optimizing queries inside of segments

src/streamlit_app.py

@@ -64,7 +64,7 @@ def init_baselines(data_req: str):
         
         raw_display = pd.DataFrame(list(cursor))
         gamelog_table = raw_display[raw_display['PLAYER_NAME'] != ""]
-        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',
+        gamelog_table = gamelog_table[['PLAYER_NAME', 'POS', 'GAME_ID', 'TEAM_NAME', 'TEAM_ABBREVIATION', 'OPP_NAME', 'OPP_ABBREVIATION', 'SEASON_ID', 'GAME_DATE', 'MATCHUP', 'MIN', 'touches', 'PTS', 'FGM', 'FGA', 'FG_PCT', 'FG3M', 'FG3A',
                                     'FG3_PCT', 'FTM', 'FTA', 'FT_PCT', 'reboundChancesOffensive', 'OREB', 'reboundChancesDefensive', 'DREB', 'reboundChancesTotal', 'REB',
                                     'passes', 'secondaryAssists', 'freeThrowAssists', 'assists', 'STL', 'BLK', 'TOV', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy', 'FPPM']]
         gamelog_table['assists'].replace("", 0, inplace=True)
@@ -98,7 +98,7 @@ def init_baselines(data_req: str):
         
         spread_dict = dict(zip(gamelog_table['GAME_ID'], gamelog_table['spread']))
         
-        gamelog_table = gamelog_table.set_axis(['Player', 'Pos', 'game_id', 'Team', 'Opp', 'Season', 'Date', 'Matchup', 'Min', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
+        gamelog_table = gamelog_table.set_axis(['Player', 'Pos', 'game_id', 'Team', 'Team Abbr', 'Opp', 'Opp Abbr', 'Season', 'Date', 'Matchup', 'Min', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
                                                 'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
                                                 'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy', 'FPPM',
                                                 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch', 'team_score', 'opp_score', 'spread'], axis=1)
@@ -124,7 +124,7 @@ def init_baselines(data_req: str):
         
         raw_display = pd.DataFrame(list(cursor))
         gamelog_table = raw_display[raw_display['PLAYER_NAME'] != ""]
-        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',
+        gamelog_table = gamelog_table[['PLAYER_NAME', 'POS', 'GAME_ID', 'TEAM_NAME', 'TEAM_ABBREVIATION', 'OPP_NAME', 'OPP_ABBREVIATION', 'SEASON_ID', 'GAME_DATE', 'MATCHUP', 'MIN', 'touches', 'PTS', 'FGM', 'FGA', 'FG_PCT', 'FG3M', 'FG3A',
                                     'FG3_PCT', 'FTM', 'FTA', 'FT_PCT', 'reboundChancesOffensive', 'OREB', 'reboundChancesDefensive', 'DREB', 'reboundChancesTotal', 'REB',
                                     'passes', 'secondaryAssists', 'freeThrowAssists', 'assists', 'STL', 'BLK', 'TOV', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy', 'FPPM']]
         gamelog_table['assists'].replace("", 0, inplace=True)
@@ -158,7 +158,7 @@ def init_baselines(data_req: str):
         
         spread_dict = dict(zip(gamelog_table['GAME_ID'], gamelog_table['spread']))
         
-        gamelog_table = gamelog_table.set_axis(['Player', 'Pos', 'game_id', 'Team', 'Opp', 'Season', 'Date', 'Matchup', 'Min', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
+        gamelog_table = gamelog_table.set_axis(['Player', 'Pos', 'game_id', 'Team', 'Team Abbr', 'Opp', 'Opp Abbr', 'Season', 'Date', 'Matchup', 'Min', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
                                                 'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
                                                 'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy', 'FPPM',
                                                 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch', 'team_score', 'opp_score', 'spread'], axis=1)
@@ -278,27 +278,6 @@ def split_frame(input_df, rows):
 def convert_df_to_csv(df):
     return df.to_csv().encode('utf-8')
 
