Cleanup: remove tracked pycache files, update .gitignore, finalize refactor deletions

.gitignore

@@ -8,5 +8,10 @@ obs_exports/
 # Python cache
 __pycache__/
 *.pyc
+career_stats.json
+final_db.json
+data/*.db
+*.db
 
-*.db
+career_stats.json
+final_db.json

storylines.py

@@ -1,145 +0,0 @@
-from rankings import load_career_db
-from tags.objective_domination import (
-    compute_dom_objective_for_career_player,
-    compute_dom_objective_for_match_player,
-    compute_dom_objective_team_scores
-)
-
-
-def matchup_storyline(teamA_players, teamB_players):
-    """
-    Composition-aware storyline generator.
-    Accepts two lists of player entries (5 per team).
-    """
-
-    if not teamA_players or not teamB_players:
-        return "Not enough selected players to generate a storyline."
-
-    # --- Helper averages ---
-    def avg_slayer(players):
-        return sum(p.get("slayer_score_raw", 0.0) for p in players) / max(1, len(players))
-
-    def avg_obj_payload(players):
-        return sum(
-            p.get("objective_payload_components", {}).get("payload_score_raw", 0.0)
-            for p in players
-        ) / max(1, len(players))
-
-    def avg_sharp(players):
-        return sum(
-            p.get("sharpshooter_components", {}).get("accuracy_norm", 0.0)
-            for p in players
-        ) / max(1, len(players))
-
-    def avg_obj_dom(players):
-        return sum(
-            compute_dom_objective_for_career_player(
-                p.get("career_entry", {})
-            ).get("dom_score_raw", 0.0)
-            for p in players
-        ) / max(1, len(players))
-        
-    def avg_consistency(players):
-        return sum(
-            p.get("consistency_components", {}).get("consistency_norm", 0.0)
-            for p in players
-        ) / max(1, len(players))
-        
-    def avg_clutch(players):
-        return sum(
-            p.get("clutch_components", {}).get("clutch_norm", 0.0)
-            for p in players
-        ) / max(1, len(players))    
-
-        
-
-    # --- Compute team averages ---
-    a_slayer = avg_slayer(teamA_players)
-    b_slayer = avg_slayer(teamB_players)
-
-    a_obj = avg_obj_payload(teamA_players)
-    b_obj = avg_obj_payload(teamB_players)
-
-    a_sharp = avg_sharp(teamA_players)
-    b_sharp = avg_sharp(teamB_players)
-
-    a_dom = avg_obj_dom(teamA_players)
-    b_dom = avg_obj_dom(teamB_players)
-
-    a_consistency = avg_consistency(teamA_players)
-    b_consistency = avg_consistency(teamB_players)
-    
-    a_clutch = avg_clutch(teamA_players)
-    b_clutch = avg_clutch(teamB_players)
-
-    # --- Team names ---
-    team_a = teamA_players[0].get("team", "Team A")
-    team_b = teamB_players[0].get("team", "Team B")
-
-    # --- Build storyline ---
-    lines = []
-    lines.append(f"MATCH STORYLINE — {team_a} vs {team_b}\n")
-
-    # Slayer storyline
-    if a_slayer > b_slayer:
-        lines.append(f"{team_a} bring stronger slaying on paper.")
-    elif b_slayer > a_slayer:
-        lines.append(f"{team_b} bring stronger slaying on paper.")
-    else:
-        lines.append("Slaying power looks evenly matched.")
-
-    # Payload storyline
-    if a_obj > b_obj:
-        lines.append(f"{team_a} have the edge in Payload objective presence.")
-    elif b_obj > a_obj:
-        lines.append(f"{team_b} have the edge in Payload objective presence.")
-    else:
-        lines.append("Payload objective presence looks evenly matched.")
-
-    # Domination storyline
-    if a_dom > b_dom:
-        lines.append(f"{team_a} show stronger Domination objective capability.")
-    elif b_dom > a_dom:
-        lines.append(f"{team_b} show stronger Domination objective capability.")
-    else:
-        lines.append("Domination objective capability looks evenly matched.")
-        
-        
-    # Consistency storyline    
-    if a_consistency > b_consistency:
-        lines.append(f"{team_a} bring steadier map-to-map performance.")
-    elif b_consistency > a_consistency:
-        lines.append(f"{team_b} bring steadier map-to-map performance.")
-    else:
-        lines.append("Both teams show similar consistency across maps.")    
-        
-    # Clutch Storyline    
-    if a_clutch > b_clutch:
-        lines.append(f"{team_a} show stronger clutch performance in high-pressure moments.")
-    elif b_clutch > a_clutch:
-        lines.append(f"{team_b} show stronger clutch performance in high-pressure moments.")
-    else:
-        lines.append("Both teams show similar clutch performance.")     
-        
-
-    # Sharpshooter storyline
-    sharp_delta = a_sharp - b_sharp
-    sharp_pct = sharp_delta * 100
-
-    if sharp_delta > 0.02:
-        lines.append(
-            f"{team_a} bring a Sharpshooter Advantage of {sharp_pct:.1f}%, "
-            f"landing more shots and converting more headshots than {team_b}."
-        )
-    elif sharp_delta < -0.02:
-        lines.append(
-            f"{team_b} hold a Sharpshooter Edge of {abs(sharp_pct):.1f}%, "
-            f"which could punish {team_a} in long‑range duels."
-        )
-    else:
-        lines.append(
-            "Both teams are evenly matched in Sharpshooting, so aim consistency "
-            "won’t be a deciding factor unless someone pops off."
-        )
-
-    return "\n".join(lines)

