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TF-DNNRegressor - RandomForests - Spitzer Calibration Data

This script show a simple example of using tf.contrib.learn library to create our model.

The code is divided in following steps:

  • Load CSVs data
  • Filtering Categorical and Continuous features
  • Converting Data into Tensors
  • Selecting and Engineering Features for the Model
  • Defining The Regression Model
  • Training and Evaluating Our Model
  • Predicting output for test data

v0.1: Added code for data loading, modeling and prediction model.

v0.2: Removed unnecessary output logs.

PS: I was able to get a score of 1295.07972 using this script with 70% (of train.csv) data used for training and rest for evaluation. Script took 2hrs for training and 3000 steps were used.





In [1]:



    


import pandas as pd
import numpy as np
import tensorflow as tf
tf.logging.set_verbosity(tf.logging.ERROR)

import warnings
warnings.filterwarnings("ignore")

%matplotlib inline
from matplotlib import pyplot as plt
from sklearn.cross_validation import train_test_split
from sklearn.preprocessing import StandardScaler, MinMaxScaler, minmax_scale
from sklearn.ensemble import RandomForestRegressor, ExtraTreesRegressor, AdaBoostRegressor

plt.rcParams['figure.dpi'] = 300

from corner import corner

from sklearn.metrics import r2_score

from time import time
start0 = time()



    


















    






/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.
  "This module will be removed in 0.20.", DeprecationWarning)

















In [2]:



    


from sklearn import feature_selection, feature_extraction, decomposition

Load CSVs data

df_train_ori = pd.read_csv('train.csv') df_test_ori = pd.read_csv('test.csv') 




In [3]:



    


spitzerDataRaw  = pd.read_csv('pmap_ch2_0p1s_x4_rmulti_s3_7.csv')



    











In [4]:



    


PLDpixels = pd.DataFrame({key:spitzerDataRaw[key] for key in spitzerDataRaw.columns.values if 'pix' in key})
PLDpixels



    


















    
Out[4]:











  
    

      
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      0
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      1
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      2
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      3
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      525.451538
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      4
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      5
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      6
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      158.401291
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      7
      547.699829
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      8
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      9
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      10
      543.917847
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      11
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      12
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      13
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      14
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      15
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      16
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      17
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      18
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      19
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      20
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      21
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      22
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      23
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      24
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      25
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      26
      564.362610
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      27
      506.248077
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      4414.598633
      347.017731
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      28
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      323.252441
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      29
      476.979919
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      330.517914
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      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
    

    

      785255
      475.147705
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      785256
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      785257
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      785258
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      785259
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      785260
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      785261
      476.635651
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      785263
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      785264
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      785265
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      785266
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      785272
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      785273
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      785274
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      785275
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      785277
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      785278
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      785279
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      785280
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      785281
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      785282
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      785283
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      785284
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785285 rows × 9 columns



















In [5]:



    


PLDnorm = np.sum(np.array(PLDpixels),axis=1)



    











In [6]:



    


PLDpixels = (PLDpixels.T / PLDnorm).T
PLDpixels



    


















    
Out[6]:











  
    

      
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      4
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      5
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      6
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      7
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      8
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      9
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      10
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      11
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      12
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      13
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      14
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      16
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      17
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      18
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      19
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      20
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      21
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      22
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      23
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      24
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      25
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      26
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      27
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      28
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      29
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      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
    

    

      785255
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      0.022195
      0.059356
      0.066309
    

    

      785256
      0.044125
      0.263130
      0.054165
      0.059454
      0.359463
      0.069613
      0.023088
      0.060436
      0.066527
    

    

      785257
      0.044618
      0.260880
      0.053590
      0.059055
      0.359022
      0.072408
      0.022324
      0.060203
      0.067900
    

    

      785258
      0.043496
      0.261929
      0.053167
      0.060495
      0.360187
      0.071671
      0.022442
      0.058737
      0.067875
    

    

      785259
      0.044032
      0.260779
      0.052217
      0.058916
      0.362750
      0.071926
      0.021506
      0.059631
      0.068242
    

    

      785260
      0.044185
      0.258607
      0.053640
      0.059585
      0.363492
      0.070872
      0.021807
      0.061240
      0.066571
    

    

      785261
      0.044306
      0.255635
      0.052401
      0.059093
      0.367128
      0.071790
      0.022941
      0.058761
      0.067946
    

