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Edit and run 





In [1]:



    


import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pylab as plt
%matplotlib inline



    











In [2]:



    


df = pd.read_csv("D:\\Box Sync\\Fall_2016\\data_vis\\project\\data\\processed_data.csv")
# read the input as a pandas dataframe



    











In [3]:



    


df.head()



    


















    
Out[3]:










  
    

      
      Unnamed: 0
      action_type
      combined_shot_type
      loc_x
      loc_y
      minutes_remaining
      period
      playoffs
      season
      seconds_remaining
      shot_distance
      shot_made_flag
      shot_type
      shot_zone_area
      shot_zone_basic
      shot_zone_range
      team_name
      matchup
      opponent
      year
    

  
  
    

      0
      0
      Jump Shot
      Jump Shot
      -157
      0
      10
      1
      0
      2000-01
      22
      15
      0
      2PT Field Goal
      Left Side(L)
      Mid-Range
      8-16 ft.
      Los Angeles Lakers
      LAL @ POR
      POR
      2000
    

    

      1
      1
      Jump Shot
      Jump Shot
      -101
      135
      7
      1
      0
      2000-01
      45
      16
      1
      2PT Field Goal
      Left Side Center(LC)
      Mid-Range
      16-24 ft.
      Los Angeles Lakers
      LAL @ POR
      POR
      2000
    

    

      2
      2
      Jump Shot
      Jump Shot
      138
      175
      6
      1
      0
      2000-01
      52
      22
      0
      2PT Field Goal
      Right Side Center(RC)
      Mid-Range
      16-24 ft.
      Los Angeles Lakers
      LAL @ POR
      POR
      2000
    

    

      3
      3
      Driving Dunk Shot
      Dunk
      0
      0
      6
      2
      0
      2000-01
      19
      0
      1
      2PT Field Goal
      Center(C)
      Restricted Area
      Less Than 8 ft.
      Los Angeles Lakers
      LAL @ POR
      POR
      2000
    

    

      4
      4
      Jump Shot
      Jump Shot
      -145
      -11
      9
      3
      0
      2000-01
      32
      14
      0
      2PT Field Goal
      Left Side(L)
      Mid-Range
      8-16 ft.
      Los Angeles Lakers
      LAL @ POR
      POR
      2000

Analysis with respect to period, time remaining and shots





In [4]:



    


df_sub1 = df[['period', 'minutes_remaining', 'seconds_remaining', 'shot_made_flag']]
# subset of data
df_sub1.head()



    


















    
Out[4]:










  
    

      
      period
      minutes_remaining
      seconds_remaining
      shot_made_flag
    

  
  
    

      0
      1
      10
      22
      0
    

    

      1
      1
      7
      45
      1
    

    

      2
      1
      6
      52
      0
    

    

      3
      2
      6
      19
      1
    

    

      4
      3
      9
      32
      0
    

  




















In [5]:



    


df_sub1['sec_remain'] = df_sub1['minutes_remaining']*60 + df['seconds_remaining']
# total time remaining in seconds



    


















    






C:\Users\anirudhkm\Anaconda3\lib\site-packages\ipykernel\__main__.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  if __name__ == '__main__':

















In [6]:



    


df_sub1['sec_elapsed_period_start'] = 60*(11 - df['minutes_remaining']) + (60 - df['seconds_remaining'])
# time elapsed from game start



    


















    






C:\Users\anirudhkm\Anaconda3\lib\site-packages\ipykernel\__main__.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  if __name__ == '__main__':

















In [7]:



    


df_sub1.head()



    


















    
Out[7]:










  
    

      
      period
      minutes_remaining
      seconds_remaining
      shot_made_flag
      sec_remain
      sec_elapsed_period_start
    

  
  
    

      0
      1
      10
      22
      0
      622
      98
    

    

      1
      1
      7
      45
      1
      465
      255
    

    

      2
      1
      6
      52
      0
      412
      308
    

    

      3
      2
      6
      19
      1
      379
      341
    

    

      4
      3
      9
      32
      0
      572
      148
    

  




















In [8]:



    


period_values = df_sub1['period'].unique()
# get period unique values
df_sub1['sec_elapsed_game_start'] = 0
for each in period_values:
    # iterate over each period values
    df_sub1['sec_elapsed_game_start'][df_sub1['period'] == each] = (each - 1)*720 + df_sub1['sec_elapsed_period_start'][df_sub1['period'] == each] 
    
df_sub1.head(10)



