diff --git a/scratch_query_gamma.py b/scratch_query_gamma.py
deleted file mode 100644
index c0868d3f..00000000
--- a/scratch_query_gamma.py
+++ /dev/null
@@ -1,36 +0,0 @@
-import httpx
-
-gamma_url = "https://gamma-api.polymarket.com"
-
-# 1. Search markets
-print("Searching markets for 'temperature'...")
-try:
-    resp = httpx.get(f"{gamma_url}/markets", params={"active": "true", "search": "temperature", "limit": 100}, timeout=10.0)
-    data = resp.json()
-    print(f"Found {len(data)} markets matching 'temperature':")
-    for m in data[:10]:
-        print(f"  - {m.get('question')} | Slug: {m.get('slug')}")
-except Exception as e:
-    print("Error:", e)
-
-# 2. Search events
-print("\nSearching events for 'temperature'...")
-try:
-    resp = httpx.get(f"{gamma_url}/events", params={"active": "true", "search": "temperature", "limit": 100}, timeout=10.0)
-    data = resp.json()
-    print(f"Found {len(data)} events matching 'temperature':")
-    for e in data[:10]:
-        print(f"  - {e.get('title')} | Slug: {e.get('slug')}")
-except Exception as e:
-    print("Error:", e)
-
-# 3. Search events for 'weather'
-print("\nSearching events for 'weather'...")
-try:
-    resp = httpx.get(f"{gamma_url}/events", params={"active": "true", "search": "weather", "limit": 100}, timeout=10.0)
-    data = resp.json()
-    print(f"Found {len(data)} events matching 'weather':")
-    for e in data[:10]:
-        print(f"  - {e.get('title')} | Slug: {e.get('slug')}")
-except Exception as e:
-    print("Error:", e)
diff --git a/scratch_query_slugs.py b/scratch_query_slugs.py
deleted file mode 100644
index 0679ef9b..00000000
--- a/scratch_query_slugs.py
+++ /dev/null
@@ -1,23 +0,0 @@
-import httpx
-
-gamma_url = "https://gamma-api.polymarket.com"
-
-cities = ["hong-kong", "beijing", "tokyo", "seoul", "shanghai"]
-date_str = "may-25-2026"
-
-for city in cities:
-    slug = f"highest-temperature-in-{city}-on-{date_str}"
-    try:
-        resp = httpx.get(f"{gamma_url}/events", params={"slug": slug}, timeout=10.0)
-        data = resp.json()
-        print(f"Slug: {slug} -> Status: {resp.status_code}")
-        if data and isinstance(data, list):
-            print(f"  Found Event: {data[0].get('title')} | ID: {data[0].get('id')}")
-            markets = data[0].get("markets", [])
-            print(f"  Markets: {len(markets)}")
-            for m in markets:
-                print(f"    - Market: {m.get('question')} | Group: {m.get('group_id')}")
-        else:
-            print("  No event found.")
-    except Exception as e:
-        print(f"  Error for {slug}: {e}")
diff --git a/scratch_search_markets.py b/scratch_search_markets.py
deleted file mode 100644
index 679dcd8a..00000000
--- a/scratch_search_markets.py
+++ /dev/null
@@ -1,43 +0,0 @@
-import httpx
-
-gamma_url = "https://gamma-api.polymarket.com"
-all_markets = []
-offset = 0
-limit = 100
-
-while True:
-    params = {
-        "archived": "false",
-        "limit": limit,
-        "offset": offset,
-        "active": "true",
-        "closed": "false"
-    }
-    try:
-        resp = httpx.get(f"{gamma_url}/markets", params=params, timeout=10.0)
-        batch = resp.json()
-    except Exception as e:
-        print("Fetch error:", e)
-        break
-    if not isinstance(batch, list) and isinstance(batch, dict):
-        batch = batch.get("markets", [])
-    if not batch:
-        break
-    all_markets.extend(batch)
-    if len(batch) < limit:
-        break
-    offset += len(batch)
-
-print(f"Total active markets: {len(all_markets)}")
-
-cities = ["beijing", "tokyo", "seoul", "shanghai", "singapore", "manila", "jakarta", "taipei", "hong kong", "busan", "shenzhen"]
-
-for city in cities:
-    matched = []
-    for m in all_markets:
-        q = m.get("question", "").lower()
-        if city in q:
-            matched.append(m)
-    print(f"City '{city}': matched {len(matched)} active markets")
-    for m in matched:
-        print(f"  - {m.get('question')} (slug: {m.get('slug')})")
diff --git a/scratch_test_pagination.py b/scratch_test_pagination.py
deleted file mode 100644
index 2b658e28..00000000
--- a/scratch_test_pagination.py
+++ /dev/null
@@ -1,42 +0,0 @@
-import httpx
-
-gamma_url = "https://gamma-api.polymarket.com"
-all_markets = []
-offset = 0
-limit = 100
-pages = 10
-
-for page in range(pages):
-    params = {
-        "archived": "false",
-        "limit": limit,
-        "offset": offset,
-        "active": "true",
-        "closed": "false"
-    }
-    resp = httpx.get(f"{gamma_url}/markets", params=params)
-    batch = resp.json()
-    if not isinstance(batch, list) and isinstance(batch, dict):
-        batch = batch.get("markets", [])
-    
-    if not batch:
-        print(f"Page {page}: No more markets.")
-        break
-        
-    all_markets.extend(batch)
-    print(f"Page {page}: Fetched {len(batch)} markets (total: {len(all_markets)})")
-    if len(batch) < limit:
-        print(f"Page {page}: Batch size {len(batch)} < limit {limit}. Stopping.")
-        break
-    offset += len(batch)
-
-weather_markets = []
-for m in all_markets:
-    q = m.get("question", "").lower()
-    if "temperature" in q or "weather" in q or "highest temperature" in q:
-        weather_markets.append(m)
-
-print(f"\nTotal active markets found: {len(all_markets)}")
-print(f"Total weather markets found: {len(weather_markets)}")
-for wm in weather_markets[:20]:
-    print(f"- Question: {wm.get('question')} | Slug: {wm.get('slug')}")