task: adds attribution function and notebook processor

data_collection/analyze_designs.py

@@ -141,6 +141,108 @@ async def analyze_screenshot(design_id: str, design_path: Path, detailed: bool =
         print(f"Error processing design {design_id}: {str(e)}")
         return design_id, None, None, None
 
+async def attribute_designs():
+    """
+    Process scraped designs to extract title and author from CSS comments.
+    Adds these attributes to the existing metadata.json files.
+    Skips designs that already have both title and author.
+    """
+    designs_dir = Path("scraped_designs")
+    
+    if not designs_dir.exists():
+        print("Scraped designs directory not found!")
+        return
+    
+    # Get all design directories
+    design_dirs = [d for d in designs_dir.iterdir() if d.is_dir()]
+    
+    if not design_dirs:
+        print("No design directories found!")
+        return
+    
+    print(f"Found {len(design_dirs)} designs to check")
+    
+    processed = 0
+    skipped = 0
+    failed = 0
+    
+    for design_dir in design_dirs:
+        try:
+            # Check for required files
+            css_path = design_dir / "style.css"
+            metadata_path = design_dir / "metadata.json"
+            
+            if not all(f.exists() for f in [css_path, metadata_path]):
+                print(f"Missing required files for design {design_dir.name}")
+                failed += 1
+                continue
+            
+            # Check existing metadata
+            with open(metadata_path, "r") as f:
+                metadata = json.load(f)
+            
+            # Skip if both title and author already exist and aren't default values
+            if (metadata.get("title") and metadata.get("author") and 
+                metadata["title"] != "Untitled" and metadata["author"] != "Unknown"):
+                print(f"Skipping design {design_dir.name} - already attributed")
+                skipped += 1
+                continue
+            
+            # Read CSS file
+            with open(css_path, "r", encoding="utf-8") as f:
+                css_content = f.read()
+            
+            # Extract title and author using Claude
+            response = await client.messages.create(
+                model="claude-3-haiku-20240307",
+                max_tokens=100,
+                system="You are a helpful assistant that extracts title and author information from CSS comments. Return ONLY a JSON object with 'title' and 'author' fields, nothing else.",
+                messages=[{
+                    "role": "user",
+                    "content": f"Extract the title and author from these CSS comments. Return only the JSON object, no markdown:\n\n{css_content}"
+                }]
+            )
+            
+            # Get response text and clean it up
+            response_text = response.content[0].text.strip()
+            
+            # Remove markdown formatting if present
+            if "```json" in response_text:
+                response_text = response_text.split("```json")[1].split("```")[0].strip()
+            elif "```" in response_text:
+                response_text = response_text.split("```")[1].strip()
+                
+            try:
+                attribution = json.loads(response_text)
+            except json.JSONDecodeError:
+                print(f"Failed to parse JSON for design {design_dir.name}. Response was:")
+                print(response_text)
+            
+            # Update metadata
+            metadata.update({
+                "title": attribution.get("title", "Untitled"),
+                "author": attribution.get("author", "Unknown")
+            })
+            
+            # Save updated metadata
+            with open(metadata_path, "w") as f:
+                json.dump(metadata, f, indent=2)
+            
+            print(f"Successfully attributed design {design_dir.name}")
+            print(f"Title: {attribution.get('title', 'Untitled')}")
+            print(f"Author: {attribution.get('author', 'Unknown')}\n")
+            processed += 1
+            
+        except Exception as e:
+            print(f"Error processing design {design_dir.name}: {str(e)}")
+            failed += 1
+    
+    print("\nAttribution complete!")
+    print(f"Processed: {processed}")
+    print(f"Skipped: {skipped}")
+    print(f"Failed: {failed}")
+    print(f"Total: {len(design_dirs)}")
+
 async def main():
     designs_dir = Path("designs")
     

