A couple changes on filter flow for stat specific sims

app.py

@@ -419,9 +419,9 @@ with tab5:
                             player_df = player_stats.copy()
                                 
                             for prop in sim_vars:
-                                prop_df = prop_df_raw[prop_df_raw['prop_type'] == prop]
                                 
                                 for books in book_selections:
+                                    prop_df = prop_df_raw[prop_df_raw['prop_type'] == prop]
                                     prop_df = prop_df[prop_df['book'] == books]
                                     prop_df = prop_df[['Player', 'book', 'over_prop', 'over_line', 'under_line', 'prop_type']]
                                     prop_df.rename(columns={"over_prop": "Prop"}, inplace = True)
@@ -521,9 +521,12 @@ with tab5:
                                     sim_all_hold = pd.concat([sim_all_hold, leg_outcomes], ignore_index=True)
                                     
                                     final_outcomes = sim_all_hold
-                                    st.write(f'finished {prop}')
+                                    st.write(f'finished {prop} for {books}')
                                 
                         elif prop_type_var != 'All Props':
+                            
+                            player_df = player_stats.copy()
+                            
                             if game_select_var == 'Aggregate':
                                 prop_df_raw = prop_frame[['Player', 'book', 'over_prop', 'over_line', 'under_line', 'prop_type']]
                             elif game_select_var == 'Pick6':
@@ -571,13 +574,17 @@ with tab5:
                                 prop_df['Under'] = 1 / prop_df['under_line']
 
                                 prop_dict = dict(zip(prop_df.Player, prop_df.Prop))
+                                prop_type_dict = dict(zip(prop_df.Player, prop_df.prop_type))
                                 book_dict = dict(zip(prop_df.Player, prop_df.book))
                                 over_dict = dict(zip(prop_df.Player, prop_df.Over))
                                 under_dict = dict(zip(prop_df.Player, prop_df.Under))
 
-                                df = pd.merge(player_stats, prop_df, how='left', left_on=['Player'], right_on = ['Player'])
-                                df = df.reset_index(drop=True)
-                                
+                                player_df['book'] = player_df['Player'].map(book_dict)
+                                player_df['Prop'] = player_df['Player'].map(prop_dict)
+                                player_df['prop_type'] = player_df['Player'].map(prop_type_dict)
+
+                                df = player_df.reset_index(drop=True)
+
                                 team_dict = dict(zip(df.Player, df.Team))
                                 
                                 total_sims = 1000
@@ -659,7 +666,7 @@ with tab5:
                                 sim_all_hold = pd.concat([sim_all_hold, leg_outcomes], ignore_index=True)
                                 
                                 final_outcomes = sim_all_hold
-                                st.write(f'finished {prop_type_var}')
+                                st.write(f'finished {prop_type_var} for {books}')
                         
                         final_outcomes = final_outcomes.dropna()
                         if game_select_var == 'Pick6':