-gamelog_table, game_rot, timestamp = init_baselines('gamelogs')
-basic_cols = ['Player', 'Pos', 'Team', 'Opp', 'Season', 'Date', 'Matchup', 'Min']
-basic_season_cols = ['Pos', 'Team', 'Min']
-data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
-            'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
-            'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
-            'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
-season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
-                    'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
-                    'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
-                    'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
-game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
-                'Fantasy', 'FD_Fantasy']
-indv_teams = gamelog_table.drop_duplicates(subset='Team')
-total_teams = indv_teams.Team.values.tolist()
-indv_players = gamelog_table.drop_duplicates(subset='Player')
-total_players = indv_players.Player.values.tolist()
-total_dates = gamelog_table.Date.values.tolist()
-
-# tab1, tab2, tab3, tab4, tab5 = st.tabs(['Gamelogs', 'Correlation Matrix', 'Position vs. Opp', 'Positional Percentages', 'Game Rotations'])
-
 selected_tab = st.segmented_control(
     "Select Tab",
     options=['Gamelogs', 'Correlation Matrix', 'Position vs. Opp', 'Game Rotations'],
@@ -333,6 +312,25 @@ if selected_tab == 'Gamelogs':
                   total_players = indv_players.Player.values.tolist()
                   total_dates = gamelog_table.Date.values.tolist()
         
+        gamelog_table, game_rot, timestamp = init_baselines('gamelogs')
+        basic_cols = ['Player', 'Pos', 'Team', 'Team Abbr', 'Opp', 'Opp Abbr', 'Season', 'Date', 'Matchup', 'Min']
+        basic_season_cols = ['Pos', 'Team', 'Team Abbr', 'Min']
+        data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
+                    'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
+                    'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
+                    'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
+        season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
+                            'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
+                            'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
+                            'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
+        game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
+                        'Fantasy', 'FD_Fantasy']
+        indv_teams = gamelog_table.drop_duplicates(subset='Team')
+        total_teams = indv_teams.Team.values.tolist()
+        indv_players = gamelog_table.drop_duplicates(subset='Player')
+        total_players = indv_players.Player.values.tolist()
+        total_dates = gamelog_table.Date.values.tolist()
+        
         split_var1 = st.radio("What table would you like to view?", ('Season Logs', 'Gamelogs'), key='split_var1')
         split_var2 = st.radio("Would you like to view all teams or specific ones?", ('All', 'Specific Teams'), key='split_var2')
         
@@ -457,6 +455,25 @@ if selected_tab == 'Correlation Matrix':
                   total_players = indv_players.Player.values.tolist()
                   total_dates = gamelog_table.Date.values.tolist()
         
+        gamelog_table, game_rot, timestamp = init_baselines('gamelogs')
+        basic_cols = ['Player', 'Pos', 'Team', 'Team Abbr', 'Opp', 'Opp Abbr', 'Season', 'Date', 'Matchup', 'Min']
+        basic_season_cols = ['Pos', 'Team', 'Team Abbr', 'Min']
+        data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
+                    'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
+                    'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
+                    'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
+        season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
+                            'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
+                            'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
+                            'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
+        game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
+                        'Fantasy', 'FD_Fantasy']
+        indv_teams = gamelog_table.drop_duplicates(subset='Team')
+        total_teams = indv_teams.Team.values.tolist()
+        indv_players = gamelog_table.drop_duplicates(subset='Player')
+        total_players = indv_players.Player.values.tolist()
+        total_dates = gamelog_table.Date.values.tolist()
+        
         corr_var = st.radio("Are you correlating fantasy or minutes?", ('Fantasy', 'Minutes'), key='corr_var')
         
         split_var1_t2 = st.radio("Would you like to view specific teams or specific players?", ('Specific Teams', 'Specific Players'), key='split_var1_t2')
@@ -547,6 +564,25 @@ if selected_tab == 'Position vs. Opp':
                   total_players = indv_players.Player.values.tolist()
                   total_dates = gamelog_table.Date.values.tolist()
         
