Refactor player statistics handling in init_team_data function of app.py. Updated column names and adjusted data selection for win/loss metrics to improve clarity and consistency in performance analysis. This change enhances the overall data structure for better usability in team performance evaluations.

app.py

@@ -252,8 +252,11 @@ def init_team_data(team, win_loss, kill_prediction, death_prediction, start_date
         raw_display['playername_avg_assist_share_loss'] = raw_display['playername_avg_assists_loss'] / raw_display['teamname_avg_kills_loss']
         raw_display['playername_avg_cs_share_loss'] = raw_display['playername_avg_total_cs_loss'] / raw_display['teamname_avg_total_cs_loss']
         if kill_prediction > 0:
-            raw_display = raw_display[['playername', 'teamname', 'playername_avg_kill_share_win', 'playername_avg_death_share_win', 'playername_avg_assist_share_win', 'playername_avg_total_cs_win', 'playername_avg_kill_share_loss', 'playername_avg_death_share_loss', 'playername_avg_assist_share_loss', 'playername_avg_total_cs_loss']]
-            raw_display = raw_display.rename(columns = {'playername_avg_kill_share_win': 'wKill%', 'playername_avg_death_share_win': 'wDeath%', 'playername_avg_assist_share_win': 'wAssist%', 'playername_avg_total_cs_win': 'wCS', 'playername_avg_kill_share_loss': 'lKill%', 'playername_avg_death_share_loss': 'lDeath%', 'playername_avg_assist_share_loss': 'lAssist%', 'playername_avg_total_cs_loss': 'lCS'})
+            raw_display = raw_display[['playername', 'teamname', 'playername_avg_kill_share_win', 'playername_avg_death_share_win','playername_avg_assist_share_win',
+                                       'playername_avg_total_cs_win', 'playername_avg_kill_share_loss', 'playername_avg_death_share_loss', 'playername_avg_assist_share_loss', 'playername_avg_total_cs_loss']]
+            raw_display = raw_display.rename(columns = {'playername_avg_kill_share_win': 'wKill%', 'playername_avg_death_share_win': 'wDeath%', 'playername_avg_assist_share_win': 'wAssist%',
+                                                        'playername_avg_total_cs_win': 'wCS', 'playername_avg_kill_share_loss': 'lKill%', 'playername_avg_death_share_loss': 'lDeath%',
+                                                        'playername_avg_assist_share_loss': 'lAssist%', 'playername_avg_total_cs_loss': 'lCS'})
             team_data = raw_display.drop_duplicates(subset = ['playername'])
 
             if win_loss == "Win":
@@ -267,8 +270,11 @@ def init_team_data(team, win_loss, kill_prediction, death_prediction, start_date
                 team_data['Assist_Proj'] = team_data['lAssist%'] * kill_prediction
                 team_data = team_data[['playername', 'teamname', 'lKill%', 'lDeath%', 'lAssist%', 'lCS', 'Kill_Proj', 'Death_Proj', 'Assist_Proj']]
         else:
-            raw_display = raw_display[['playername', 'teamname', 'playername_avg_kill_win', 'playername_avg_death_win', 'playername_avg_assist_win', 'playername_avg_total_cs_win', 'playername_avg_kill_loss', 'playername_avg_death_loss', 'playername_avg_assist_loss', 'playername_avg_total_cs_loss']]
-            raw_display = raw_display.rename(columns = {'playername_avg_kill_win': 'wKill%', 'playername_avg_death_win': 'wDeath%', 'playername_avg_assist_win': 'wAssist%', 'playername_avg_total_cs_win': 'wCS', 'playername_avg_kill_loss': 'lKill%', 'playername_avg_death_loss': 'lDeath%', 'playername_avg_assist_loss': 'lAssist%', 'playername_avg_total_cs_loss': 'lCS'})
+            raw_display = raw_display[['playername', 'teamname', 'playername_avg_kills_win', 'playername_avg_deaths_win', 'playername_avg_assists_win', 'playername_avg_total_cs_win',
+                                       'playername_avg_kills_loss', 'playername_avg_deaths_loss', 'playername_avg_assists_loss', 'playername_avg_total_cs_loss']]
+            raw_display = raw_display.rename(columns = {'playername_avg_kills_win': 'wKill%', 'playername_avg_deaths_win': 'wDeath%', 'playername_avg_assists_win': 'wAssist%',
+                                                        'playername_avg_total_cs_win': 'wCS', 'playername_avg_kills_loss': 'lKill%', 'playername_avg_deaths_loss': 'lDeath%',
+                                                        'playername_avg_assists_loss': 'lAssist%', 'playername_avg_total_cs_loss': 'lCS'})
             team_data = raw_display.drop_duplicates(subset = ['playername'])
 
             if win_loss == "Win":