Задача на kaggle: https://www.kaggle.com/c/bike-sharing-demand

По историческим данным о прокате велосипедов и погодным условиям необходимо оценить спрос на прокат велосипедов.

В исходной постановке задачи доступно 11 признаков: https://www.kaggle.com/c/prudential-life-insurance-assessment/data

В наборе признаков присутсвуют вещественные, категориальные, и бинарные данные.

Для демонстрации используется обучающая выборка из исходных данных train.csv, файлы для работы прилагаются.

```
In [1]:
```from sklearn import cross_validation, grid_search, linear_model, metrics
import numpy as np
import pandas as pd

```
```/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/cross_validation.py:44: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.
"This module will be removed in 0.20.", DeprecationWarning)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/grid_search.py:43: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. This module will be removed in 0.20.
DeprecationWarning)

```
In [2]:
```%pylab inline

```
```Populating the interactive namespace from numpy and matplotlib

```
In [3]:
```raw_data = pd.read_csv('bike_sharing_demand.csv', header = 0, sep = ',')

```
In [4]:
```raw_data.head()

```
Out[4]:
```
datetime
season
holiday
workingday
weather
temp
atemp
humidity
windspeed
casual
registered
count
0
2011-01-01 00:00:00
1
0
0
1
9.84
14.395
81
0.0
3
13
16
1
2011-01-01 01:00:00
1
0
0
1
9.02
13.635
80
0.0
8
32
40
2
2011-01-01 02:00:00
1
0
0
1
9.02
13.635
80
0.0
5
27
32
3
2011-01-01 03:00:00
1
0
0
1
9.84
14.395
75
0.0
3
10
13
4
2011-01-01 04:00:00
1
0
0
1
9.84
14.395
75
0.0
0
1
1

** datetime** - hourly date + timestamp

** season** - 1 = spring, 2 = summer, 3 = fall, 4 = winter

** holiday** - whether the day is considered a holiday

** workingday** - whether the day is neither a weekend nor holiday

** weather** - 1: Clear, Few clouds, Partly cloudy, Partly cloudy
2: Mist + Cloudy, Mist + Broken clouds, Mist + Few clouds, Mist
3: Light Snow, Light Rain + Thunderstorm + Scattered clouds, Light Rain + Scattered clouds
4: Heavy Rain + Ice Pallets + Thunderstorm + Mist, Snow + Fog