    

      785262
      0.044716
      0.254128
      0.052714
      0.061350
      0.366313
      0.071204
      0.022471
      0.058877
      0.068226
    

    

      785263
      0.043735
      0.253021
      0.052048
      0.060996
      0.370278
      0.070674
      0.022127
      0.061097
      0.066024
    

    

      785264
      0.042977
      0.251533
      0.052379
      0.061338
      0.370467
      0.070841
      0.022585
      0.061118
      0.066762
    

    

      785265
      0.044458
      0.251456
      0.051608
      0.059767
      0.373960
      0.068759
      0.023972
      0.060584
      0.065435
    

    

      785266
      0.043890
      0.255661
      0.049505
      0.060533
      0.372163
      0.067475
      0.023559
      0.060753
      0.066462
    

    

      785267
      0.046575
      0.251592
      0.051324
      0.062732
      0.368718
      0.067622
      0.024026
      0.061787
      0.065626
    

    

      785268
      0.044577
      0.257012
      0.052221
      0.063061
      0.369648
      0.066149
      0.022564
      0.060743
      0.064025
    

    

      785269
      0.044268
      0.254033
      0.051678
      0.064370
      0.369154
      0.066421
      0.024167
      0.060261
      0.065648
    

    

      785270
      0.048669
      0.275139
      0.050590
      0.064896
      0.351255
      0.061972
      0.024502
      0.060611
      0.062365
    

    

      785271
      0.046323
      0.276102
      0.051598
      0.061403
      0.350058
      0.065761
      0.023445
      0.063879
      0.061431
    

    

      785272
      0.047640
      0.273556
      0.053271
      0.061664
      0.350096
      0.065440
      0.023670
      0.061596
      0.063066
    

    

      785273
      0.046764
      0.272163
      0.051324
      0.059536
      0.354481
      0.066837
      0.023349
      0.060065
      0.065480
    

    

      785274
      0.047354
      0.278096
      0.051196
      0.061315
      0.347737
      0.067058
      0.023003
      0.059665
      0.064577
    

    

      785275
      0.048603
      0.280657
      0.051618
      0.058849
      0.345514
      0.067805
      0.022711
      0.059878
      0.064364
    

    

      785276
      0.046198
      0.278569
      0.054519
      0.059578
      0.346105
      0.069822
      0.021950
      0.060244
      0.063015
    

    

      785277
      0.047840
      0.276019
      0.054323
      0.060920
      0.345948
      0.068025
      0.021839
      0.060849
      0.064236
    

    

      785278
      0.046960
      0.278458
      0.054748
      0.061308
      0.344173
      0.068620
      0.021560
      0.060682
      0.063491
    

    

      785279
      0.048014
      0.276697
      0.054558
      0.059273
      0.345299
      0.069937
      0.021882
      0.059249
      0.065091
    

    

      785280
      0.047295
      0.285146
      0.055665
      0.060464
      0.336913
      0.068236
      0.021854
      0.061402
      0.063024
    

    

      785281
      0.046069
      0.283838
      0.054845
      0.057951
      0.342521
      0.068038
      0.021745
      0.060809
      0.064184
    

    

      785282
      0.047428
      0.290018
      0.054453
      0.057945
      0.336572
      0.067724
      0.021447
      0.059859
      0.064554
    

    

      785283
      0.048316
      0.289487
      0.054065
      0.058682
      0.334200
      0.070215
      0.020822
      0.059541
      0.064672
    

    

      785284
      0.048527
      0.292924
      0.056787
      0.057575
      0.331831
      0.070127
      0.021034
      0.057821
      0.063374
    

  



785285 rows × 9 columns
[plt.plot(PLDpixels[key]) for key in PLDpixels.columns.values]; 




In [7]:



    


spitzerData = spitzerDataRaw.copy()
for key in spitzerDataRaw.columns: 
    if key in PLDpixels.columns:
        spitzerData[key] = PLDpixels[key]



    











In [8]:



    


testPLD = np.array(pd.DataFrame({key:spitzerData[key] for key in spitzerData.columns.values if 'pix' in key}))
assert(not sum(abs(testPLD - np.array(PLDpixels))).all())
print('Confirmed that PLD Pixels have been Normalized to Spec')



    


















    






Confirmed that PLD Pixels have been Normalized to Spec
pixKey = [key for key in spitzerData.columns if 'pix' in key] fig, axs = plt.subplots(3,3, figsize=(20,20)) [axs[k%3][k//3].plot(spitzerData['dn_peak'].values, spitzerData[key], '.', alpha=0.1) \ for k, key in enumerate(pixKey) if 'pix' in key];
plt.figure(figsize=(20,10)); plt.plot(spitzerData['dn_peak'].values, spitzerData['flux'], '.', alpha=1.01); plt.ylim(.390,.410); plt.xlim(1500,3250); 




In [9]:



    


notFeatures     = ['flux', 'fluxerr', 'dn_peak']#, 'yerr', 'xerr', 'xycov']
feature_columns = spitzerData.drop(notFeatures,axis=1).columns.values
features        = spitzerData.drop(notFeatures,axis=1).values
labels          = spitzerData['flux'].values



    











In [10]:



    


features[::100].T.shape



    


















    
Out[10]:








(21, 7853)

















In [11]:



    


features.T.shape



    


















    
Out[11]:








(21, 785285)

















In [12]:



    


stdScaler     = StandardScaler()
minMaxScaler  = MinMaxScaler()



    











In [ ]:



    


features_MMscaled   = minMaxScaler.fit_transform(features)
labels_MMscaled     = minMaxScaler.fit_transform(labels[:,None]).ravel()
features_SSscaled   = stdScaler.fit_transform(features)
labels_SSscaled     = stdScaler.fit_transform(labels[:,None]).ravel()



    











In [16]:



    


features_MMscaled.shape, labels_MMscaled.shape



    


















    
Out[16]:








((785285, 21), (785285,))
for k in range(features_MMscaled.shape[1]): plt.figure() plt.scatter(features_MMscaled.T[k][::10], labels_MMscaled[::10],alpha=0.25, lw=0); plt.title(feature_columns[k]) plt.xlabel(feature_columns[k]) plt.xlabel('flux')

Standard Random Forest Approach





In [17]:



    


# for nComps in range(1,spitzerData.shape[1]):
randForest = RandomForestRegressor(n_estimators=1000, criterion='mse', max_depth=None, min_samples_split=2, \
                                   min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features='auto', \
                                   max_leaf_nodes=None, bootstrap=True, oob_score=True, \
                                   n_jobs=-1, random_state=42, verbose=0, warm_start=True)#min_impurity_split=1e-07,



    











In [ ]:



    


randForest.fit(features_MMscaled, labels_MMscaled)



    


















    






/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)
/Users/jonathan/anaconda3/lib/python3.6/site-packages/sklearn/tree/tree.py:282: DeprecationWarning: The min_impurity_split parameter is deprecated and will be removed in version 0.21. Use the min_impurity_decrease parameter instead.
  DeprecationWarning)

















In [ ]:



    


randForest.oob_score_

PCA Pretrained Random Forest Approach





In [ ]:



    


from sklearn.decomposition import PCA
pca = PCA()
pca_feature_set = pca.fit_transform(features_SSscaled)



    











In [ ]:



    


# for nComps in range(1,spitzerData.shape[1]):
randForest_PCA = RandomForestRegressor(n_estimators=1000, criterion='mse', max_depth=None, min_samples_split=2, \
                                   min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features='auto', \
                                   max_leaf_nodes=None, min_impurity_split=1e-07, bootstrap=True, oob_score=True, \
                                   n_jobs=-1, random_state=42, verbose=0, warm_start=True)



    











In [ ]:



    


randForest_PCA.fit(pca_feature_set, labels_SSscaled)



    











In [ ]:



    


randForest_PCA.oob_score_

ICA Pretrained Random Forest Approach





In [ ]:



    


from sklearn.decomposition import FastICA
ica = FastICA()
ica_feature_set = ica.fit_transform(features_SSscaled)



    











In [ ]:



    


# for nComps in range(1,spitzerData.shape[1]):
randForest_ICA = RandomForestRegressor(n_estimators=1000, criterion='mse', max_depth=None, min_samples_split=2, \
                                   min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features='auto', \
                                   max_leaf_nodes=None, min_impurity_split=1e-07, bootstrap=True, oob_score=True, \
                                   n_jobs=-1, random_state=42, verbose=0, warm_start=True)



    











In [ ]:



    


randForest_ICA.fit(ica_feature_set, labels_SSscaled)



    











In [ ]:



    


randForest_ICA.oob_score_

Importance Sampling





In [ ]:



    


importances = randForest.feature_importances_
indices     = np.argsort(importances)[::-1]
std         = np.std([tree.feature_importances_ for tree in randForest.estimators_],axis=0)

# Plot the feature importances of the forest
plt.figure()
plt.title("Feature importances")
plt.bar(range(features.shape[1]), importances[indices],
       color="r", yerr=std[indices], align="center")
plt.xticks(range(features.shape[1]), feature_columns[indices], rotation=60)
plt.xlim([-1, features.shape[1]])
plt.show()



    











In [ ]:



    


cumsum = np.cumsum(importances[indices])
nImportantSamples = np.argmax(cumsum >= 0.95) + 1
nImportantSamples
plt.plot(cumsum,'o'); plt.axhline(.95); plt.xticks(np.arange(0,21,2));

Random Forest Pretrained Random Forest Approach





In [ ]:



    


nImportantSamples = d



    











In [ ]:



    


rfi_feature_set = features_SSscaled[importances[indices][:nImportantSamples]]



    











In [ ]:



    


# for nComps in range(1,spitzerData.shape[1]):
randForest_RF = RandomForestRegressor(n_estimators=1000, criterion='mse', max_depth=None, min_samples_split=2, \
                                   min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features='auto', \
                                   max_leaf_nodes=None, min_impurity_split=1e-07, bootstrap=True, oob_score=True, \
                                   n_jobs=-1, random_state=42, verbose=0, warm_start=True)



    











In [ ]:



    


randForest_RF.fit(rfi_feature_set, labels_SSscaled)



    











In [ ]:



    


randForest_RF.oob_score_

Random Forest Regulation Attempts





In [ ]:



    


# for nComps in range(1,spitzerData.shape[1]):
randForestSqrt = RandomForestRegressor(n_estimators=1000, criterion='mse', max_depth=None, min_samples_split=2, \
                                   min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features='sqrt', \
                                   max_leaf_nodes=None, min_impurity_split=1e-07, bootstrap=True, oob_score=True, \
                                   n_jobs=-1, random_state=42, verbose=0, warm_start=True)



    











In [ ]:



    


randForestSqrt.fit(features, labels)



    











In [ ]:



    


importancesSqrt = randForestSqrt.feature_importances_
indicesSqrt     = np.argsort(importancesSqrt)[::-1]
stdSqrt         = np.std([tree.feature_importances_ for tree in randForestSqrt.estimators_],axis=0)

# Plot the feature importances of the forest
plt.figure()
plt.title("Feature importances")
plt.bar(range(features.shape[1]), importancesSqrt[indicesSqrt],
       color="r", yerr=stdSqrt[indicesSqrt], align="center")
plt.xticks(range(features.shape[1]), feature_columns[indicesSqrt], rotation=60)
plt.xlim([-1, features.shape[1]])
plt.show()



    











In [ ]:



    


cumsumSqrt = np.cumsum(importancesSqrt[indicesSqrt])
dSqrt = np.argmax(cumsumSqrt >= 0.95) + 1
dSqrt
plt.plot(cumsum,'o'); plt.plot(cumsumSqrt,'o'); plt.axhline(.95); plt.xticks(np.arange(0,21,2)); 




In [ ]:



    


# for nComps in range(1,spitzerData.shape[1]):
randForestLog2 = RandomForestRegressor(n_estimators=1000, criterion='mse', max_depth=None, min_samples_split=2, \
                                   min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features='log2', \
                                   max_leaf_nodes=None, min_impurity_split=1e-07, bootstrap=True, oob_score=True, \
                                   n_jobs=-1, random_state=42, verbose=0, warm_start=True)



    











In [ ]:



    


randForestLog2.fit(features, labels)



    











In [ ]:



    


importancesLog2 = randForestLog2.feature_importances_
indicesLog2     = np.argsort(importancesLog2)[::-1]
stdLog2         = np.std([tree.feature_importances_ for tree in randForestLog2.estimators_],axis=0)

# Plot the feature importances of the forest
plt.figure()
plt.title("Feature importances")
plt.bar(range(features.shape[1]), importancesLog2[indicesLog2],
       color="r", yerr=stdLog2[indicesLog2], align="center")
plt.xticks(range(features.shape[1]), feature_columns[indicesLog2], rotation=60)
plt.xlim([-1, features.shape[1]])
plt.show()



