Refactor init_team_data function in app.py to improve data handling and output format. Removed unnecessary display of opponent performance metrics and changed the return format to set the playername as the index. This update enhances the clarity of the returned data structure while maintaining the integrity of team performance evaluations.

app.py

@@ -283,13 +283,8 @@ def init_team_data(team, opponent, win_loss, kill_prediction, death_prediction,
                 team_data['Assist_Proj'] = team_data.apply(lambda row: row['lAssist%'] * opp_pos_assists_boost_loss.get(row['position'], 1), axis=1)
                 team_data['CS_Proj'] = team_data.apply(lambda row: row['lCS'] * opp_pos_cs_boost_loss.get(row['position'], 1), axis=1)
                 team_data = team_data[['playername', 'teamname', 'position', 'Kill_Proj', 'Death_Proj', 'Assist_Proj', 'CS_Proj']]
-        
-        st.write(opp_pos_kills_boost_win)
-        st.write(opp_pos_deaths_boost_win)
-        st.write(opp_pos_assists_boost_win)
-        st.write(opp_pos_cs_boost_win)
 
-        return team_data.dropna().reset_index(drop=True)
+        return team_data.dropna().set_index('playername')
 
 if st.button("Run"):
     st.dataframe(init_team_data(selected_team, selected_opponent, win_loss, kill_prediction, death_prediction, start_date, end_date).style.background_gradient(axis=0).background_gradient(cmap='RdYlGn').format(display_formats, precision=2), use_container_width = True)