In [2]:
%matplotlib inline
Code for building the models
Author: Jimmy Charité
Email: jimmy.charite@gmail.com
Following up with part one and two, I will combine the bag of words and the macro-level text summary statistics approach
In [3]:
import os
import pandas as pd
import numpy as np
import scipy as sp
import seaborn as sns
import matplotlib.pyplot as plt
import json
from IPython.display import Image
from IPython.core.display import HTML
In [4]:
retval=os.chdir("..")
In [5]:
clean_data=pd.read_pickle('./clean_data/clean_data.pkl')
In [6]:
clean_data.head()
Out[6]:
helpful
num_sents
num_words
readability
neg_senti
pos_senti
neu_senti
comp_senti
text_lemma
vec0
...
vec290
vec291
vec292
vec293
vec294
vec295
vec296
vec297
vec298
vec299
0
0.0
0.693147
3.610918
6.742881
0.079
0.068
0.853
-0.1027
product arrive label peanut actually small siz...
-0.019901
...
-0.178709
0.120293
0.048853
-0.028560
0.024294
-0.051074
-0.082868
-0.058978
0.058156
0.020952
1
0.0
1.386294
3.555348
6.734948
0.000
0.448
0.552
0.9468
great taffy great price wide assortment yummy ...
-0.076091
...
-0.125921
0.026862
-0.011833
-0.023788
0.028657
-0.001059
-0.003236
-0.048324
-0.050874
0.113610
2
0.0
1.609438
4.521789
6.743588
0.029
0.163
0.809
0.8830
get wild hair taffy order pound bag taffy enjo...
-0.048797
...
-0.154745
0.004021
0.004185
0.006071
-0.032341
0.030001
0.004792
-0.122627
-0.015319
0.046176
3
0.0
1.609438
4.143135
6.742527
0.034
0.273
0.693
0.9346
saltwater taffy great flavor soft chewy candy ...
-0.009421
...
-0.185385
0.038134
0.014824
-0.012089
0.007642
-0.013590
0.038388
-0.117533
0.042929
0.137415
4
0.0
1.609438
3.526361
6.737915
0.000
0.480
0.520
0.9487
taffy good soft chewy flavor amazing definitel...
-0.073490
...
-0.155703
0.041312
-0.121036
-0.063175
0.075995
-0.005276
0.051416
-0.136569
0.021066
0.123007
5 rows × 309 columns
In [7]:
kept_cols=['helpful', 'num_sents', 'num_words', 'readability', 'neg_senti',
'pos_senti', 'neu_senti', 'comp_senti', 'text_lemma',]
In [8]:
my_rand_state=0
test_size=0.25
In [9]:
from sklearn.model_selection import train_test_split
In [10]:
X = (clean_data[kept_cols].iloc[:,1:]).as_matrix()
y = (clean_data[kept_cols].iloc[:,0]).tolist()
In [11]:
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_size,
random_state=my_rand_state)
In [12]:
from sklearn.preprocessing import StandardScaler
In [13]:
std_scale=StandardScaler()
In [14]:
from sklearn.feature_extraction.text import TfidfVectorizer
In [15]:
#set max_features to minimize training time
#also, I didn't apply LDA-based dimensionality reduction
tfidf=TfidfVectorizer(lowercase=False,max_features=200)
In [16]:
from sklearn.base import BaseEstimator, TransformerMixin
In [17]:
class ExtractText(BaseEstimator, TransformerMixin):
"""
Separates the features by numerical and text
"""
def __init__(self, text,n_text=-1):
self.text = text
self.n_text=n_text
def fit(self, X, y=None):
return self
def transform(self, X, y=None):
if(self.text):
return X[:,self.n_text]
else:
return X[:,:self.n_text]
In [18]:
from sklearn.pipeline import FeatureUnion
In [19]:
from sklearn.naive_bayes import GaussianNB
from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
Although tuning is not necessary for Naive Bayes, I pass the default parameters of those models to GridSearchCV anyway so that I can do a direct pair-wise comparison with the other models across the different steps of cross-validation.
In the interest of time, I didn't use the SVM classifier.