    











In [ ]:



    


cumsumLog2 = np.cumsum(importancesLog2[indicesLog2])
dLog2 = np.argmax(cumsumLog2 >= 0.95) + 1
dLog2



    











In [ ]:



    


# for nComps in range(1,spitzerData.shape[1]):
randForestNone = RandomForestRegressor(n_estimators=1000, criterion='mse', max_depth=None, min_samples_split=2, \
                                   min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features='None', \
                                   max_leaf_nodes=None, min_impurity_split=1e-07, bootstrap=True, oob_score=True, \
                                   n_jobs=-1, random_state=42, verbose=0, warm_start=True)



    











In [ ]:



    


randForestNone.fit(features, labels)



    











In [ ]:



    


importancesNone = randForestNone.feature_importances_
indicesNone     = np.argsort(importancesNone)[::-1]
stdNone         = np.std([tree.feature_importances_ for tree in randForestNone.estimators_],axis=0)

# Plot the feature importances of the forest
plt.figure()
plt.title("Feature importances")
plt.bar(range(features.shape[1]), importancesNone[indicesNone],
       color="r", yerr=stdNone[indicesNone], align="center")
plt.xticks(range(features.shape[1]), feature_columns[indicesNone], rotation=60)
plt.xlim([-1, features.shape[1]])
plt.show()



    











In [ ]:



    


cumsumNone = np.cumsum(importancesNone[indicesNone])
dNone = np.argmax(cumsumNone >= 0.95) + 1
dNone



    











In [ ]:



    


# for nComps in range(1,spitzerData.shape[1]):
randForestAdaBoost = AdaBoostRegressor(n_estimators=1000)



    











In [ ]:



    


randForestAdaBoost.fit(features, labels)



    











In [ ]:



    


importancesAda = randForestAdaBoost.feature_importances_
indicesAda     = np.argsort(randForestAdaBoost)[::-1]
stdAda         = np.std([tree.feature_importances_ for tree in randForestAdaBoost.estimators_],axis=0)

# Plot the feature importances of the forest
plt.figure()
plt.title("Feature importances")
plt.bar(range(features.shape[1]), importancesAda[indicesAda],
       color="r", yerr=stdAda[indicesAda], align="center")
plt.xticks(range(features.shape[1]), feature_columns[indicesAda], rotation=60)
plt.xlim([-1, features.shape[1]])
plt.show()



    











In [ ]:



    


cumsumAda = np.cumsum(importancesAda[indicesAda])
dAda = np.argmax(cumsumAda >= 0.95) + 1
dAda



    











In [ ]:



    


plt.plot(cumsum,'o');
plt.plot(cumsumSqrt,'o');
plt.plot(cumsumLog2,'o');
plt.plot(cumsumNone,'o');
plt.plot(cumsumAda,'o');
plt.axhline(.95);
plt.xticks(np.arange(0,21,2));



    











In [ ]:



    


# for nComps in range(1,spitzerData.shape[1]):
randForestExtra = ExtraTreesRegressor(n_estimators=1000)



    











In [ ]:



    


randForestExtra.fit(features, labels)



    











In [ ]:



    


importancesExtra = randForestExtra.feature_importances_
indicesExtra     = np.argsort(randForestExtra)[::-1]
stdExtra         = np.std([tree.feature_importances_ for tree in randForestExtra.estimators_],axis=0)

# Plot the feature importances of the forest
plt.figure()
plt.title("Feature importances")
plt.bar(range(features.shape[1]), importancesExtra[indicesExtra],
       color="r", yerr=stdExtra[indicesExtra], align="center")
plt.xticks(range(features.shape[1]), feature_columns[indicesExtra], rotation=90)
plt.xlim([-1, features.shape[1]])
plt.show()



    











In [ ]:



    


cumsumExtra = np.cumsum(importancesExtra[indicesExtra])
dExtra = np.argmax(cumsumExtra >= 0.95) + 1
dExtra



    











In [ ]:



    


plt.plot(cumsum,'o', label='default');
plt.plot(cumsumSqrt,'o', label='Sqrt');
plt.plot(cumsumLog2,'o', label='Log2');
plt.plot(cumsumNone,'o', label='None');
plt.plot(cumsumAda,'o', label='AdaBost');
plt.plot(cumsumExtra,'o', label='Extra');
plt.axhline(.95);
plt.xticks(np.arange(0,21,2), np.arange(0,21,2).astype(int));