    


















    






C:\Users\anirudhkm\Anaconda3\lib\site-packages\ipykernel\__main__.py:3: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  app.launch_new_instance()
C:\Users\anirudhkm\Anaconda3\lib\site-packages\pandas\core\generic.py:4485: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  self._update_inplace(new_data)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py:2881: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  exec(code_obj, self.user_global_ns, self.user_ns)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\ipykernel\__main__.py:6: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy










    
Out[8]:










  
    

      
      period
      minutes_remaining
      seconds_remaining
      shot_made_flag
      sec_remain
      sec_elapsed_period_start
      sec_elapsed_game_start
    

  
  
    

      0
      1
      10
      22
      0
      622
      98
      98
    

    

      1
      1
      7
      45
      1
      465
      255
      255
    

    

      2
      1
      6
      52
      0
      412
      308
      308
    

    

      3
      2
      6
      19
      1
      379
      341
      1061
    

    

      4
      3
      9
      32
      0
      572
      148
      1588
    

    

      5
      3
      8
      52
      1
      532
      188
      1628
    

    

      6
      3
      6
      12
      1
      372
      348
      1788
    

    

      7
      3
      3
      36
      0
      216
      504
      1944
    

    

      8
      3
      1
      56
      0
      116
      604
      2044
    

    

      9
      1
      11
      0
      1
      660
      60
      60

Histogram of second remaining data





In [9]:



    


bins = np.arange(0, 60*(4*12+3*5), 24)
# define the bins
plt.figure(figsize=(16, 5))
plt.hist(df_sub1['sec_elapsed_game_start'], bins = bins)
# plot the histogram of the data
plt.vlines(x=[0, 12*60, 2*12*60, 3*12*60, 4*12*60, 4*12*60+5*60, 4*12*60+2*5*60, 4*12*60+3*5*60], ymin=0,ymax=400, colors='r')
# lines to show the end od a quarter
plt.xlim((-100, 4200))
plt.xlabel("Seconds remaining in the game", fontsize = 16)
plt.ylabel("Shots attempted", fontsize = 16)
plt.title("Shots attempted by Kobe throughout the game for his whole career", fontsize = 18)



    


















    
Out[9]:








<matplotlib.text.Text at 0x1c44ce8c278>

Finding accuracy for every 24 seconds





In [10]:



    


df_sub1['sec_bin'] = df_sub1['sec_elapsed_game_start']//24



    


















    






C:\Users\anirudhkm\Anaconda3\lib\site-packages\ipykernel\__main__.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  if __name__ == '__main__':

















In [ ]:



    






    











In [11]:



    


hit_accuracy_24sec = df_sub1[['sec_bin', 'shot_made_flag']].groupby('sec_bin').sum()/df_sub1[['sec_bin', 'shot_made_flag']].groupby('sec_bin').count()
hit_accuracy_24sec.head()



    


















    
Out[11]:










  
    

      
      shot_made_flag
    

    

      sec_bin
      
    

  
  
    

      0
      0.469231
    

    

      1
      0.428571
    

    

      2
      0.422414
    

    

      3
      0.486957
    

    

      4
      0.489270
    

  




















In [12]:



    


plt.figure(figsize=(16,5))
plt.bar(hit_accuracy_24sec.index[:-1], hit_accuracy_24sec['shot_made_flag'][:-1])
plt.vlines(x=[0, 1*30, 2*30, 3*30, 4*30, 4*30+1*12.5, 4*30+2*12.5, 4*30+3*12.5], ymin=0,ymax=1, colors='r')
plt.xlim(-1, 165)
plt.title("Kobe Bryant shot accuracy for each 24 second bin")
plt.xlabel("The 24 second bin")
plt.ylabel("Accuracy")



    


















    
Out[12]:








<matplotlib.text.Text at 0x1c44d64feb8>

Analysis of Kobe's shots from distance





In [13]:



    


df['distance'] = np.sqrt(df['loc_x']**2  + df['loc_y']**2)
# calculate dist from basket hoop
seasons = df['year'].unique()
# get unique seasons
opponents = df['opponent'].unique()
# get unique opponents
dist_season, dist_oppo = [], []
# empty lists
for season in seasons:
    # iterate over each season
    sub = df[df['year'] == season]
    dist_season.append(np.mean(sub['distance']))
    # get avg distance for each year
    
for oppo in opponents:
    # iterate over each season
    sub = df[df['opponent'] == oppo]
    dist_oppo.append(np.mean(sub['distance']))
    # get avg distance for each year