In [20]:
nb_clf=GaussianNB()
priors=[None]
In [21]:
qda_clf=QuadraticDiscriminantAnalysis()
reg_param=[0.0, 0.25, 0.5, 0.75]
In [22]:
log_clf=LogisticRegression(penalty='l2')
C=[0.001 , 0.01, 10, 100,1000]
In [23]:
rf_clf=RandomForestClassifier()
n_estimators=[100,200]
max_features=[.1,.3,.5]
In [24]:
class_weight=['balanced']
class_weight.extend([{1: w} for w in [1, 2, 10]])
In [25]:
from imblearn import pipeline #needed if mixing imblearn with sklearn classes
from sklearn.model_selection import GridSearchCV
from sklearn.model_selection import StratifiedKFold
I plan on using imblearn classes for later iterations so I use it's pipeline in the beginning for convenience
In [26]:
n_jobs=4
In [27]:
n_folds=10
skfold = StratifiedKFold(n_splits=n_folds,random_state=my_rand_state, shuffle=False)
In [28]:
class DenseTransformer(BaseEstimator, TransformerMixin):
def transform(self, X, y=None, **fit_params):
return X.todense()
def fit_transform(self, X, y=None, **fit_params):
self.fit(X, y, **fit_params)
return self.transform(X)
def fit(self, X, y=None, **fit_params):
return self
In [29]:
ft_union=FeatureUnion(transformer_list=[('text_pipe',pipeline.Pipeline([('extract',ExtractText(text=True)),
('tfidf',tfidf),
('to_dense', DenseTransformer())])),
('numb_pipe',pipeline.Pipeline([('extract',ExtractText(text=False)),
('scale',std_scale)]))])
In [30]:
nb_clf_b = pipeline.Pipeline(steps=[('union',ft_union),('clf',nb_clf)])
nb_clf_est_b = GridSearchCV(estimator=nb_clf_b,cv=skfold,
scoring='roc_auc',n_jobs=n_jobs,
param_grid=dict(clf__priors=priors))
In [31]:
qda_clf_b = pipeline.Pipeline(steps=[('union',ft_union),('clf',qda_clf)])
qda_clf_est_b = GridSearchCV(estimator=qda_clf_b,cv=skfold,
scoring='roc_auc',n_jobs=n_jobs,
param_grid=dict(clf__reg_param=reg_param))
In [32]:
log_clf_b = pipeline.Pipeline(steps=[('union',ft_union),('clf',log_clf)])
log_clf_est_b = GridSearchCV(estimator=log_clf_b,cv=skfold,
scoring='roc_auc',n_jobs=n_jobs,
param_grid=dict(clf__C=C,
clf__class_weight=class_weight))
In [33]:
rf_clf_b = pipeline.Pipeline(steps=[('union',ft_union),('clf',rf_clf)])
rf_clf_est_b = GridSearchCV(estimator=rf_clf_b,cv=skfold,
scoring='roc_auc',n_jobs=n_jobs,
param_grid=dict(clf__n_estimators=n_estimators,
clf__max_features=max_features,
clf__class_weight=class_weight))
In [34]:
from sklearn.externals import joblib
Basic Estimators: no bag of words or PCA
In [34]:
nb_clf_est_b.fit(X_train,y_train)
joblib.dump(nb_clf_est_b, './other_output/merged/nb_clf_est_b.pkl')
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
Out[34]:
['./other_output/merged/nb_clf_est_b.pkl']
In [35]:
qda_clf_est_b.fit(X_train,y_train)
joblib.dump(qda_clf_est_b, './other_output/merged/qda_clf_est_b.pkl')
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
Out[35]:
['./other_output/merged/qda_clf_est_b.pkl']
In [36]:
log_clf_est_b.fit(X_train,y_train)
joblib.dump(log_clf_est_b, './other_output/merged/log_clf_est_b.pkl')
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
Out[36]:
['./other_output/merged/log_clf_est_b.pkl']
In [37]:
rf_clf_est_b.fit(X_train,y_train)
joblib.dump(rf_clf_est_b, './other_output/merged/rf_clf_est_b.pkl')
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
Out[37]:
['./other_output/merged/rf_clf_est_b.pkl']
In [37]:
from sklearn.metrics import roc_curve, auc
In [36]:
nb_clf_est_b=joblib.load('./other_output/merged/nb_clf_est_b.pkl')
qda_clf_est_b=joblib.load('./other_output/merged/qda_clf_est_b.pkl')
log_clf_est_b=joblib.load('./other_output/merged/log_clf_est_b.pkl')
rf_clf_est_b=joblib.load('./other_output/merged/rf_clf_est_b.pkl')
In [ ]:
nb_fpr, nb_tpr, _ = roc_curve(y_test,
nb_clf_est_b.predict_proba(X_test)[:,1])
nb_roc_auc = auc(nb_fpr, nb_tpr)
qda_fpr, qda_tpr, _ = roc_curve(y_test,
qda_clf_est_b.predict_proba(X_test)[:,1])
qda_roc_auc = auc(qda_fpr, qda_tpr)
log_fpr, log_tpr, _ = roc_curve(y_test,
log_clf_est_b.predict_proba(X_test)[:,1])
log_roc_auc = auc(log_fpr, log_tpr)
rf_fpr, rf_tpr, _ = roc_curve(y_test,
rf_clf_est_b.predict_proba(X_test)[:,1])
rf_roc_auc = auc(rf_fpr, rf_tpr)
