diff --git a/analysis/rankings.py b/analysis/rankings.py
deleted file mode 100644
index 131380d..0000000
--- a/analysis/rankings.py
+++ /dev/null
@@ -1,82 +0,0 @@
-import json
-import os
-from typing import List, Dict, Any
-
-BASE_DIR = os.path.dirname(os.path.abspath(__file__))
-CAREER_DB_PATH = os.path.join(BASE_DIR, "career_stats.json")
-
-
-def load_career_db() -> Dict:
-    """Load career database with proper error handling."""
-    if not os.path.exists(CAREER_DB_PATH):
-        raise FileNotFoundError(f"Career database not found at: {CAREER_DB_PATH}\nPlease build it first from the GUI.")
-
-    try:
-        with open(CAREER_DB_PATH, "r", encoding="utf-8") as f:
-            return json.load(f)
-    except json.JSONDecodeError:
-        raise ValueError("Career database is corrupted. Please rebuild it.")
-    except Exception as e:
-        raise RuntimeError(f"Failed to load career database: {e}")
-
-
-def top_players_by_tag(
-    tag: str, 
-    players_only: List[Dict] = None, 
-    career_db: Dict = None,
-    limit: int = 10
-) -> List[Dict]:
-    """
-    Return top players for a given identity tag.
-    
-    If players_only is provided → only rank within current match lineup (recommended for GUI).
-    Otherwise → rank across entire career database.
-    """
-    if players_only is not None:
-        # Use only the current match players (live stats)
-        players = players_only[:]
-    else:
-        # Full career database
-        db = career_db or load_career_db()
-        players = list(db["players"].values())
-
-    if not players:
-        return []
-
-    # Filter players who have this tag
-    tagged_players = [
-        p for p in players 
-        if tag in p.get("identity_tags", [])
-    ]
-
-    if not tagged_players:
-        return []
-
-    # Define scoring function based on tag
-    def get_score(p: Dict) -> float:
-        norm = p.get("normalized", {})
-        career = p.get("career", {})
-
-        if tag == "Slayer":
-            return norm.get("slayer_index", 0)
-        elif tag == "Objective Specialist":
-            return norm.get("objective_index", 0)
-        elif tag == "Sharpshooter":
-            return career.get("accuracy", 0)
-        elif tag == "Anchor":
-            return norm.get("survivability_index", 0)
-        elif tag == "Aggressor":
-            return norm.get("kills_per_map", 0)
-        elif tag == "Clutch":
-            return norm.get("win_rate", 0)
-        elif tag == "Consistent":
-            # Could add variance logic if stored
-            return norm.get("kills_per_map", 0)
-        else:
-            # Default fallback
-            return career.get("KD", 0)
-
-    # Sort by score descending
-    tagged_players.sort(key=get_score, reverse=True)
-
-    return tagged_players[:limit]
\ No newline at end of file
diff --git a/analysis/rankings1.py b/analysis/rankings1.py
deleted file mode 100644
index 93833d4..0000000
--- a/analysis/rankings1.py
+++ /dev/null
@@ -1,38 +0,0 @@
-import json
-import os
-
-BASE_DIR = os.path.dirname(os.path.abspath(__file__))
-CAREER_DB = os.path.join(BASE_DIR, "career_stats.json")
-
-def load_db():
-    with open(CAREER_DB, "r", encoding="utf-8") as f:
-        return json.load(f)
-
-def top_players_by_tag(tag, limit=10):
-    db = load_db()
-    players = db["players"]
-
-    ranked = [
-        p for p in players.values()
-        if tag in p.get("identity_tags", [])
-    ]
-
-    # Sort by slayer_index for Slayers, objective_index for Objective Specialists, etc.
-    def score(p):
-        norm = p["normalized"]
-        if tag == "Slayer":
-            return norm["slayer_index"]
-        if tag == "Objective Specialist":
-            return norm["objective_index"]
-        if tag == "Sharpshooter":
-            return p["career"]["accuracy"]
-        if tag == "Anchor":
-            return norm["survivability_index"]
-        if tag == "Aggressor":
-            return norm["kills_per_map"]
-        if tag == "Clutch":
-            return norm["win_rate"]
-        return p["career"]["KD"]
-
-    ranked.sort(key=score, reverse=True)
-    return ranked[:limit]
\ No newline at end of file
diff --git a/analysis/storylines.py b/analysis/storylines.py
deleted file mode 100644
index f8b75e2..0000000
--- a/analysis/storylines.py
+++ /dev/null
@@ -1,54 +0,0 @@
-from team_identity import team_identity
-
-def matchup_storyline(team_a: str, team_b: str) -> str:
-    """Generate rich, caster-ready storyline with talking points and predictive flavor."""