    











In [14]:



    


coff = np.polyfit(seasons, [i/10 for i in dist_season], 3)
x = np.linspace(1996, 2015, 500)
y = np.multiply(coff[0],x**3) + np.multiply(coff[1],x**2) + np.multiply(coff[2],x) + coff[3]



    











In [15]:



    


plt.figure(figsize=(16,5))
plt.plot(x, y, color = 'r')
plt.scatter(seasons, [i/10 for i in dist_season])
plt.xlim((1995, 2017))
plt.title("Shot distance across all seasons", fontsize = 18)
plt.xlabel("Seasons", fontsize = 15)
plt.ylabel("Shot distance in feet", fontsize = 15)



    


















    
Out[15]:








<matplotlib.text.Text at 0x1c44d91a1d0>










    
























In [16]:



    


plt.figure(figsize=(16,5))
plt.plot(x, y, color = 'r')
oppo_map = list(range(1, len(opponents) + 1))
plt.scatter(oppo_map, dist_oppo)
plt.xlim((0, 35))
plt.xticks(oppo_map, opponents)
plt.title("Shot distance against all opponents")
plt.xlabel("Opponents")
plt.ylabel("Shot distance in feet")



    


















    
Out[16]:








<matplotlib.text.Text at 0x1c44da587f0>

Based on his action type





In [17]:



    


df_sub2 = df[['combined_shot_type', 'opponent', 'year']]
# get the subset of the data
df_sub2.head()



    


















    
Out[17]:










  
    

      
      combined_shot_type
      opponent
      year
    

  
  
    

      0
      Jump Shot
      POR
      2000
    

    

      1
      Jump Shot
      POR
      2000
    

    

      2
      Jump Shot
      POR
      2000
    

    

      3
      Dunk
      POR
      2000
    

    

      4
      Jump Shot
      POR
      2000
    

  




















In [18]:



    


d = pd.get_dummies(df_sub2, columns = ['combined_shot_type'])
# shot made flag
d.head()



    


















    
Out[18]:










  
    

      
      opponent
      year
      combined_shot_type_Bank Shot
      combined_shot_type_Dunk
      combined_shot_type_Hook Shot
      combined_shot_type_Jump Shot
      combined_shot_type_Layup
      combined_shot_type_Tip Shot
    

  
  
    

      0
      POR
      2000
      0.0
      0.0
      0.0
      1.0
      0.0
      0.0
    

    

      1
      POR
      2000
      0.0
      0.0
      0.0
      1.0
      0.0
      0.0
    

    

      2
      POR
      2000
      0.0
      0.0
      0.0
      1.0
      0.0
      0.0
    

    

      3
      POR
      2000
      0.0
      1.0
      0.0
      0.0
      0.0
      0.0
    

    

      4
      POR
      2000
      0.0
      0.0
      0.0
      1.0
      0.0
      0.0
    

  




















In [19]:



    


d = d.groupby(by = ['year', 'opponent']).sum()
# group the data
d.head()



    


















    
Out[19]:










  
    

      
      
      combined_shot_type_Bank Shot
      combined_shot_type_Dunk
      combined_shot_type_Hook Shot
      combined_shot_type_Jump Shot
      combined_shot_type_Layup
      combined_shot_type_Tip Shot
    

    

      year
      opponent
      
      
      
      
      
      
    

  
  
    

      1996
      ATL
      0.0
      0.0
      0.0
      1.0
      3.0
      0.0
    

    

      BOS
      0.0
      0.0
      0.0
      3.0
      2.0
      0.0
    

    

      CHA
      0.0
      1.0
      0.0
      9.0
      3.0
      1.0
    

    

      CHI
      0.0
      0.0
      0.0
      6.0
      2.0
      1.0
    

    

      CLE
      0.0
      0.0
      0.0
      6.0
      0.0
      0.0
    

  




















In [20]:



    


years = df_sub2['year'].unique()
teams = df_sub2['opponent'].unique()
print(len(d))
for y in years:
    for team in teams:
        try:
            d.loc[(y, team)]
        except KeyError:
            d.loc[(y, team), 'combined_shot_type_Bank Shot'] = 0
            d.loc[(y, team), 'combined_shot_type_Dunk'] = 0
            d.loc[(y, team), 'combined_shot_type_Hook Shot'] = 0
            d.loc[(y, team), 'combined_shot_type_Jump Shot'] = 0
            d.loc[(y, team), 'combined_shot_type_Layup'] = 0
            d.loc[(y, team), 'combined_shot_type_Tip Shot'] = 0