+        gamelog_table, game_rot, timestamp = init_baselines('gamelogs')
+        basic_cols = ['Player', 'Pos', 'Team', 'Team Abbr', 'Opp', 'Opp Abbr', 'Season', 'Date', 'Matchup', 'Min']
+        basic_season_cols = ['Pos', 'Team', 'Team Abbr', 'Min']
+        data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
+                    'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
+                    'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
+                    'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
+        season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
+                            'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
+                            'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
+                            'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
+        game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
+                        'Fantasy', 'FD_Fantasy']
+        indv_teams = gamelog_table.drop_duplicates(subset='Team')
+        total_teams = indv_teams.Team.values.tolist()
+        indv_players = gamelog_table.drop_duplicates(subset='Player')
+        total_players = indv_players.Player.values.tolist()
+        total_dates = gamelog_table.Date.values.tolist()
+        
         team_var3 = st.selectbox('Which opponent would you like to view?', options = total_teams, key='team_var3')
         pos_var3 = st.selectbox('Which position would you like to view?', options = ['PG', 'SG', 'SF', 'PF', 'C'], key='pos_var3')
         disp_var3 = st.radio('Which view would you like to see?', options = ['Fantasy', 'Stats'], key='disp_var3')
@@ -610,7 +646,7 @@ if selected_tab == 'Game Rotations':
     with col1:
         if st.button("Reset Data", key='reset5'):
                   st.cache_data.clear()
-                  gamelog_table, game_rot, timestamp = init_baselines('all')
+                  gamelog_table, game_rot, timestamp = init_baselines('game_rotations')
                   basic_cols = ['Player', 'Pos', 'Team', 'Opp', 'Season', 'Date', 'Matchup', 'Min']
                   basic_season_cols = ['Pos', 'Team', 'Min']
                   data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
@@ -631,6 +667,27 @@ if selected_tab == 'Game Rotations':
                   total_players = indv_players.Player.values.tolist()
                   total_dates = gamelog_table.Date.values.tolist()
         
+        gamelog_table, game_rot, timestamp = init_baselines('game_rotations')
+        basic_cols = ['Player', 'Pos', 'Team', 'Team Abbr', 'Opp', 'Opp Abbr', 'Season', 'Date', 'Matchup', 'Min']
+        basic_season_cols = ['Pos', 'Team', 'Team Abbr', 'Min']
+        data_cols = ['team_score', 'opp_score', 'spread', 'Touches', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M',
+                    'FG3A', 'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
+                    'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
+                    'FPPM', 'Rebound%', 'Assists/Pass', 'Touch_per_min', 'Fantasy/Touch', 'FD Fantasy/Touch']
+        season_data_cols = ['Touches', 'Touch/Min', 'Pts', 'FGM', 'FGA', 'FG%', 'FG3M', 'FG3A',
+                            'FG3%', 'FTM', 'FTA', 'FT%', 'OREB Chance', 'OREB', 'DREB Chance', 'DREB', 'REB Chance', 'REB',
+                            'Passes', 'Alt Assists', 'FT Assists', 'Assists', 'Stl', 'Blk', 'Tov', 'PF', 'DD', 'TD', 'Fantasy', 'FD_Fantasy',
+                            'FPPM', 'Rebound%', 'Assists/Pass', 'Fantasy/Touch', 'FD Fantasy/Touch']
+        game_rot_cols = ['PLAYER_NAME', 'backlog_lookup', 'spread', 'MIN', 'PTS', 'FGM', 'FGA', 'FG3M', 'FG3A', 'FTM', 'FTA', 'REB', 'AST', 'STL', 'BLK', 'TOV', 'PF',
+                        'Fantasy', 'FD_Fantasy']
+        indv_teams = gamelog_table.drop_duplicates(subset='Team')
+        total_teams = indv_teams.Team.values.tolist()
+        indv_game_rot_teams = game_rot.drop_duplicates(subset='TEAM_ABBREVIATION')
+        total_game_rot_teams = indv_game_rot_teams.TEAM_ABBREVIATION.values.tolist()
+        indv_players = gamelog_table.drop_duplicates(subset='Player')
+        total_players = indv_players.Player.values.tolist()
+        total_dates = gamelog_table.Date.values.tolist()
+        
         game_rot_view = st.radio("What set would you like to view?", ('Team Rotations', 'Player Rotations'), key='game_rot_view')
         
         if game_rot_view == 'Team Rotations':