Enhance opponent performance metrics in init_team_data function of app.py. Added calculations for kills, deaths, assists, and CS projections based on opponent statistics for both win and loss scenarios. This update improves the accuracy of team performance evaluations by incorporating opponent-specific boosts, enhancing the overall depth of statistical analysis.

app.py

@@ -270,6 +270,14 @@ def init_team_data(team, opponent, win_loss, kill_prediction, death_prediction,
                 player_tables = tables
             else:
                 opp_tables = tables
+                opp_pos_kills_boost_win = dict(zip(tables['position'], tables['overall_win_kills_boost_pos']))
+                opp_pos_deaths_boost_win = dict(zip(tables['position'], tables['overall_win_deaths_boost_pos']))
+                opp_pos_assists_boost_win = dict(zip(tables['position'], tables['overall_win_assists_boost_pos']))
+                opp_pos_cs_boost_win = dict(zip(tables['position'], tables['overall_win_total_cs_boost_pos']))
+                opp_pos_kills_boost_loss = dict(zip(tables['position'], tables['overall_loss_kills_boost_pos']))
+                opp_pos_deaths_boost_loss = dict(zip(tables['position'], tables['overall_loss_deaths_boost_pos']))
+                opp_pos_assists_boost_loss = dict(zip(tables['position'], tables['overall_loss_assists_boost_pos']))
+                opp_pos_cs_boost_loss = dict(zip(tables['position'], tables['overall_loss_total_cs_boost_pos']))
 
         if kill_prediction > 0:
             player_tables = player_tables[['playername', 'teamname', 'position', 'playername_avg_kill_share_win', 'playername_avg_death_share_win','playername_avg_assist_share_win',
@@ -280,15 +288,17 @@ def init_team_data(team, opponent, win_loss, kill_prediction, death_prediction,
             team_data = player_tables.drop_duplicates(subset = ['playername'])
 
             if win_loss == "Win":
-                team_data['Kill_Proj'] = team_data['wKill%'] * kill_prediction
-                team_data['Death_Proj'] = team_data['wDeath%'] * death_prediction
-                team_data['Assist_Proj'] = team_data['wAssist%'] * kill_prediction
-                team_data = team_data[['playername', 'teamname', 'position', 'Kill_Proj', 'Death_Proj', 'Assist_Proj', 'wCS']]
+                team_data['Kill_Proj'] = (team_data['wKill%'] * opp_pos_kills_boost_win.get(team_data['position'], 1)) * kill_prediction
+                team_data['Death_Proj'] = (team_data['wDeath%'] * opp_pos_deaths_boost_win.get(team_data['position'], 1)) * death_prediction
+                team_data['Assist_Proj'] = (team_data['wAssist%'] * opp_pos_assists_boost_win.get(team_data['position'], 1)) * kill_prediction
+                team_data['CS_Proj'] = (team_data['wCS'] * opp_pos_cs_boost_win.get(team_data['position'], 1)) * kill_prediction
+                team_data = team_data[['playername', 'teamname', 'position', 'Kill_Proj', 'Death_Proj', 'Assist_Proj', 'CS_Proj']]
             else:
-                team_data['Kill_Proj'] = team_data['lKill%'] * kill_prediction
-                team_data['Death_Proj'] = team_data['lDeath%'] * death_prediction
-                team_data['Assist_Proj'] = team_data['lAssist%'] * kill_prediction
-                team_data = team_data[['playername', 'teamname', 'position', 'Kill_Proj', 'Death_Proj', 'Assist_Proj', 'lCS']]
+                team_data['Kill_Proj'] = (team_data['lKill%'] * opp_pos_kills_boost_loss.get(team_data['position'], 1)) * kill_prediction
+                team_data['Death_Proj'] = (team_data['lDeath%'] * opp_pos_deaths_boost_loss.get(team_data['position'], 1)) * death_prediction
+                team_data['Assist_Proj'] = (team_data['lAssist%'] * opp_pos_assists_boost_loss.get(team_data['position'], 1)) * kill_prediction
+                team_data['CS_Proj'] = (team_data['lCS'] * opp_pos_cs_boost_loss.get(team_data['position'], 1)) * kill_prediction
+                team_data = team_data[['playername', 'teamname', 'position', 'Kill_Proj', 'Death_Proj', 'Assist_Proj', 'CS_Proj']]
         else:
             player_tables = player_tables[['playername', 'teamname', 'position', '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']]
@@ -298,15 +308,17 @@ def init_team_data(team, opponent, win_loss, kill_prediction, death_prediction,
             team_data = player_tables.drop_duplicates(subset = ['playername'])
 
             if win_loss == "Win":
-                team_data['Kill_Proj'] = team_data['wKill%']
-                team_data['Death_Proj'] = team_data['wDeath%']
-                team_data['Assist_Proj'] = team_data['wAssist%']
-                team_data = team_data[['playername', 'teamname', 'position', 'Kill_Proj', 'Death_Proj', 'Assist_Proj', 'wCS']]
+                team_data['Kill_Proj'] = (team_data['wKill%'] * opp_pos_kills_boost_win.get(team_data['position'], 1))
+                team_data['Death_Proj'] = (team_data['wDeath%'] * opp_pos_deaths_boost_win.get(team_data['position'], 1))
+                team_data['Assist_Proj'] = (team_data['wAssist%'] * opp_pos_assists_boost_win.get(team_data['position'], 1))
+                team_data['CS_Proj'] = (team_data['wCS'] * opp_pos_cs_boost_win.get(team_data['position'], 1))
+                team_data = team_data[['playername', 'teamname', 'position', 'Kill_Proj', 'Death_Proj', 'Assist_Proj', 'CS_Proj']]
             else:
-                team_data['Kill_Proj'] = team_data['lKill%']
-                team_data['Death_Proj'] = team_data['lDeath%']
-                team_data['Assist_Proj'] = team_data['lAssist%']
-                team_data = team_data[['playername', 'teamname', 'position', 'Kill_Proj', 'Death_Proj', 'Assist_Proj', 'lCS']]
+                team_data['Kill_Proj'] = (team_data['lKill%'] * opp_pos_kills_boost_loss.get(team_data['position'], 1))
+                team_data['Death_Proj'] = (team_data['lDeath%'] * opp_pos_deaths_boost_loss.get(team_data['position'], 1))
+                team_data['Assist_Proj'] = (team_data['lAssist%'] * opp_pos_assists_boost_loss.get(team_data['position'], 1))
+                team_data['CS_Proj'] = (team_data['lCS'] * opp_pos_cs_boost_loss.get(team_data['position'], 1))
+                team_data = team_data[['playername', 'teamname', 'position', 'Kill_Proj', 'Death_Proj', 'Assist_Proj', 'CS_Proj']]
 
         return team_data.dropna().reset_index(drop=True)