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cb9d25e
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1 Parent(s): 932015d

Update app.py

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Files changed (1) hide show
  1. app.py +17 -15
app.py CHANGED
@@ -53,7 +53,7 @@ def init_baselines():
53
  gamelog_table = raw_display[raw_display['PLAYER_NAME'] != ""]
54
  gamelog_table = gamelog_table[['PLAYER_NAME', 'POS', 'GAME_ID', 'TEAM_NAME', 'OPP_NAME', 'SEASON_ID', 'GAME_DATE', 'MATCHUP', 'MIN', 'touches', 'PTS', 'FGM', 'FGA', 'FG_PCT', 'FG3M', 'FG3A',
55
  'FG3_PCT', 'FTM', 'FTA', 'FT_PCT', 'reboundChancesOffensive', 'OREB', 'reboundChancesDefensive', 'DREB', 'reboundChancesTotal', 'REB',
56
- 'passes', 'secondaryAssists', 'freeThrowAssists', 'assists', 'STL', 'BLK', 'TOV', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy']]
57
  gamelog_table['assists'].replace("", 0, inplace=True)
58
  gamelog_table['reboundChancesTotal'].replace("", 0, inplace=True)
59
  gamelog_table['passes'].replace("", 0, inplace=True)
@@ -69,6 +69,7 @@ def init_baselines():
69
  gamelog_table['MIN'] = gamelog_table['MIN'].astype(int)
70
  gamelog_table['Fantasy'] = gamelog_table['Fantasy'].astype(float)
71
  gamelog_table['FD_Fantasy'] = gamelog_table['FD_Fantasy'].astype(float)
 
72
  gamelog_table['rebound%'] = gamelog_table['REB'] / gamelog_table['reboundChancesTotal']
73
  gamelog_table['assists_per_pass'] = gamelog_table['assists'] / gamelog_table['passes']
74
  gamelog_table['Touch_per_min'] = gamelog_table['touches'] / gamelog_table['MIN']
@@ -85,7 +86,7 @@ def init_baselines():
85
 
86
  gamelog_table = gamelog_table.set_axis(['Player', 'Pos', 'game_id', 'Team', 'Opp', 'Season', 'Date', 'Matchup', 'Min', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
87
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
88
- 'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
89
  'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch', 'team_score', 'opp_score', 'spread'], axis=1)
90
 
91
  worksheet = sh.worksheet('Rotations')
@@ -153,6 +154,7 @@ def seasonlong_build(data_sample):
153
  season_long_table['TD'] = data_sample.groupby(['Player', 'Season'], sort=False)['TD'].transform('mean').astype(float)
154
  season_long_table['Fantasy'] = data_sample.groupby(['Player', 'Season'], sort=False)['Fantasy'].transform('mean').astype(float)
155
  season_long_table['FD_Fantasy'] = data_sample.groupby(['Player', 'Season'], sort=False)['FD_Fantasy'].transform('mean').astype(float)
 
156
  season_long_table['Rebound%'] = (data_sample.groupby(['Player', 'Season'], sort=False)['REB'].transform('sum').astype(int) /
157
  data_sample.groupby(['Player', 'Season'], sort=False)['REB Chance'].transform('sum').astype(int))
158
  season_long_table['Assists/Pass'] = (data_sample.groupby(['Player', 'Season'], sort=False)['Assists'].transform('sum').astype(int) /
@@ -168,7 +170,7 @@ def seasonlong_build(data_sample):
168
  season_long_table = season_long_table.set_axis(['Player', 'Pos', 'Team', 'Min', 'Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
169
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
170
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
171
- 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch'], axis=1)
172
 
173
  return season_long_table
174
 
@@ -221,11 +223,11 @@ basic_season_cols = ['Pos', 'Team', 'Min']
221
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
222
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
223
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
224
- 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
225
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
226
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
227
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
228
- 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
229
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
230
  'Fantasy', 'FD_Fantasy']
231
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
@@ -252,11 +254,11 @@ with tab1:
252
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
253
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
254
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
255
- 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
256
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
257
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
258
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
259
- 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
260
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
261
  'Fantasy', 'FD_Fantasy']
262
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
@@ -381,11 +383,11 @@ with tab2:
381
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
382
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
383
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
384
- 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
385
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
386
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
387
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
388
- 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
389
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
390
  'Fantasy', 'FD_Fantasy']
391
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
@@ -476,11 +478,11 @@ with tab3:
476
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
477
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
478
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
479
- 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
480
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
481
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
482
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
483
- 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
484
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
485
  'Fantasy', 'FD_Fantasy']
486
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
@@ -563,11 +565,11 @@ with tab4:
563
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
564
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
565
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
566
- 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
567
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
568
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
569
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
570
- 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
571
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
572
  'Fantasy', 'FD_Fantasy']
573
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
@@ -614,11 +616,11 @@ with tab5:
614
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
615
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
616
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
617
- 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
618
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
619
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
620
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
621
- 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
622
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
623
  'Fantasy', 'FD_Fantasy']
624
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
 
