Update init_baselines function in app.py to accept a slate variable, allowing dynamic filtering of player data based on the selected slate. Adjusted multiple instances throughout the code to ensure consistent data retrieval for both 'Main Slate' and 'Secondary Slate'. Additionally, refined sharp_split values for improved performance in simulations. This enhances flexibility and user experience in DraftKings and FanDuel simulations.

app.py

@@ -106,12 +106,12 @@ def init_FD_Secondary_seed_frames(sharp_split):
     return FD_seed
 
 @st.cache_data(ttl = 599)
-def init_baselines():
+def init_baselines(slate_var):
     collection = db["DK_NFL_ROO"] 
     cursor = collection.find()
 
     raw_display = pd.DataFrame(list(cursor))
-    raw_display = raw_display[raw_display['slate'] == 'Main Slate']
+    raw_display = raw_display[raw_display['slate'] == slate_var]
     raw_display = raw_display[raw_display['version'] == 'overall']
     dk_raw = raw_display[['Player', 'Position', 'Team', 'Opp', 'Salary', 'Floor', 'Median', 'Ceiling', 'Top_finish', 'Top_5_finish', 'Top_10_finish', '20+%', '2x%', '3x%', '4x%',
                           'Own', 'Small_Field_Own', 'Large_Field_Own', 'Cash_Field_Own', 'CPT_Own', 'LevX', 'version', 'slate', 'timestamp', 'player_id', 'site']]
@@ -121,7 +121,7 @@ def init_baselines():
     cursor = collection.find()
 
     raw_display = pd.DataFrame(list(cursor))
-    raw_display = raw_display[raw_display['slate'] == 'Main Slate']
+    raw_display = raw_display[raw_display['slate'] == slate_var]
     raw_display = raw_display[raw_display['version'] == 'overall']
     fd_raw = raw_display[['Player', 'Position', 'Team', 'Opp', 'Salary', 'Floor', 'Median', 'Ceiling', 'Top_finish', 'Top_5_finish', 'Top_10_finish', '20+%', '2x%', '3x%', '4x%',
                           'Own', 'Small_Field_Own', 'Large_Field_Own', 'Cash_Field_Own', 'CPT_Own', 'LevX', 'version', 'slate', 'timestamp', 'player_id', 'site']]
@@ -179,10 +179,6 @@ def sim_contest(Sim_size, seed_frame, maps_dict, Contest_Size):
         
     return Sim_Winners
 
-dk_raw, fd_raw = init_baselines()
-dk_id_dict = dict(zip(dk_raw.Player, dk_raw.player_id))
-fd_id_dict = dict(zip(fd_raw.Player, fd_raw.player_id))
-
 tab1, tab2 = st.tabs(['Contest Sims', 'Data Export'])
 with tab2:
     col1, col2 = st.columns([1, 7])
@@ -193,7 +189,7 @@ with tab2:
                   del st.session_state[key]
               DK_seed = init_DK_seed_frames(10000)
               FD_seed = init_FD_seed_frames(10000)
-              dk_raw, fd_raw = init_baselines()
+              dk_raw, fd_raw = init_baselines('Main Slate')
               dk_id_dict = dict(zip(dk_raw.Player, dk_raw.player_id))
               fd_id_dict = dict(zip(fd_raw.Player, fd_raw.player_id))
               
@@ -205,8 +201,10 @@ with tab2:
             
             team_var1 = st.radio("Do you want a frame with specific teams?", ('Full Slate', 'Specific Teams'), key='team_var1')
             if team_var1 == 'Specific Teams':
+                    dk_raw, fd_raw = init_baselines('Main Slate')
                     team_var2 = st.multiselect('Which teams do you want?', options = dk_raw['Team'].unique())
             elif team_var1 == 'Full Slate':
+                    dk_raw, fd_raw = init_baselines('Main Slate')
                     team_var2 = dk_raw.Team.values.tolist()
             
             stack_var1 = st.radio("Do you want a frame with specific stack sizes?", ('Full Slate', 'Specific Stack Sizes'), key='stack_var1')
@@ -219,8 +217,10 @@ with tab2:
             
             team_var1 = st.radio("Do you want a frame with specific teams?", ('Full Slate', 'Specific Teams'), key='team_var1')
             if team_var1 == 'Specific Teams':
+                    dk_raw, fd_raw = init_baselines('Main Slate')
                     team_var2 = st.multiselect('Which teams do you want?', options = fd_raw['Team'].unique())
             elif team_var1 == 'Full Slate':
+                    dk_raw, fd_raw = init_baselines('Main Slate')
                     team_var2 = fd_raw.Team.values.tolist()
             