    


















    






529

















In [21]:



    


d.head()



    


















    
Out[21]:










  
    

      
      
      combined_shot_type_Bank Shot
      combined_shot_type_Dunk
      combined_shot_type_Hook Shot
      combined_shot_type_Jump Shot
      combined_shot_type_Layup
      combined_shot_type_Tip Shot
    

    

      year
      opponent
      
      
      
      
      
      
    

  
  
    

      1996
      ATL
      0.0
      0.0
      0.0
      1.0
      3.0
      0.0
    

    

      BOS
      0.0
      0.0
      0.0
      3.0
      2.0
      0.0
    

    

      CHA
      0.0
      1.0
      0.0
      9.0
      3.0
      1.0
    

    

      CHI
      0.0
      0.0
      0.0
      6.0
      2.0
      1.0
    

    

      CLE
      0.0
      0.0
      0.0
      6.0
      0.0
      0.0
    

  




















In [22]:



    


d['total'] = d.sum(axis = 1)
d.head()



    


















    
Out[22]:










  
    

      
      
      combined_shot_type_Bank Shot
      combined_shot_type_Dunk
      combined_shot_type_Hook Shot
      combined_shot_type_Jump Shot
      combined_shot_type_Layup
      combined_shot_type_Tip Shot
      total
    

    

      year
      opponent
      
      
      
      
      
      
      
    

  
  
    

      1996
      ATL
      0.0
      0.0
      0.0
      1.0
      3.0
      0.0
      4.0
    

    

      BOS
      0.0
      0.0
      0.0
      3.0
      2.0
      0.0
      5.0
    

    

      CHA
      0.0
      1.0
      0.0
      9.0
      3.0
      1.0
      14.0
    

    

      CHI
      0.0
      0.0
      0.0
      6.0
      2.0
      1.0
      9.0
    

    

      CLE
      0.0
      0.0
      0.0
      6.0
      0.0
      0.0
      6.0
    

  




















In [23]:



    


for col in d.columns:
    # iterate over each column
    d[col] = d[col]/d['total']
    
d.drop('total', axis = 1, inplace = True)



    











In [24]:



    


d.fillna(0, inplace = True)
d.to_csv("action_type.csv")
# write to file

Success of Kobe with respect to 2 point and 3 point shots





In [25]:



    


df_sub3 = df[['shot_type', 'opponent', 'year', 'shot_made_flag']]
# get the subset of the data
df_sub3.head()



    


















    
Out[25]:










  
    

      
      shot_type
      opponent
      year
      shot_made_flag
    

  
  
    

      0
      2PT Field Goal
      POR
      2000
      0
    

    

      1
      2PT Field Goal
      POR
      2000
      1
    

    

      2
      2PT Field Goal
      POR
      2000
      0
    

    

      3
      2PT Field Goal
      POR
      2000
      1
    

    

      4
      2PT Field Goal
      POR
      2000
      0
    

  




















In [26]:



    


hit_point = df_sub3[df_sub3['shot_made_flag'] == 1]
miss_point = df_sub3[df_sub3['shot_made_flag'] == 0]
# get hit and miss points



    











In [27]:



    


d_hit = pd.get_dummies(hit_point.drop('shot_made_flag', axis = 1), columns = ['shot_type'])
# shot made flag



    











In [28]:



    


d_hit = d_hit.groupby(['year', 'opponent']).sum()
d_hit.head()



    


















    
Out[28]:










  
    

      
      
      shot_type_2PT Field Goal
      shot_type_3PT Field Goal
    

    

      year
      opponent
      
      
    

  
  
    

      1996
      BOS
      1.0
      0.0
    

    

      CHA
      5.0
      1.0
    

    

      CHI
      2.0
      2.0
    

    

      CLE
      1.0
      1.0
    

    

      DAL
      7.0
      1.0
    

  




















In [29]:



    


years = df_sub3['year'].unique()
teams = df_sub3['opponent'].unique()
for y in years:
    for team in teams:
        try:
            d_hit.loc[(y, team)]
        except KeyError:
            d_hit.loc[(y, team), 'shot_type_3PT Field Goal'] = 0
            d_hit.loc[(y, team), 'shot_type_2PT Field Goal'] = 0 
d_hit.head()



    


















    
Out[29]:










  
    

      
      
      shot_type_2PT Field Goal
      shot_type_3PT Field Goal
    

    

      year
      opponent
      
      
    

  
  
    

      1996
      BOS
      1.0
      0.0
    

    

      CHA
      5.0
      1.0
    

    

      CHI
      2.0
      2.0
    

    

      CLE
      1.0
      1.0
    

    

      DAL
      7.0
      1.0
    

  




















In [30]:



    


d_miss = pd.get_dummies(miss_point.drop('shot_made_flag', axis = 1), columns = ['shot_type'])
# shot made flag
d_miss = d_miss.groupby(['year', 'opponent']).sum()
years = df_sub3['year'].unique()
teams = df_sub3['opponent'].unique()
for y in years:
    for team in teams:
        try:
            d_miss.loc[(y, team)]
        except KeyError:
            d_miss.loc[(y, team), 'shot_type_3PT Field Goal'] = 0
            d_miss.loc[(y, team), 'shot_type_2PT Field Goal'] = 0 
d_miss.head()



    


















    
Out[30]:










  
    

      
      
      shot_type_2PT Field Goal
      shot_type_3PT Field Goal
    

    

      year
      opponent
      
      
    

  
  
    

      1996
      ATL
      4.0
      0.0
    

    

      BOS
      2.0
      2.0
    

    

      CHA
      6.0
      2.0
    

    

      CHI
      3.0
      2.0
    

    

      CLE
      2.0
      2.0
    

  




















In [ ]:



    






    











In [31]:



    


point_type = pd.DataFrame()
# empty dataframe
d_hit['shot_type_2PT Field Goal']  = d_hit['shot_type_2PT Field Goal'] / ( d_hit['shot_type_2PT Field Goal'] +  d_miss['shot_type_2PT Field Goal'])
d_hit['shot_type_3PT Field Goal']  = d_hit['shot_type_3PT Field Goal'] / ( d_hit['shot_type_3PT Field Goal'] +  d_miss['shot_type_3PT Field Goal'])

d_hit.fillna(0, inplace=True)
d_hit.head()



    


















    
Out[31]:










  
    

      
      
      shot_type_2PT Field Goal
      shot_type_3PT Field Goal
    

    

      year
      opponent
      
      
    

  
  
    

      1996
      BOS
      0.333333
      0.000000
    

    

      CHA
      0.454545
      0.333333
    

    

      CHI
      0.400000
      0.500000
    

    

      CLE
      0.333333
      0.333333
    

    

      DAL
      0.411765
      0.142857
    

  




















In [32]:



    


d_hit.to_csv("point_type_accuracy.csv")

Kobe bryant on location performance





In [34]:



    


from sklearn import mixture



    











In [36]:



    


numGaussians = 13
gaussianMixtureModel = mixture.GMM(n_components=numGaussians, covariance_type='full', 
                                   params='wmc', init_params='wmc',
                                   random_state=1, n_init=3,  verbose=0)
gaussianMixtureModel.fit(df.ix[:,['loc_x','loc_y']])

df['shotLocationCluster'] = gaussianMixtureModel.predict(data.ix[:,['loc_x','loc_y']])



    


















    






C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:52: DeprecationWarning: Class GMM is deprecated; The class GMM is deprecated in 0.18 and will be  removed in 0.20. Use class GaussianMixture instead.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function distribute_covar_matrix_to_match_covariance_type is deprecated; The functon distribute_covar_matrix_to_match_covariance_typeis deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function distribute_covar_matrix_to_match_covariance_type is deprecated; The functon distribute_covar_matrix_to_match_covariance_typeis deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function distribute_covar_matrix_to_match_covariance_type is deprecated; The functon distribute_covar_matrix_to_match_covariance_typeis deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)
C:\Users\anirudhkm\Anaconda3\lib\site-packages\sklearn\utils\deprecation.py:70: DeprecationWarning: Function log_multivariate_normal_density is deprecated; The function log_multivariate_normal_density is deprecated in 0.18 and will be removed in 0.20.
  warnings.warn(msg, category=DeprecationWarning)










    






---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-36-9887b9c34076> in <module>()
      5 gaussianMixtureModel.fit(df.ix[:,['loc_x','loc_y']])
      6 
----> 7 df['shotLocationCluster'] = gaussianMixtureModel.predict(data.ix[:,['loc_x','loc_y']])

NameError: name 'data' is not defined
















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Content source: vipmunot/Data-Science-Course

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