Add subscription notice in the demo section and streamline scoring percentages columns in both Simple and Advanced views

app.py

@@ -276,6 +276,7 @@ hold_display = roo_data
 with tab1:
     st.header("Scoring Percentages")
     with st.expander("Info and Filters"):
+        st.info("In this demo you'll be able to see information and statistics, but names/teams have been redacted. To see more information, grab a subscription! (https://paydirtdfs.com/subscriptions-choices/)")
         with st.container():
             slate_var1 = st.radio("Which data are you loading?", ('Main Slate', 'Secondary Slate', 'Turbo Slate'), key='slate_var1')
             own_var1 = st.radio("How would you like to display team ownership?", ('Sum', 'Average'), key='own_var1')
@@ -355,7 +356,7 @@ with tab1:
     
     if view_var == "Simple":
         scoring_percentages = scoring_percentages[['Names', 'Runs', '8+ Runs', 'Win%', 'LevX', 'Own%']]
-        for col in ['Names', '8+ Runs', 'Own%']:
+        for col in ['Names', 'Own%']:
             scoring_percentages[col] = 'https://paydirtdfs.com/subscriptions-choices/'
         st.dataframe(scoring_percentages.style.background_gradient(axis=0).background_gradient(cmap='RdYlGn').format(game_format, precision=2),
                     column_config={
@@ -364,11 +365,6 @@ with tab1:
                             max_chars=25,
                             help="The Team being projected"
                         ),
-                        "8+ Runs": st.column_config.LinkColumn(
-                            "8+ Runs",
-                            max_chars=25,
-                            help="How often the team scores eight or more runs, a threshold that indicates upside for GPPs"
-                        ),
                         "Own%": st.column_config.LinkColumn(
                             "Own%",
                             max_chars=25,
@@ -376,7 +372,7 @@ with tab1:
                         )
                     }, height=750, use_container_width = True, hide_index = True)
     elif view_var == "Advanced":
-        for col in ['Names', 'Avg Fifth Inning', 'Fifth Inning Lead Percentage', 'Top Score', '8+ Runs', 'Own%']:
+        for col in ['Names', 'Own%']:
             scoring_percentages[col] = 'https://paydirtdfs.com/subscriptions-choices/'
         st.dataframe(scoring_percentages.style.background_gradient(axis=0).background_gradient(cmap='RdYlGn').format(game_format, precision=2),
                     column_config={
@@ -385,26 +381,6 @@ with tab1:
                             max_chars=25,
                             help="The Team being projected"
                         ),
-                        "Avg Fifth Inning": st.column_config.LinkColumn(
-                            "Avg Fifth Inning",
-                            max_chars=25,
-                            help="The average amount of Runs the Team scores at the end of the Fifth Inning"
-                        ),
-                        "Fifth Inning Lead Percentage": st.column_config.LinkColumn(
-                            "Fifth Inning Lead Percentage",
-                            max_chars=25,
-                            help="The percentage chance that the Team is leading in their game at the end of the Fifth Inning"
-                        ),
-                        "Top Score": st.column_config.LinkColumn(
-                            "Top Score",
-                            max_chars=25,
-                            help="The percentage chance a Team is the top scoring (in runs) on the slate"
-                        ),
-                        "8+ Runs": st.column_config.LinkColumn(
-                            "8+ Runs",
-                            max_chars=25,
-                            help="How often the team scores eight or more runs, a threshold that indicates upside for GPPs"
-                        ),
                         "Own%": st.column_config.LinkColumn(
                             "Own%",
                             max_chars=25,