:



    


light_mask = sim_test.comp == 'light'
heavy_mask = sim_test.comp == 'heavy'



    











In [ ]:



    


energy_resolution = np.log10(test_pred/sim_test.y)
_, bin_medians_light, error_light = comp.analysis.data_functions.get_medians(np.log10(sim_test.y)[light_mask],
                                                                           energy_resolution[light_mask],
                                                                           np.log10(energy_bins))
_, bin_medians_heavy, error_heavy = comp.analysis.data_functions.get_medians(np.log10(sim_test.y)[heavy_mask],
                                                                           energy_resolution[heavy_mask],
                                                                           np.log10(energy_bins))



    











In [ ]:



    


fig, ax = plt.subplots()
ax.errorbar(np.log10(energy_midpoints), bin_medians_light, yerr=error_light,
            marker='.', ls='None', label='light')
ax.errorbar(np.log10(energy_midpoints), bin_medians_heavy, yerr=error_heavy,
            marker='.', ls='None', label='heavy')
ax.axhline(0, marker='None', linestyle='-.', color='k')
ax.set_xlabel('$\mathrm{\log_{10}(E_{MC}/GeV)}$')
ax.set_ylabel('$\mathrm{\log_{10}(E_{reco}/E_{true})}$')
ax.set_xlim([6.3, 9.0])
ax.set_ylim([-0.15, 0.15])
ax.legend()
plt.grid()
# plt.savefig('/home/jbourbeau/public_html/figures/lap-energyres.png')
plt.show()



    











In [ ]:

Content source: jrbourbeau/cr-composition

Similar notebooks:

notebook.community | gallery | about