             stack_var1 = st.radio("Do you want a frame with specific stack sizes?", ('Full Slate', 'Specific Stack Sizes'), key='stack_var1')
@@ -279,9 +279,12 @@ with tab2:
                     if slate_var1 == 'Main Slate':
                         st.session_state.working_seed = init_DK_seed_frames(sharp_split_var)
                         dk_id_dict = dict(zip(st.session_state.working_seed.Player, st.session_state.working_seed.player_id))
+                        dk_raw, fd_raw = init_baselines('Main Slate')
+                        
                     elif slate_var1 == 'Secondary Slate':
                         st.session_state.working_seed = init_DK_Secondary_seed_frames(sharp_split_var)
                         dk_id_dict = dict(zip(st.session_state.working_seed.Player, st.session_state.working_seed.player_id))
+                        dk_raw, fd_raw = init_baselines('Secondary Slate')
                         
                     raw_baselines = dk_raw
                     column_names = dk_columns
@@ -299,9 +302,11 @@ with tab2:
                     if slate_var1 == 'Main Slate':
                         st.session_state.working_seed = init_FD_seed_frames(sharp_split_var)
                         fd_id_dict = dict(zip(st.session_state.working_seed.Player, st.session_state.working_seed.player_id))
+                        dk_raw, fd_raw = init_baselines('Main Slate')
                     elif slate_var1 == 'Secondary Slate':
                         st.session_state.working_seed = init_FD_Secondary_seed_frames(sharp_split_var)
                         fd_id_dict = dict(zip(st.session_state.working_seed.Player, st.session_state.working_seed.player_id))
+                        dk_raw, fd_raw = init_baselines('Secondary Slate')
                         
                     raw_baselines = fd_raw
                     column_names = fd_columns
@@ -322,7 +327,7 @@ with tab1:
                   del st.session_state[key]
               DK_seed = init_DK_seed_frames(10000)
               FD_seed = init_FD_seed_frames(10000)
-              dk_raw, fd_raw = init_baselines()
+              dk_raw, fd_raw = init_baselines('Main Slate')
               dk_id_dict = dict(zip(dk_raw.Player, dk_raw.player_id))
               fd_id_dict = dict(zip(fd_raw.Player, fd_raw.player_id))
 
@@ -342,13 +347,13 @@ with tab1:
         if strength_var1 == 'Not Very':
             sharp_split = 500000
         elif strength_var1 == 'Below Average':
-            sharp_split = 400000
+            sharp_split = 250000
         elif strength_var1 == 'Average':
-            sharp_split = 300000
+            sharp_split = 100000
         elif strength_var1 == 'Above Average':
-            sharp_split = 200000
+            sharp_split = 50000
         elif strength_var1 == 'Very':
-            sharp_split = 100000
+            sharp_split = 10000
 
     
     with col2:
@@ -390,16 +395,24 @@ with tab1:
                 if sim_site_var1 == 'Draftkings':
                     if sim_slate_var1 == 'Main Slate':
                         st.session_state.working_seed = init_DK_seed_frames(sharp_split)
+                        dk_raw, fd_raw = init_baselines('Main Slate')
+                        dk_id_dict = dict(zip(dk_raw.Player, dk_raw.player_id)) 
                     elif sim_slate_var1 == 'Secondary Slate':
                         st.session_state.working_seed = init_DK_Secondary_seed_frames(sharp_split)
+                        dk_raw, fd_raw = init_baselines('Secondary Slate')
+                        dk_id_dict = dict(zip(dk_raw.Player, dk_raw.player_id)) 
                         
                     raw_baselines = dk_raw
                     column_names = dk_columns
                 elif sim_site_var1 == 'Fanduel':
                     if sim_slate_var1 == 'Main Slate':
                         st.session_state.working_seed = init_FD_seed_frames(sharp_split)
+                        dk_raw, fd_raw = init_baselines('Main Slate')
+                        fd_id_dict = dict(zip(fd_raw.Player, fd_raw.player_id))
                     elif sim_slate_var1 == 'Secondary Slate':
                         st.session_state.working_seed = init_FD_Secondary_seed_frames(sharp_split)
+                        dk_raw, fd_raw = init_baselines('Secondary Slate')
+                        fd_id_dict = dict(zip(fd_raw.Player, fd_raw.player_id))
                         
                     raw_baselines = fd_raw
                     column_names = fd_columns