Update Gamelogs display with additional performance metrics and refined column presentation

Enhance the Gamelogs tab by adding average performance metrics for each player (kills, deaths, assists, CS) and implementing a more concise column naming convention. Remove team-level entries and ensure the display is sorted by date in descending order for improved readability and insights.

app.py

@@ -616,7 +616,12 @@ if st.button("Run"):
     else:
         st.session_state.team_data, st.session_state.opp_boost, st.session_state.results_dict, st.session_state.gamelogs = init_player_data(game_count, selected_players, selected_opponent, win_loss_settings, kill_predictions, death_predictions, start_date, end_date)
 
-    st.session_state.gamelogs_display = st.session_state.gamelogs[['date', 'league', 'teamname', 'Opponent', 'playername', 'position', 'result', 'kills', 'deaths', 'assists', 'total_cs', 'fantasy']]
+    st.session_state.gamelogs_display = st.session_state.gamelogs[['date', 'teamname', 'Opponent', 'playername', 'position', 'result', 'kills', 'playername_avg_kills_win', 'deaths', 'playername_avg_deaths_win', 'assists', 'playername_avg_assists_win', 'total_cs', 'playername_avg_total_cs_win', 'fantasy']]
+    st.session_state.gamelogs_display = st.session_state.gamelogs_display.rename(columns = {'teamname': 'Team', 'Opponent': 'Opp', 'playername': 'Player',
+                                                            'position': 'Pos', 'result': 'W/L', 'playername_avg_kills_win': 'Avg_Kill_Win',
+                                                            'playername_avg_deaths_win': 'Avg_Death_Win', 'playername_avg_assists_win': 'Avg_Assist_Win', 'playername_avg_total_cs_win': 'Avg_CS_Win',
+                                                            'kills': 'Kill', 'deaths': 'Death', 'assists': 'Assist', 'total_cs': 'CS', 'fantasy': 'Fantasy'})
+    st.session_state.gamelogs_display = st.session_state.gamelogs_display[st.session_state.gamelogs_display['position'] != 'team']
     st.session_state.gamelogs_display = st.session_state.gamelogs_display.sort_values(by = ['date'], ascending = False)
     st.session_state.gamelogs_display = st.session_state.gamelogs_display.reset_index(drop = True)
     st.session_state.player_summary = pd.DataFrame()