** temp** - temperature in Celsius

** atemp** - "feels like" temperature in Celsius

** humidity** - relative humidity

** windspeed** - wind speed

** casual** - number of non-registered user rentals initiated

** registered** - number of registered user rentals initiated

** count** - number of total rentals

```
In [5]:
```print raw_data.shape

```
```(10886, 12)

```
In [6]:
```raw_data.isnull().values.any()

```
Out[6]:
```False

```
In [7]:
```raw_data.info()

```
```<class 'pandas.core.frame.DataFrame'>
RangeIndex: 10886 entries, 0 to 10885
Data columns (total 12 columns):
datetime 10886 non-null object
season 10886 non-null int64
holiday 10886 non-null int64
workingday 10886 non-null int64
weather 10886 non-null int64
temp 10886 non-null float64
atemp 10886 non-null float64
humidity 10886 non-null int64
windspeed 10886 non-null float64
casual 10886 non-null int64
registered 10886 non-null int64
count 10886 non-null int64
dtypes: float64(3), int64(8), object(1)
memory usage: 1020.6+ KB

```
In [8]:
```raw_data.datetime = raw_data.datetime.apply(pd.to_datetime)

```
In [9]:
```raw_data['month'] = raw_data.datetime.apply(lambda x : x.month)
raw_data['hour'] = raw_data.datetime.apply(lambda x : x.hour)

```
In [10]:
```raw_data.head()

```
Out[10]:
```
datetime
season
holiday
workingday
weather
temp
atemp
humidity
windspeed
casual
registered
count
month
hour
0
2011-01-01 00:00:00
1
0
0
1
9.84
14.395
81
0.0
3
13
16
1
0
1
2011-01-01 01:00:00
1
0
0
1
9.02
13.635
80
0.0
8
32
40
1
1
2
2011-01-01 02:00:00
1
0
0
1
9.02
13.635
80
0.0
5
27
32
1
2
3
2011-01-01 03:00:00
1
0
0
1
9.84
14.395
75
0.0
3
10
13
1
3
4
2011-01-01 04:00:00
1
0
0
1
9.84
14.395
75
0.0
0
1
1
1
4

```
In [11]:
```train_data = raw_data.iloc[:-1000, :]
hold_out_test_data = raw_data.iloc[-1000:, :]

```
In [12]:
```print raw_data.shape, train_data.shape, hold_out_test_data.shape

```
```(10886, 14) (9886, 14) (1000, 14)

```
In [13]:
```print 'train period from {} to {}'.format(train_data.datetime.min(), train_data.datetime.max())
print 'evaluation period from {} to {}'.format(hold_out_test_data.datetime.min(), hold_out_test_data.datetime.max())

```
```train period from 2011-01-01 00:00:00 to 2012-10-16 06:00:00
evaluation period from 2012-10-16 07:00:00 to 2012-12-19 23:00:00

```
In [14]:
```#обучение
train_labels = train_data['count'].values
train_data = train_data.drop(['datetime', 'count'], axis = 1)

```
In [15]:
```#тест
test_labels = hold_out_test_data['count'].values
test_data = hold_out_test_data.drop(['datetime', 'count'], axis = 1)

```
In [16]:
```pylab.figure(figsize = (16, 6))
pylab.subplot(1,2,1)
pylab.hist(train_labels)
pylab.title('train data')
pylab.subplot(1,2,2)
pylab.hist(test_labels)
pylab.title('test data')

```
Out[16]:
```<matplotlib.text.Text at 0x7f2c0351a850>

```
In [17]:
```numeric_columns = ['temp', 'atemp', 'humidity', 'windspeed', 'casual', 'registered', 'month', 'hour']

```
In [18]:
```train_data = train_data[numeric_columns]
test_data = test_data[numeric_columns]

```
In [19]:
```train_data.head()

```
Out[19]:
```
temp
atemp
humidity
windspeed
casual
registered
month
hour
0
9.84
14.395
81
0.0
3
13
1
0
1
9.02
13.635
80
0.0
8
32
1
1
2
9.02
13.635
80
0.0
5
27
1
2
3
9.84
14.395
75
0.0
3
10
1
3
4
9.84
14.395
75
0.0
0
1
1
4

```
In [20]:
```test_data.head()

```
Out[20]:
```
temp
atemp
humidity
windspeed
casual
registered
month
hour
9886
17.22
21.210
67
6.0032
20
505
10
7
9887
18.04
21.970
62
0.0000
35
800
10
8
9888
19.68
23.485
55
16.9979
32
323
10
9
9889
20.50
24.240
48
19.0012
65
157
10
10
9890
20.50
24.240
45
27.9993
56
172
10
11

```
In [21]:
```regressor = linear_model.SGDRegressor(random_state = 0)

```
In [22]:
```regressor.fit(train_data, train_labels)
metrics.mean_absolute_error(test_labels, regressor.predict(test_data))

```
Out[22]:
```34291115138178.953

```
In [23]:
```print test_labels[:10]

```
```[525 835 355 222 228 325 328 308 346 446]

```
In [24]:
```print regressor.predict(test_data)[:10]

```
```[ 8.78217183e+13 1.35599874e+14 5.36003573e+13 1.97358521e+13