-    A = team_identity(team_a)
-    B = team_identity(team_b)
-
-    story = [f"🎙️ MATCH STORYLINE: {team_a} vs {team_b}\n"]
-
-    # Slayer Power
-    slayer_a = A["tag_counts"].get("Slayer", 0)
-    slayer_b = B["tag_counts"].get("Slayer", 0)
-    if slayer_a > slayer_b:
-        story.append(f"• {team_a} brings **superior slayer firepower** ({slayer_a} tagged Slayers vs {slayer_b}).")
-    elif slayer_b > slayer_a:
-        story.append(f"• {team_b} brings **superior slayer firepower** ({slayer_b} tagged Slayers vs {slayer_a}).")
-    else:
-        story.append(f"• Both teams have equal slayer power — this could come down to execution.")
-
-    # Objective Control
-    obj_a = A["tag_counts"].get("Objective Specialist", 0)
-    obj_b = B["tag_counts"].get("Objective Specialist", 0)
-    if obj_a > obj_b:
-        story.append(f"• {team_a} has **deeper objective presence** and map control potential.")
-    elif obj_b > obj_a:
-        story.append(f"• {team_b} has **deeper objective presence** and map control potential.")
-
-    # Anchor / Stability
-    if A["tag_counts"].get("Anchor", 0) >= 1 and B["tag_counts"].get("Anchor", 0) == 0:
-        story.append(f"• {team_a} has a clear **anchor advantage** — expect a rock-solid backline.")
-    elif B["tag_counts"].get("Anchor", 0) >= 1 and A["tag_counts"].get("Anchor", 0) == 0:
-        story.append(f"• {team_b} has a clear **anchor advantage** — expect a rock-solid backline.")
-
-    # Experience / Rookie Factor
-    vet_a = A["tag_counts"].get("Veteran", 0)
-    rook_a = A["tag_counts"].get("Rookie", 0)
-    vet_b = B["tag_counts"].get("Veteran", 0)
-    rook_b = B["tag_counts"].get("Rookie", 0)
-    if rook_a >= 2 and vet_b >= 2:
-        story.append(f"• {team_a} is young and hungry — {team_b} brings veteran experience. Classic youth vs experience matchup.")
-
-    # Direct Exploit Lines
-    if "Weak objective presence" in A["weaknesses"] and "Strong objective depth" in B["strengths"]:
-        story.append(f"🔥 {team_b} is perfectly positioned to **exploit {team_a}'s weak objective play**.")
-    if "Weak objective presence" in B["weaknesses"] and "Strong objective depth" in A["strengths"]:
-        story.append(f"🔥 {team_a} is perfectly positioned to **exploit {team_b}'s weak objective play**.")
-
-    # Final prediction flavor
-    story.append("\n**Caster Talking Points Summary:**")
-    story.append(f"• Watch for early slayer duels — the team that wins the Slayer battle usually controls the pace.")
-    story.append(f"• Objective maps will heavily favor the side with more Objective Specialists.")
-    story.append(f"• This matchup has high upset potential if the younger team executes cleanly.")
-
-    return "\n".join(story)
\ No newline at end of file
diff --git a/analysis/storylines1.py b/analysis/storylines1.py
deleted file mode 100644
index ab6e0b4..0000000
--- a/analysis/storylines1.py
+++ /dev/null
@@ -1,29 +0,0 @@
-from team_identity import team_identity
-
-def matchup_storyline(team_a, team_b):
-    A = team_identity(team_a)
-    B = team_identity(team_b)
-
-    story = []
-
-    story.append(f"MATCH STORYLINE: {team_a} vs {team_b}\n")
-
-    # Style comparison
-    if A["tag_counts"].get("Slayer", 0) > B["tag_counts"].get("Slayer", 0):
-        story.append(f"{team_a} brings stronger slayer power.")
-    elif B["tag_counts"].get("Slayer", 0) > A["tag_counts"].get("Slayer", 0):
-        story.append(f"{team_b} brings stronger slayer power.")
-
-    if A["tag_counts"].get("Objective Specialist", 0) > B["tag_counts"].get("Objective Specialist", 0):
-        story.append(f"{team_a} has deeper objective presence.")
-    elif B["tag_counts"].get("Objective Specialist", 0) > A["tag_counts"].get("Objective Specialist", 0):
-        story.append(f"{team_b} has deeper objective presence.")
-
-    # Strength vs weakness
-    if "Weak objective presence" in A["weaknesses"] and "Strong objective depth" in B["strengths"]:
-        story.append(f"{team_b} may exploit {team_a}'s weak objective play.")
-
-    if "Weak objective presence" in B["weaknesses"] and "Strong objective depth" in A["strengths"]:
-        story.append(f"{team_a} may exploit {team_b}'s weak objective play.")