53
  gamelog_table = raw_display[raw_display['PLAYER_NAME'] != ""]
54
  gamelog_table = gamelog_table[['PLAYER_NAME', 'POS', 'GAME_ID', 'TEAM_NAME', 'OPP_NAME', 'SEASON_ID', 'GAME_DATE', 'MATCHUP', 'MIN', 'touches', 'PTS', 'FGM', 'FGA', 'FG_PCT', 'FG3M', 'FG3A',
55
  'FG3_PCT', 'FTM', 'FTA', 'FT_PCT', 'reboundChancesOffensive', 'OREB', 'reboundChancesDefensive', 'DREB', 'reboundChancesTotal', 'REB',
56
+ 'passes', 'secondaryAssists', 'freeThrowAssists', 'assists', 'STL', 'BLK', 'TOV', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy', 'FPPM']]
57
  gamelog_table['assists'].replace("", 0, inplace=True)
58
  gamelog_table['reboundChancesTotal'].replace("", 0, inplace=True)
59
  gamelog_table['passes'].replace("", 0, inplace=True)
 
69
  gamelog_table['MIN'] = gamelog_table['MIN'].astype(int)
70
  gamelog_table['Fantasy'] = gamelog_table['Fantasy'].astype(float)
71
  gamelog_table['FD_Fantasy'] = gamelog_table['FD_Fantasy'].astype(float)
72
+ gamelog_table['FPPM'] = gamelog_table['FPPM'].astype(float)
73
  gamelog_table['rebound%'] = gamelog_table['REB'] / gamelog_table['reboundChancesTotal']
74
  gamelog_table['assists_per_pass'] = gamelog_table['assists'] / gamelog_table['passes']
75
  gamelog_table['Touch_per_min'] = gamelog_table['touches'] / gamelog_table['MIN']
 
86
 
87
  gamelog_table = gamelog_table.set_axis(['Player', 'Pos', 'game_id', 'Team', 'Opp', 'Season', 'Date', 'Matchup', 'Min', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
88
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
89
+ 'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy', 'FPPM',
90
  'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch', 'team_score', 'opp_score', 'spread'], axis=1)
91
 
92
  worksheet = sh.worksheet('Rotations')
 
154
  season_long_table['TD'] = data_sample.groupby(['Player', 'Season'], sort=False)['TD'].transform('mean').astype(float)
155
  season_long_table['Fantasy'] = data_sample.groupby(['Player', 'Season'], sort=False)['Fantasy'].transform('mean').astype(float)
156
  season_long_table['FD_Fantasy'] = data_sample.groupby(['Player', 'Season'], sort=False)['FD_Fantasy'].transform('mean').astype(float)
157
+ season_long_table['FPPM'] = data_sample.groupby(['Player', 'Season'], sort=False)['FPPM'].transform('mean').astype(float)
158
  season_long_table['Rebound%'] = (data_sample.groupby(['Player', 'Season'], sort=False)['REB'].transform('sum').astype(int) /
159
  data_sample.groupby(['Player', 'Season'], sort=False)['REB Chance'].transform('sum').astype(int))
160
  season_long_table['Assists/Pass'] = (data_sample.groupby(['Player', 'Season'], sort=False)['Assists'].transform('sum').astype(int) /
 
170
  season_long_table = season_long_table.set_axis(['Player', 'Pos', 'Team', 'Min', 'Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
171
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
172
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
173
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch'], axis=1)
174
 
175
  return season_long_table
176
 
 
223
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
224
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
225
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
226
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
227
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
228
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
229
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
230
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
231
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
232
  'Fantasy', 'FD_Fantasy']
233
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
 
254
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
255
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
256
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
257
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
258
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
259
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
260
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
261
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
262
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
263
  'Fantasy', 'FD_Fantasy']
264
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
 
383
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
384
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
385
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
386
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
387
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
388
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
389
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
390
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
391
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
392
  'Fantasy', 'FD_Fantasy']
393
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
 
478
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
479
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
480
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
481
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
482
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
483
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
484
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
485
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
486
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
487
  'Fantasy', 'FD_Fantasy']
488
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
 
565
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
566
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
567
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
568
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
569
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
570
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
571
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
572
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
573
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
574
  'Fantasy', 'FD_Fantasy']
575
  indv_teams = gamelog_table.drop_duplicates(subset='Team')
 
616
  data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
617
  'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
618
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
619
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
620
  season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
621
  'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
622
  'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
623
+ 'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
624
  game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
625
  'Fantasy', 'FD_Fantasy']
626
  indv_teams = gamelog_table.drop_duplicates(subset='Team')