Algorithm Walk-Through¶
This notebook will walkthrough the preprocessing steps as well as the ML algorithm training procedure used for the multi-dimensional, multi-output data.
Experiment Overview¶
Code¶
Packages¶
import sys
sys.path.insert(0, "/media/disk/erc/papers/2019_ML_OCN/ml4ocean/src")
# Standard packages
import numpy as np
import pandas as pd
# Datasets
from data.make_dataset import DataLoader, load_standard_data, load_high_dim_data, load_labels, get_data
# Experiments
# Features
from features.pca_features import transform_all, transform_individual
from features.analysis import get_stats
from sklearn.preprocessing import StandardScaler
from data.make_dataset import ValidationFloats
from features.build_features import run_input_preprocess, run_input_postprocess, run_output_preprocess, run_output_postprocess, run_split
# ML Models
from sklearn.model_selection import train_test_split
from models.baseline import train_rf_model
import statsmodels.api as smi
# Visualization
from visualization.visualize import plot_mo_stats, plot_geolocations, get_depth_labels
from sklearn.inspection import permutation_importance
import matplotlib.pyplot as plt
plt.style.use('seaborn-poster')
%load_ext autoreload
%autoreload 2
Data¶
class DataParams:
region = 'na'
class ProcessParams:
n_components = 10
valid_split = 0.2
input_std = "before"
pca_seed = 123
bootstrap_seed = 123
std_ouputs = False
def run_experiment():
# Load Data
dataset = get_data(DataParams)
print("Input:\n", dataset['ytrain'].min().min(), dataset['ytrain'].max().max())
# Run Inputs Preprocessing
dataset = run_input_preprocess(ProcessParams, dataset)
# Run Outputs Preprocessing
# Train Test Split
dataset = run_split(ProcessParams, dataset)
# Run Inputs PostProcessing
if ProcessParams.input_std == 'after':
dataset = run_input_postprocess(ProcessParams, dataset)
# Run Outputs Post Processing
dataset = run_output_postprocess(ProcessParams, dataset)
print("Output:\n", dataset['ytrain'].min().min(), dataset['ytrain'].max().max())
return dataset
class DataParams:
region = 'na'
class ProcessParams:
n_components = 5
valid_split = 0.2
input_std = "before"
pca_seed = 123
bootstrap_seed = 111
std_ouputs = True
dataset = run_experiment()
region = DataParams.region
print('Training:')
print(dataset['Xtrain'].shape, dataset['ytrain'].shape)
print('Validation:')
print(dataset['Xvalid'].shape, dataset['yvalid'].shape)
print('Testing:')
print(dataset['Xtest'].shape, dataset['ytest'].shape)
Input: 9.99999974737875e-06 0.0227799993008375 Output: -8.90301918762965 10.745141882960526 Training: (2288, 33) (2288, 276) Validation: (572, 33) (572, 276) Testing: (162, 33) (162, 276)
2 - Load ML Model¶
def load_model(save_name):
# model path
MODEL_PATH = "/media/disk/erc/papers/2019_ML_OCN/ml4ocean/models/control/"
# save model
from joblib import load
model = load(MODEL_PATH + save_name + '.joblib')
return model
5.1 - Ridge Regression¶
model_name = 'lr'
# save name
save_name = f"{model_name}_{DataParams.region}"
# load model
model = load_model(save_name)
5.3 - (3-Layer) MultiPerceptron Model¶
model_name = 'mlp'
# save name
save_name = f"{model_name}_{DataParams.region}"
# load model
model = load_model(save_name)
5.4 - MO Random Forest Model¶
model_name = 'morf'
# save name
save_name = f"{model_name}_{DataParams.region}"
# load model
model = load_model(save_name)
6 - Test ML Model¶
6.1 - Training Data Results¶
This is often not reported but it is very good to check how well a model does on the initial training data because we have no entered a validation set. If we find that the training stats are too high and the testing stats are very low then we know that we're either overfitting and/or our model is not generalizing very well.
First we will look at the statistics on average to see what we get.
ypred = model.predict(dataset['Xtrain'])
[Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.8s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 1.5s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 2.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 3.0s finished
Plot Scatter¶
min_lim = np.min(np.concatenate((ypred, dataset['ytrain'])))
max_lim = np.max(np.concatenate((ypred, dataset['ytrain'])))
plt.scatter(ypred, dataset['ytrain'], s=0.1)
plt.plot(np.linspace(min_lim, max_lim), np.linspace(min_lim, max_lim), color='black', zorder=3)
plt.xlim([min_lim, max_lim])
plt.ylim([min_lim, max_lim])
(-8.90301918762965, 10.745141882960526)
Statistical Results¶
stat_mod = smi.OLS(ypred.ravel(), dataset['ytrain'].values.ravel())
res = stat_mod.fit()
print(res.summary())
OLS Regression Results
=======================================================================================
Dep. Variable: y R-squared (uncentered): 0.973
Model: OLS Adj. R-squared (uncentered): 0.973
Method: Least Squares F-statistic: 2.251e+07
Date: Tue, 25 Feb 2020 Prob (F-statistic): 0.00
Time: 08:47:02 Log-Likelihood: 3.0870e+05
No. Observations: 631488 AIC: -6.174e+05
Df Residuals: 631487 BIC: -6.174e+05
Df Model: 1
Covariance Type: nonrobust
==============================================================================
coef std err t P>|t| [0.025 0.975]
------------------------------------------------------------------------------
x1 0.8860 0.000 4744.338 0.000 0.886 0.886
==============================================================================
Omnibus: 67019.415 Durbin-Watson: 0.066
Prob(Omnibus): 0.000 Jarque-Bera (JB): 588180.920
Skew: -0.094 Prob(JB): 0.00
Kurtosis: 7.724 Cond. No. 1.00
==============================================================================
Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
# each level
each_level = False
stats = get_stats(ypred, dataset['ytrain'], each_level=each_level)
stats
| mae | mse | rmse | r2 | |
|---|---|---|---|---|
| 0 | 0.128706 | 0.035011 | 0.035011 | 0.964989 |
Then we can look at the statistics for each level.
class PlotParams:
model = 'gp'
region = 'na'
# validation_float =
each_level = True
stats_df = get_stats(ypred, dataset['ytrain'], each_level=each_level)
stats_df.head()
| mae | mse | rmse | r2 | |
|---|---|---|---|---|
| 0 | 0.124523 | 0.030674 | 0.175140 | 0.969326 |
| 1 | 0.122949 | 0.030174 | 0.173706 | 0.969826 |
| 2 | 0.121565 | 0.029786 | 0.172587 | 0.970214 |
| 3 | 0.121792 | 0.029772 | 0.172544 | 0.970228 |
| 4 | 0.121386 | 0.029570 | 0.171960 | 0.970430 |
statistic = 'r2'
plt.style.use('seaborn-talk')
plot_mo_stats(stats_df, stat='r2', save_name=save_name + "_train")
plot_mo_stats(stats_df, stat='rmse', save_name=save_name + "_train")
6.2 - Testing Data Results¶
ypred = model.predict(dataset['Xvalid'])
[Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.7s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.9s finished
Scatter Plot¶
min_lim = np.min(np.concatenate((ypred, dataset['yvalid'])))
max_lim = np.max(np.concatenate((ypred, dataset['yvalid'])))
plt.scatter(ypred, dataset['yvalid'], s=0.1)
plt.plot(np.linspace(min_lim, max_lim), np.linspace(min_lim, max_lim), color='black', zorder=3)
plt.xlim([min_lim, max_lim])
plt.ylim([min_lim, max_lim])
(-5.909423452316693, 14.294615066002859)
Statistical Results¶
stat_mod = smi.OLS(ypred.ravel(), dataset['yvalid'].values.ravel())
res = stat_mod.fit()
print(res.summary())
OLS Regression Results
=======================================================================================
Dep. Variable: y R-squared (uncentered): 0.737
Model: OLS Adj. R-squared (uncentered): 0.737
Method: Least Squares F-statistic: 4.415e+05
Date: Tue, 25 Feb 2020 Prob (F-statistic): 0.00
Time: 08:50:05 Log-Likelihood: -88968.