-
-    return "\n".join(story)
\ No newline at end of file
diff --git a/analysis/team_identity.py b/analysis/team_identity.py
deleted file mode 100644
index cd23b26..0000000
--- a/analysis/team_identity.py
+++ /dev/null
@@ -1,77 +0,0 @@
-import json
-import os
-from collections import Counter
-
-BASE_DIR = os.path.dirname(os.path.abspath(__file__))
-CAREER_DB_PATH = os.path.join(BASE_DIR, "career_stats.json")
-
-def load_career_db():
-    """Load career database with proper error handling."""
-    if not os.path.exists(CAREER_DB_PATH):
-        raise FileNotFoundError(f"Career database not found at: {CAREER_DB_PATH}\nPlease build it first.")
-    
-    try:
-        with open(CAREER_DB_PATH, "r", encoding="utf-8") as f:
-            return json.load(f)
-    except json.JSONDecodeError:
-        raise ValueError("Career database is corrupted. Please rebuild it.")
-    except Exception as e:
-        raise RuntimeError(f"Failed to load career database: {e}")
-
-
-def team_identity(team_name: str):
-    """Generate team identity summary based on career tags."""
-    db = load_career_db()
-    players = db.get("players", {})
-
-    # Find all players who have ever played for this team
-    team_players = [
-        p for p in players.values()
-        if team_name in p.get("team_history", [])
-    ]
-
-    if not team_players:
-        return {
-            "team": team_name,
-            "players": [],
-            "tag_counts": {},
-            "strengths": ["No players found with this team in history"],
-            "weaknesses": []
-        }
-
-    # Count all identity tags across the team
-    all_tags = [tag for p in team_players for tag in p.get("identity_tags", [])]
-    tag_counts = Counter(all_tags)
-
-    strengths = []
-    weaknesses = []
-
-    # --- Strengths ---
-    if tag_counts.get("Slayer", 0) >= 2:
-        strengths.append("High slayer firepower")
-    if tag_counts.get("Objective Specialist", 0) >= 2:
-        strengths.append("Strong objective control")
-    if tag_counts.get("Anchor", 0) >= 1:
-        strengths.append("Reliable anchor/backline")
-    if tag_counts.get("Playmaker", 0) >= 1:
-        strengths.append("Creative playmaking")
-    if tag_counts.get("Consistent", 0) >= 2:
-        strengths.append("Very consistent performers")
-
-    # --- Weaknesses ---
-    if tag_counts.get("Objective Specialist", 0) == 0:
-        weaknesses.append("Lacking objective specialists")
-    if tag_counts.get("Sharpshooter", 0) == 0:
-        weaknesses.append("No dedicated sharpshooter")
-    if tag_counts.get("Anchor", 0) == 0:
-        weaknesses.append("Weak backline stability")
-    if tag_counts.get("Veteran", 0) == 0 and tag_counts.get("Rookie", 0) >= 2:
-        weaknesses.append("Very inexperienced roster")
-
-    return {
-        "team": team_name,
-        "players": team_players,           # kept for potential future use
-        "tag_counts": dict(tag_counts),
-        "strengths": strengths or ["Balanced roster — no dominant strength"],
-        "weaknesses": weaknesses or ["No major weaknesses identified"]
-    }
\ No newline at end of file
diff --git a/analysis/team_identity1.py b/analysis/team_identity1.py
deleted file mode 100644
index 1f5bab7..0000000
--- a/analysis/team_identity1.py
+++ /dev/null
@@ -1,46 +0,0 @@
-import json
-import os
-
-BASE_DIR = os.path.dirname(os.path.abspath(__file__))
-CAREER_DB = os.path.join(BASE_DIR, "career_stats.json")
-
-def load_db():
-    with open(CAREER_DB, "r", encoding="utf-8") as f:
-        return json.load(f)
-
-def team_identity(team_name):
-    db = load_db()
-    players = db["players"]
-
-    team_players = [
-        p for p in players.values()
-        if team_name in p.get("team_history", [])
-    ]
-
-    tag_counts = {}
-    for p in team_players:
-        for tag in p.get("identity_tags", []):
-            tag_counts[tag] = tag_counts.get(tag, 0) + 1
-
-    strengths = []
-    weaknesses = []
-
-    if tag_counts.get("Slayer", 0) >= 2:
-        strengths.append("High slayer power")
-    if tag_counts.get("Objective Specialist", 0) >= 2:
-        strengths.append("Strong objective depth")
-    if tag_counts.get("Anchor", 0) >= 1:
-        strengths.append("Stable backline")
-
-    if tag_counts.get("Objective Specialist", 0) == 0:
-        weaknesses.append("Weak objective presence")
-    if tag_counts.get("Sharpshooter", 0) == 0:
-        weaknesses.append("No true sharpshooter")
-
-    return {
-        "team": team_name,
-        "players": team_players,
-        "tag_counts": tag_counts,
-        "strengths": strengths,
-        "weaknesses": weaknesses
-    }
\ No newline at end of file