2.27343721e+13 3.54305149e+13 3.64421304e+13 2.43694858e+13
3.63676921e+13 5.23707167e+13]

```
In [25]:
```regressor.coef_

```
Out[25]:
```array([ 6.14437479e+10, 4.42635068e+10, 7.00770010e+10,
-7.59442428e+10, -1.55632061e+11, 1.69398831e+11,
-5.26868159e+10, -4.95660366e+10])

```
In [26]:
```from sklearn.preprocessing import StandardScaler

```
In [27]:
```#создаем стандартный scaler
scaler = StandardScaler()
scaler.fit(train_data, train_labels)
scaled_train_data = scaler.transform(train_data)
scaled_test_data = scaler.transform(test_data)

```
In [28]:
```regressor.fit(scaled_train_data, train_labels)
metrics.mean_absolute_error(test_labels, regressor.predict(scaled_test_data))

```
Out[28]:
```0.1179376296343151

```
In [29]:
```print test_labels[:10]

```
```[525 835 355 222 228 325 328 308 346 446]

```
In [30]:
```print regressor.predict(scaled_test_data)[:10]

```
```[ 524.82767322 834.83176277 354.85768824 221.89221002 227.84049612
324.88196372 327.8982227 307.9347954 345.90146969 445.90141764]

```
In [31]:
```print regressor.coef_

```
```[ 1.41019246e+00 -1.40725539e+00 1.45346928e-02 -4.38984175e-02
5.08589954e+01 1.48004811e+02 -8.23376876e-03 6.37720415e-03]

```
In [32]:
```print map(lambda x : round(x, 2), regressor.coef_)

```
```[1.41, -1.41, 0.01, -0.04, 50.86, 148.0, -0.01, 0.01]

```
In [33]:
```train_data.head()

```
Out[33]:
```
temp
atemp
humidity
windspeed
casual
registered
month
hour
0
9.84
14.395
81
0.0
3
13
1
0
1
9.02
13.635
80
0.0
8
32
1
1
2
9.02
13.635
80
0.0
5
27
1
2
3
9.84
14.395
75
0.0
3
10
1
3
4
9.84
14.395
75
0.0
0
1
1
4

```
In [34]:
```train_labels[:10]

```
Out[34]:
```array([16, 40, 32, 13, 1, 1, 2, 3, 8, 14])

```
In [35]:
```np.all(train_data.registered + train_data.casual == train_labels)

```
Out[35]:
```True

```
In [36]:
```train_data.drop(['casual', 'registered'], axis = 1, inplace = True)
test_data.drop(['casual', 'registered'], axis = 1, inplace = True)

```
In [37]:
```scaler.fit(train_data, train_labels)
scaled_train_data = scaler.transform(train_data)
scaled_test_data = scaler.transform(test_data)

```
In [38]:
```regressor.fit(scaled_train_data, train_labels)
metrics.mean_absolute_error(test_labels, regressor.predict(scaled_test_data))

```
Out[38]:
```121.81123864993025

```
In [39]:
```print map(lambda x : round(x, 2), regressor.coef_)

```
```[31.03, 29.96, -41.93, 6.17, 14.08, 49.6]

```
In [40]:
```from sklearn.pipeline import Pipeline

```
In [41]:
```#создаем pipeline из двух шагов: scaling и классификация
pipeline = Pipeline(steps = [('scaling', scaler), ('regression', regressor)])

```
In [42]:
```pipeline.fit(train_data, train_labels)
metrics.mean_absolute_error(test_labels, pipeline.predict(test_data))

```
Out[42]:
```121.81123864993025

```
In [43]:
```pipeline.get_params().keys()

```
Out[43]:
```['regression__random_state',
'regression__n_iter',
'regression__epsilon',
'regression__power_t',
'regression__alpha',
'regression__eta0',
'regression__loss',
'scaling',
'scaling__copy',
'steps',
'scaling__with_mean',
'regression__penalty',
'regression__average',
'regression__learning_rate',
'regression__fit_intercept',
'regression__verbose',
'regression__shuffle',
'regression__l1_ratio',
'regression',
'scaling__with_std',
'regression__warm_start']

```
In [44]:
```parameters_grid = {
'regression__loss' : ['huber', 'epsilon_insensitive', 'squared_loss', ],
'regression__n_iter' : [3, 5, 10, 50],
'regression__penalty' : ['l1', 'l2', 'none'],
'regression__alpha' : [0.0001, 0.01],
'scaling__with_mean' : [0., 0.5],
}

```
In [45]:
```grid_cv = grid_search.GridSearchCV(pipeline, parameters_grid, scoring = 'mean_absolute_error', cv = 4)

```
In [46]:
```%%time
grid_cv.fit(train_data, train_labels)

```
```/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)
/home/andrey/anaconda2/lib/python2.7/site-packages/sklearn/metrics/scorer.py:90: DeprecationWarning: Scoring method mean_absolute_error was renamed to neg_mean_absolute_error in version 0.18 and will be removed in 0.20.
sample_weight=sample_weight)

