Added some book selections to stat specific sim, removed dupes from pick6

app.py

@@ -382,6 +382,11 @@ with tab5:
     
     with col1:
         game_select_var = st.selectbox('Select prop source', options = ['Aggregate', 'Pick6'])
+        book_select_var = st.selectbox('Select book', options = ['ALL', 'BET_365', 'DRAFTKINGS', 'FANDUEL', 'MGM', 'UNIBET', 'WILLIAM_HILL'])
+        if book_select_var == 'ALL':
+            book_selections = ['BET_365', 'DRAFTKINGS', 'FANDUEL', 'MGM', 'UNIBET', 'WILLIAM_HILL']
+        else:
+            book_selections = book_select_var
         if game_select_var == 'Aggregate':
             prop_df = prop_frame[['Player', 'book', 'over_prop', 'over_line', 'under_line', 'prop_type']]
         elif game_select_var == 'Pick6':
@@ -416,7 +421,7 @@ with tab5:
                                     prop_df_raw = pick_frame[['Full_name', 'book', 'over_prop', 'over_line', 'under_line', 'prop_type']]
                                     prop_df_raw.rename(columns={"Full_name": "Player"}, inplace = True)
                                 
-                                for books in ['FANDUEL', 'DRAFTKINGS', 'BET365', 'CONSENSUS']:
+                                for books in book_selections:
                                     if game_select_var == 'Pick6':
                                         books = 'Pick6'
                                     prop_df = prop_df_raw.loc[prop_df_raw['book'] == books]
@@ -524,7 +529,7 @@ with tab5:
                                 prop_df_raw = pick_frame[['Full_name', 'book', 'over_prop', 'over_line', 'under_line', 'prop_type']]
                                 prop_df_raw = prop_df_raw.rename(columns={"Full_name": "Player"})
                                 
-                            for books in ['FANDUEL', 'DRAFTKINGS', 'BET365', 'CONSENSUS']:
+                            for books in book_selections:
                                 if game_select_var == 'Pick6':
                                     books = 'Pick6'
                                 prop_df = prop_df_raw.loc[prop_df_raw['book'] == books]
@@ -655,10 +660,10 @@ with tab5:
                                 sim_all_hold = pd.concat([sim_all_hold, leg_outcomes], ignore_index=True)
                                 
                                 final_outcomes = sim_all_hold
-                                if game_select_var == 'Pick6':
-                                    final_outcomes = final_outcomes.drop_duplicates(subset=['Player'])
                         
                         final_outcomes = final_outcomes.dropna()
+                        if game_select_var == 'Pick6':
+                            final_outcomes = final_outcomes.drop_duplicates(subset=['Player', 'Prop Type'])
                         final_outcomes = final_outcomes.sort_values(by='Edge', ascending=False)
 
                         with df_hold_container: