first (part 2: other directories)

scripts/check_subtypes.py

@@ -0,0 +1,20 @@
+
+import os
+import psycopg2
+from psycopg2.extras import RealDictCursor
+
+try:
+    db_url = os.environ.get('DATABASE_URL', 'postgresql://suggestbet:SuGGesT2026SecuRe@localhost:15432/boilerplate_db')
+    conn = psycopg2.connect(db_url)
+    cursor = conn.cursor(cursor_factory=RealDictCursor)
+    
+    cursor.execute("SELECT event_subtype, COUNT(*) as count FROM match_player_events GROUP BY event_subtype ORDER BY count DESC LIMIT 20")
+    results = cursor.fetchall()
+    
+    print("\n--- Event Subtypes ---")
+    for row in results:
+        print(f"{row['event_subtype']}: {row['count']}")
+        
+    conn.close()
+except Exception as e:
+    print(f"Error: {e}")