In [ ]:
plt.plot(nb_fpr, nb_tpr, color='cyan', linestyle='--',
label='NB (area = %0.2f)' % nb_roc_auc, lw=2)
plt.plot(qda_fpr, qda_tpr, color='indigo', linestyle='--',
label='QDA (area = %0.2f)' % qda_roc_auc, lw=2)
plt.plot(log_fpr, log_tpr, color='seagreen', linestyle='--',
label='LOG (area = %0.2f)' % log_roc_auc, lw=2)
plt.plot(rf_fpr, rf_tpr, color='blue', linestyle='--',
label='RF (area = %0.2f)' % rf_roc_auc, lw=2)
plt.plot([0, 1], [0, 1], linestyle='--', lw=2, color='k',
label='Luck')
plt.xlim([-0.05, 1.05])
plt.ylim([-0.05, 1.05])
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('ROC Curves of Basic Models Using Bag of Words and Macro-Text Stats')
plt.legend(loc="lower right")
plt.savefig('./plots/ROC_Basic_BOW_MERGED.png', bbox_inches='tight')
plt.show()
Closer look at the variability of the best model
In [38]:
from scipy.stats import sem
In [39]:
len(y_test) #the sample is large enough that we can get away with 5% draws
Out[39]:
49665
In [40]:
y_test=np.array(y_test)
In [42]:
X_test=np.array(X_test)
In [43]:
#initialize
n_bootstraps = 2000
rng_seed = 1
sample_percent=0.05
min_index=0
max_index=len(y_test)-1
In [44]:
draw_size=int(len(y_test)*sample_percent)
bootstrapped_scores = []
rng = np.random.RandomState(rng_seed)
In [45]:
for i in range(n_bootstraps):
# bootstrap by sampling with replacement on
indices = rng.random_integers(min_index, max_index, draw_size)
#calculate ROC from
rf_fpr, rf_tpr, _ = roc_curve(y_test[indices],
rf_clf_est_b.predict_proba(X_test[indices,:])[:,1])
rf_roc_auc = auc(rf_fpr, rf_tpr)
#save
bootstrapped_scores.append(rf_roc_auc)
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/ipykernel/__main__.py:3: DeprecationWarning: This function is deprecated. Please call randint(0, 49664 + 1) instead
app.launch_new_instance()
/home/jimmy/anaconda3/envs/py36/lib/python3.6/site-packages/sklearn/utils/validation.py:429: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.
warnings.warn(msg, _DataConversionWarning)
In [46]:
import pickle
In [47]:
with open('./other_output/merged/rf_bootstrapped_scores.pkl', 'wb') as f:
pickle.dump(bootstrapped_scores, f)
In [51]:
plt.hist(bootstrapped_scores, bins=50)
plt.title('Histogram of Bootstrapped AUC ROC of\nRandom Forest Model Using Bag of Words and Macro-Text Stats')
plt.savefig('./plots/ROC_Histogram_Basic_BOW_MERGED.png', bbox_inches='tight')
plt.show()
In [52]:
pd.DataFrame({'auc':bootstrapped_scores}).auc.describe()
Out[52]:
count 2000.000000
mean 0.834076
std 0.009205
min 0.798065
25% 0.827701
50% 0.834297
75% 0.840346
max 0.862031
Name: auc, dtype: float64
Importing bootstrapped scores from parts 1 & 2 for side-by-side comparison
In [53]:
with open('./other_output/rf_bootstrapped_scores.pkl', 'rb') as f:
bootstrapped_scores_macrotext = pickle.load(f)
In [54]:
with open('./other_output/bow/rf_bootstrapped_scores.pkl', 'rb') as f:
bootstrapped_scores_bow = pickle.load(f)
In [67]:
bs_auc=pd.DataFrame({'Macro-Text Only':bootstrapped_scores_macrotext,
'Bag of Words Only':bootstrapped_scores_bow,
'Combined':bootstrapped_scores})
In [68]:
bs_auc=bs_auc[['Macro-Text Only','Bag of Words Only','Combined']]
In [69]:
bs_auc.describe()
Out[69]:
Macro-Text Only
Bag of Words Only
Combined
count
2000.000000
2000.000000
2000.000000
mean
0.809162
0.828858
0.834076
std
0.010206
0.009434
0.009205
min
0.772989
0.795808
0.798065
25%
0.802315
0.822446
0.827701
50%
0.809038
0.828828
0.834297
75%
0.816355
0.835264
0.840346
max
0.844636
0.858646
0.862031
In [76]:
pl_axes=bs_auc.boxplot(return_type='axes')
x=pl_axes.axes.set_ylabel('AUC ROC')
x=pl_axes.axes.set_title('Comparison of Bootstrapped AUC ROC of Random Forest Model\nUsing Macro-Text Stats, Bag of Words, and Combined Approaches')
plt.savefig('./plots/BoxPlot_ROC_MacText_BOX.png', bbox_inches='tight')
plt.show()
Interestingly, but as expected, combining the marco-text and bag of words approaches improves the minimum, mean, and maximum AUC ROC of the random forest model.
Content source: jcharit1/Amazon-Fine-Foods-Reviews
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