No. Observations: 157872 AIC: 1.779e+05
Df Residuals: 157871 BIC: 1.779e+05
Df Model: 1
Covariance Type: nonrobust
==============================================================================
coef std err t P>|t| [0.025 0.975]
------------------------------------------------------------------------------
x1 0.6983 0.001 664.464 0.000 0.696 0.700
==============================================================================
Omnibus: 27219.063 Durbin-Watson: 0.063
Prob(Omnibus): 0.000 Jarque-Bera (JB): 308874.591
Skew: -0.490 Prob(JB): 0.00
Kurtosis: 9.782 Cond. No. 1.00
==============================================================================
Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
Get R2 Values¶
each_level = True
stats_df = get_stats(ypred, dataset['yvalid'], each_level=each_level)
stats_df.head()
| mae | mse | rmse | r2 | |
|---|---|---|---|---|
| 0 | 0.357558 | 0.247396 | 0.497389 | 0.769218 |
| 1 | 0.343184 | 0.229141 | 0.478686 | 0.786181 |
| 2 | 0.348294 | 0.243209 | 0.493162 | 0.774124 |
| 3 | 0.339922 | 0.225009 | 0.474351 | 0.789353 |
| 4 | 0.340762 | 0.241140 | 0.491060 | 0.774975 |
statistic = 'r2'
plt.style.use('seaborn-talk')
plot_mo_stats(stats_df, stat='r2', save_name=save_name + "_valid")
plot_mo_stats(stats_df, stat='rmse', save_name=save_name + "_valid")
7 - Post Analysis¶
7.1 - Feature Importance¶
For some algorithms, we can calculate the feature importance based on the inputs dimensions. This is true for the random forest model.
model
RandomForestRegressor(bootstrap=True, ccp_alpha=0.0, criterion='mse',
max_depth=None, max_features='auto', max_leaf_nodes=None,
max_samples=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=1500, n_jobs=-1, oob_score=False,
random_state=123, verbose=1, warm_start=False)
tree_feature_importances = \
model.feature_importances_
feature_names = np.asarray(dataset['new_columns']) #np.concatenate((core_columns.values, np.array(pca_columns)))
assert feature_names.shape[0] == tree_feature_importances.shape[0], "Shapes don't match"
sorted_idx = tree_feature_importances.argsort()
SAVE_PATH = "/media/disk/erc/papers/2019_ML_OCN/ml4ocean/reports/figures/"
y_ticks = np.arange(0, len(feature_names))
plt.style.use(['seaborn-talk'])
fig, ax = plt.subplots(figsize=(10,10))
ax.barh(y_ticks, tree_feature_importances[sorted_idx], zorder=3, height=0.8)
ax.set_yticklabels(feature_names[sorted_idx])
ax.set_yticks(y_ticks)
# ax.set_title("Random Forest Feature Importances (MDI)")
ax.tick_params(axis="both", which="major", labelsize=20)
ax.tick_params(axis="both", which="minor", labelsize=20)
ax.grid(alpha=0.6, color='gray', zorder=0)
plt.tight_layout()
plt.show()
# fig.savefig(SAVE_PATH + f"fi_{save_name}.png")
7.2 - Permutation Plot¶
perm_result_test = permutation_importance(
model,
dataset['Xvalid'],
dataset['yvalid'],
n_repeats=10,
random_state=42,
n_jobs=1
)
[Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.6s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.6s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.7s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.6s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.6s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.6s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.7s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.6s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.6s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.6s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.6s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.0s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.4s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.5s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.6s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.7s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished [Parallel(n_jobs=28)]: Using backend ThreadingBackend with 28 concurrent workers. [Parallel(n_jobs=28)]: Done 144 tasks | elapsed: 0.1s [Parallel(n_jobs=28)]: Done 394 tasks | elapsed: 0.2s [Parallel(n_jobs=28)]: Done 744 tasks | elapsed: 0.3s [Parallel(n_jobs=28)]: Done 1194 tasks | elapsed: 0.4s [Parallel(n_jobs=28)]: Done 1500 out of 1500 | elapsed: 0.5s finished
sorted_idx = perm_result_test.importances_mean.argsort()
fig, ax = plt.subplots(figsize=(10,10))
plt.style.use(['seaborn-talk'])
ax.boxplot(
perm_result_test.importances[sorted_idx].T,
vert=False,
labels=feature_names[sorted_idx]
)
ax.set_title("Permutation Importances (Test set)")
fig.tight_layout()
plt.show()
perm_result_train = permutation_importance(
model,
dataset['Xtrain'],
dataset['ytrain'],
n_repeats=10,
random_state=42,
n_jobs=1
)
sorted_idx = perm_result_train.importances_mean.argsort()
--------------------------------------------------------------------------- NameError Traceback (most recent call last) <ipython-input-59-62ae3aee2719> in <module> ----> 1 sorted_idx = perm_result_train.importances_mean.argsort() NameError: name 'perm_result_train' is not defined
plt.style.use(['seaborn-talk'])
fig, ax = plt.subplots()
ax.boxplot(
perm_result_train.importances[sorted_idx].T,
vert=False,
labels=feature_names[sorted_idx]
)
ax.set_title("Permutation Importances (Train set)")
fig.tight_layout()
plt.show()