That Shall Not Pass (yet)





In [ ]:



    


# plt.hist(randForest9.components_.T, bins=1000);
for feature in randForestAdaBoost.components_:
    plt.hist(feature, bins=1000, alpha=0.25, normed=True);
# plt.xlim(-0.005, 0.005);



    











In [ ]:



    


for k in range(randForestAdaBoost.n_components_):
    plt.figure()
    plt.scatter(randForestAdaBoost.components_[k][::10], labels_SSscaled[::10],alpha=0.25, lw=0);

NEED TO TEST NORMALIZING BEFORE OR AFTER THE TRAIN TEST SPLIT

I am pretty sure that we need to renormalize before the train test split. I wrote this part of the code before quickly, without thinking it through.





In [ ]:



    


x_val, x_traintest, y_val, y_traintest = train_test_split(randForest9.components_.T, labels_SSscaled, test_size=0.8, random_state=42)
x_train, x_test, y_train, y_test       = train_test_split(x_traintest, y_traintest, test_size=0.5, random_state=42)

# ReNormalization = False # leave them mean/std scaled
ReNormalization = True # min-max scale them (0-1)
if ReNormalization:
    # min-max scale it (0-1)
    x_val   = minmax_scale(x_val.astype('float32'))
    x_train = minmax_scale(x_train.astype('float32'))
    x_test  = minmax_scale(x_test.astype('float32'))

    y_val   = minmax_scale(y_val.astype('float32'))
    y_train = minmax_scale(y_train.astype('float32'))
    y_test  = minmax_scale(y_test.astype('float32'))

print(x_val.shape[0]  , 'validation samples')
print(x_train.shape[0], 'train samples')
print(x_test.shape[0] , 'test samples')



    











In [ ]:



    


randForest_feature_columns = ['randForest' + str(k) for k in range(randForest9.explained_variance_ratio_.size)]
randForest_feature_columns



    











In [ ]:



    


train_df    = pd.DataFrame(np.c_[x_train, y_train], columns=list(randForest_feature_columns) + ['flux'])
test_df     = pd.DataFrame(np.c_[x_test , y_test ], columns=list(randForest_feature_columns) + ['flux'])
evaluate_df = pd.DataFrame(np.c_[x_val  , y_val  ], columns=list(randForest_feature_columns) + ['flux'])



    











In [ ]:



    


train_df.columns



    











In [ ]:



    


[key for key in train_df.columns if 'flux' not in key]

We only take first 1000 rows for training/testing and last 500 row for evaluation.

This done so that this script does not consume a lot of kaggle system resources.





In [ ]:



    


MODEL_DIR = "tf_model_spitzer/withrandForest_MinMax01/relu"

print("train_df.shape = "   , train_df.shape)
print("test_df.shape = "    , test_df.shape)
print("evaluate_df.shape = ", evaluate_df.shape)

Filtering Categorical and Continuous features

We store Categorical, Continuous and Target features names in different variables. This will be helpful in later steps.





In [ ]:



    


# categorical_features = [feature for feature in features if 'cat' in feature]
categorical_features  = []
continuous_features   = [feature for feature in train_df.columns]# if 'cat' in feature]
LABEL_COLUMN          = 'flux'

Converting Data into Tensors

When building a TF.Learn model, the input data is specified by means of an Input Builder function. This builder function will not be called until it is later passed to TF.Learn methods such as fit and evaluate. The purpose of this function is to construct the input data, which is represented in the form of Tensors or SparseTensors.

Note that input_fn will be called while constructing the TensorFlow graph, not while running the graph. What it is returning is a representation of the input data as the fundamental unit of TensorFlow computations, a Tensor (or SparseTensor).

More detail on input_fn.