team_identity.py

@@ -1,115 +0,0 @@
-from rankings import load_career_db
-from tags.objective_domination import (
-    compute_dom_objective_for_career_player,
-    compute_dom_objective_for_match_player,
-    compute_dom_objective_team_scores
-)
-
-
-def generate_team_identity(player_list):
-    """
-    Returns a dictionary of team identity scores based on the average
-    identity-tag components of the SELECTED PLAYERS ONLY.
-    """
-
-    if not player_list:
-        return None
-
-    # --- Helper functions for each identity tag ---
-    def avg_slayer(players):
-        return sum(p.get("slayer_score_raw", 0.0) for p in players) / max(1, len(players))
-
-    def avg_payload(players):
-        return sum(
-            p.get("objective_payload_components", {}).get("payload_score_raw", 0.0)
-            for p in players
-        ) / max(1, len(players))
-
-    def avg_consistency(players):
-        return sum(
-            p.get("consistency_components", {}).get("consistency_norm", 0.0)
-            for p in players
-        ) / max(1, len(players))
-
-    def avg_clutch(players):
-        return sum(
-            p.get("clutch_components", {}).get("clutch_norm", 0.0)
-            for p in players
-        ) / max(1, len(players))
-
-    def avg_sharp(players):
-        return sum(
-            p.get("sharpshooter_components", {}).get("accuracy_norm", 0.0)
-            for p in players
-        ) / max(1, len(players))
-
-    def avg_objdom(players):
-        return sum(
-            compute_dom_objective_for_career_player(
-                p.get("career_entry", {})
-            ).get("dom_score_raw", 0.0)
-            for p in players
-        ) / max(1, len(players))
-
-    # --- Compute identity scores ---
-    identity = {
-        "slayer_score": avg_slayer(player_list),
-        "payload_score": avg_payload(player_list),
-        "consistency_score": avg_consistency(player_list),
-        "clutch_score": avg_clutch(player_list),
-        "sharpshooter_score": avg_sharp(player_list),
-        "objdom_score": avg_objdom(player_list),
-    }
-
-    return identity
-
-
-def compare_team_identity(teamA_players, teamB_players):
-    a = generate_team_identity(teamA_players)
-    b = generate_team_identity(teamB_players)
-
-    if a is None or b is None:
-        return "Not enough data to generate team identity comparison."
-
-    team_a_name = teamA_players[0].get("team", "Team A")
-    team_b_name = teamB_players[0].get("team", "Team B")
-
-    summary = []
-
-    # --- Slayer ---
-    if a["slayer_score"] > b["slayer_score"]:
-        summary.append(f"{team_a_name} lean slayer-heavy.")
-    elif b["slayer_score"] > a["slayer_score"]:
-        summary.append(f"{team_b_name} lean slayer-heavy.")
-
-    # --- Payload Objective ---
-    if a["payload_score"] > b["payload_score"]:
-        summary.append(f"{team_a_name} show stronger Payload objective focus.")
-    elif b["payload_score"] > a["payload_score"]:
-        summary.append(f"{team_b_name} show stronger Payload objective focus.")
-
-    # --- Domination Objective ---
-    if a["objdom_score"] > b["objdom_score"]:
-        summary.append(f"{team_a_name} show stronger Domination objective presence.")
-    elif b["objdom_score"] > a["objdom_score"]:
-        summary.append(f"{team_b_name} show stronger Domination objective presence.")
-
-    # --- Consistency ---
-    if a["consistency_score"] > b["consistency_score"]:
-        summary.append(f"{team_a_name} are the steadier team.")
-    elif b["consistency_score"] > a["consistency_score"]:
-        summary.append(f"{team_b_name} are the steadier team.")
-
-    # --- Clutch ---
-    if a["clutch_score"] > b["clutch_score"]:
-        summary.append(f"{team_a_name} excel in clutch situations.")
-    elif b["clutch_score"] > a["clutch_score"]:
-        summary.append(f"{team_b_name} excel in clutch situations.")
-
-    # --- Sharpshooter ---
-    if a["sharpshooter_score"] > b["sharpshooter_score"]:
-        summary.append(f"{team_a_name} bring stronger aim and headshot conversion.")
-    elif b["sharpshooter_score"] > a["sharpshooter_score"]:
-        summary.append(f"{team_b_name} bring stronger aim and headshot conversion.")
-
-    return " ".join(summary)