CPU times: user 43.3 s, sys: 312 ms, total: 43.6 s
Wall time: 45 s

Out[46]:
GridSearchCV(cv=4, error_score='raise',
estimator=Pipeline(steps=[('scaling', StandardScaler(copy=True, with_mean=True, with_std=True)), ('regression', SGDRegressor(alpha=0.0001, average=False, epsilon=0.1, eta0=0.01,
fit_intercept=True, l1_ratio=0.15, learning_rate='invscaling',
loss='squared_loss', n_iter=5, penalty='l2', power_t=0.25,
random_state=0, shuffle=True, verbose=0, warm_start=False))]),
fit_params={}, iid=True, n_jobs=1,
param_grid={'regression__n_iter': [3, 5, 10, 50], 'regression__loss': ['huber', 'epsilon_insensitive', 'squared_loss'], 'scaling__with_mean': [0.0, 0.5], 'regression__alpha': [0.0001, 0.01], 'regression__penalty': ['l1', 'l2', 'none']},
pre_dispatch='2*n_jobs', refit=True, scoring='mean_absolute_error',
verbose=0)

```
In [47]:
```print grid_cv.best_score_
print grid_cv.best_params_

```
```-108.614496603
{'regression__n_iter': 3, 'regression__loss': 'squared_loss', 'scaling__with_mean': 0.0, 'regression__alpha': 0.01, 'regression__penalty': 'l2'}

```
In [48]:
```metrics.mean_absolute_error(test_labels, grid_cv.best_estimator_.predict(test_data))

```
Out[48]:
```119.98978845935379

```
In [49]:
```np.mean(test_labels)

```
Out[49]:
```232.15899999999999

```
In [50]:
```test_predictions = grid_cv.best_estimator_.predict(test_data)

```
In [51]:
```print test_labels[:10]

```
```[525 835 355 222 228 325 328 308 346 446]

```
In [52]:
```print test_predictions[:10]

```
```[ 139.60470681 159.80765341 207.55935972 237.76288054 257.83836668
267.44558034 272.49537469 297.70688522 304.29818873 313.58821156]

```
In [53]:
```pylab.figure(figsize=(16, 6))
pylab.subplot(1,2,1)
pylab.grid(True)
pylab.scatter(train_labels, pipeline.predict(train_data), alpha=0.5, color = 'red')
pylab.scatter(test_labels, pipeline.predict(test_data), alpha=0.5, color = 'blue')
pylab.title('no parameters setting')
pylab.xlim(-100,1100)
pylab.ylim(-100,1100)
pylab.subplot(1,2,2)
pylab.grid(True)
pylab.scatter(train_labels, grid_cv.best_estimator_.predict(train_data), alpha=0.5, color = 'red')
pylab.scatter(test_labels, grid_cv.best_estimator_.predict(test_data), alpha=0.5, color = 'blue')
pylab.title('grid search')
pylab.xlim(-100,1100)
pylab.ylim(-100,1100)

```
Out[53]:
```(-100, 1100)

Content source: andreyf/machine-learning-examples

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