In [ ]:



    


# Converting Data into Tensors
def input_fn(df, training = True):
    # Creates a dictionary mapping from each continuous feature column name (k) to
    # the values of that column stored in a constant Tensor.
    continuous_cols = {k: tf.constant(df[k].values)
                       for k in continuous_features}

    # Creates a dictionary mapping from each categorical feature column name (k)
    # to the values of that column stored in a tf.SparseTensor.
    # categorical_cols = {k: tf.SparseTensor(
    #     indices=[[i, 0] for i in range(df[k].size)],
    #     values=df[k].values,
    #     shape=[df[k].size, 1])
    #     for k in categorical_features}

    # Merges the two dictionaries into one.
    feature_cols = continuous_cols
    # feature_cols = dict(list(continuous_cols.items()) + list(categorical_cols.items()))
    
    if training:
        # Converts the label column into a constant Tensor.
        label = tf.constant(df[LABEL_COLUMN].values)

        # Returns the feature columns and the label.
        return feature_cols, label
    
    # Returns the feature columns    
    return feature_cols

def train_input_fn():
    return input_fn(train_df, training=True)

def eval_input_fn():
    return input_fn(evaluate_df, training=True)

# def test_input_fn():
#     return input_fn(test_df.drop(LABEL_COLUMN,axis=1), training=False)

def test_input_fn():
    return input_fn(test_df, training=False)

Selecting and Engineering Features for the Model

We use tf.learn's concept of FeatureColumn which help in transforming raw data into suitable input features.

These engineered features will be used when we construct our model.





In [ ]:



    


engineered_features = []

for continuous_feature in continuous_features:
    engineered_features.append(
        tf.contrib.layers.real_valued_column(continuous_feature))


# for categorical_feature in categorical_features:
#     sparse_column = tf.contrib.layers.sparse_column_with_hash_bucket(
#         categorical_feature, hash_bucket_size=1000)

#     engineered_features.append(tf.contrib.layers.embedding_column(sparse_id_column=sparse_column, dimension=16,
#                                                                   combiner="sum"))

Defining The Regression Model

Following is the simple DNNRegressor model. More detail about hidden_units, etc can be found here.

model_dir is used to save and restore our model. This is because once we have trained the model we don't want to train it again, if we only want to predict on new data-set.





In [ ]:



    


nHidden1  = 5
nHidden2  = 5
# nHidden3  = 5

regressor = tf.contrib.learn.DNNRegressor(activation_fn=tf.nn.relu, dropout=0.5, optimizer=tf.train.AdamOptimizer,
    feature_columns=engineered_features, hidden_units=[nHidden1, nHidden2], model_dir=MODEL_DIR)

Training and Evaluating Our Model





In [ ]:



    


# Training Our Model
nFitSteps = 50000
start = time()
wrap  = regressor.fit(input_fn=train_input_fn, steps=nFitSteps)
print('TF Regressor took {} seconds'.format(time()-start))



    











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# Evaluating Our Model
print('Evaluating ...')
results = regressor.evaluate(input_fn=eval_input_fn, steps=1)
for key in sorted(results):
    print("%s: %s" % (key, results[key]))

print("Val Acc: %s" % (1-results[key]))

Predicting output for test data

Most of the time prediction script would be separate from training script (we need not to train on same data again) but I am providing both in same script here; as I am not sure if we can create multiple notebook and somehow share data between them in Kaggle.





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def de_median(x):
    return x - np.median(x)



    











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predicted_output = regressor.predict(input_fn=test_input_fn)
x = list(predicted_output)



    











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# print([predicted_output() for _ in range(10)])
plt.plot((x - np.median(x)) / np.std(x),'.',alpha=0.1);
plt.plot((test_df['flux'].values - np.median(test_df['flux'].values)) / np.std(test_df['flux'].values),'.',alpha=0.1);



    











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plt.plot(de_median(x - test_df['flux'].values)/x,'.',alpha=0.1);
plt.ylim(-1.0,1.0);



    











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test_df['flux'].values.size/0.4



    











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r2_score(test_df['flux'].values,x)*100



    











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print('Full notebook took {} seconds'.format(time()-start0))
saveDir = 'tfSaveModels' regressor.export_savedmodel(saveDir, regressor)
saveDir = 'tfSaveModels' reg_args = {'feature_columns': fc, 'hidden_units': hu_array, ...} regressor = tf.contrib.learn.DNNRegressor(**reg_args) pickle.dump(reg_args, open('reg_args.pkl', 'wb'))
reg_args = pickle.load(open('reg_args.pkl', 'rb')) # On another machine and so my model dir path changed: reg_args['model_dir'] = NEW_MODEL_DIR regressor = tf.contrib.learn.DNNRegressor(**reg_args)

Content source: exowanderer/SpitzerDeepLearningNetwork

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