data_collection/notebook.ipynb

@@ -611,6 +611,573 @@
     "await test_scraper(test_set, batch_size=5)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now for a valuable additional step, we can extract the name of the title and its author from the CSS comments. This helps us give credit to the creative people whose work we are using and appreciating."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Found 221 designs to check\n",
+      "Skipping design 135 - already attributed\n",
+      "Skipping design 132 - already attributed\n",
+      "Skipping design 104 - already attributed\n",
+      "Skipping design 103 - already attributed\n",
+      "Skipping design 168 - already attributed\n",
+      "Skipping design 157 - already attributed\n",
+      "Skipping design 150 - already attributed\n",
+      "Skipping design 159 - already attributed\n",
+      "Skipping design 166 - already attributed\n",
+      "Skipping design 192 - already attributed\n",
+      "Skipping design 195 - already attributed\n",
+      "Skipping design 161 - already attributed\n",
+      "Skipping design 102 - already attributed\n",
+      "Skipping design 105 - already attributed\n",
+      "Skipping design 133 - already attributed\n",
+      "Skipping design 134 - already attributed\n",
+      "Skipping design 160 - already attributed\n",
+      "Skipping design 194 - already attributed\n",
+      "Skipping design 158 - already attributed\n",
+      "Skipping design 193 - already attributed\n",
+      "Skipping design 167 - already attributed\n",
+      "Skipping design 151 - already attributed\n",
+      "Skipping design 169 - already attributed\n",
+      "Skipping design 156 - already attributed\n",
+      "Skipping design 024 - already attributed\n",
+      "Skipping design 216 - already attributed\n",
+      "Skipping design 211 - already attributed\n",
+      "Skipping design 023 - already attributed\n",
+      "Skipping design 015 - already attributed\n",
+      "Skipping design 218 - already attributed\n",
+      "Skipping design 012 - already attributed\n",
+      "Skipping design 220 - already attributed\n",
+      "Skipping design 079 - already attributed\n",
+      "Skipping design 046 - already attributed\n",
+      "Skipping design 041 - already attributed\n",
+      "Skipping design 048 - already attributed\n",
+      "Skipping design 077 - already attributed\n",
+      "Skipping design 083 - already attributed\n",
+      "Skipping design 084 - already attributed\n",
+      "Skipping design 070 - already attributed\n",
+      "Skipping design 221 - already attributed\n",
+      "Skipping design 013 - already attributed\n",
+      "Skipping design 014 - already attributed\n",
+      "Skipping design 219 - already attributed\n",
+      "Skipping design 022 - already attributed\n",
+      "Skipping design 210 - already attributed\n",
+      "Skipping design 217 - already attributed\n",
+      "Skipping design 025 - already attributed\n",
+      "Skipping design 071 - already attributed\n",
+      "Skipping design 085 - already attributed\n",
+      "Skipping design 049 - already attributed\n",
+      "Skipping design 082 - already attributed\n",
+      "Skipping design 076 - already attributed\n",
+      "Skipping design 040 - already attributed\n",
+      "Skipping design 078 - already attributed\n",
+      "Skipping design 047 - already attributed\n",
+      "Skipping design 065 - already attributed\n",
+      "Skipping design 091 - already attributed\n",
+      "Skipping design 096 - already attributed\n",
+      "Skipping design 062 - already attributed\n",
+      "Skipping design 054 - already attributed\n",
+      "Skipping design 053 - already attributed\n",
+      "Skipping design 098 - already attributed\n",
+      "Skipping design 038 - already attributed\n",
+      "Skipping design 007 - already attributed\n",
+      "Skipping design 009 - already attributed\n",
+      "Skipping design 204 - already attributed\n",
+      "Skipping design 036 - already attributed\n",
+      "Skipping design 031 - already attributed\n",
+      "Skipping design 203 - already attributed\n",
+      "Skipping design 052 - already attributed\n",
+      "Skipping design 099 - already attributed\n",
+      "Skipping design 055 - already attributed\n",
+      "Skipping design 063 - already attributed\n",
+      "Skipping design 097 - already attributed\n",
+      "Successfully attributed design 090\n",
+      "Title: Untitled\n",
+      "Author: Ray Henry\n",
+      "\n",
+      "Skipping design 064 - already attributed\n",
+      "Skipping design 202 - already attributed\n",
+      "Skipping design 030 - already attributed\n",
+      "Skipping design 008 - already attributed\n",
+      "Skipping design 037 - already attributed\n",
+      "Skipping design 205 - already attributed\n",
+      "Skipping design 001 - already attributed\n",
+      "Skipping design 039 - already attributed\n",
+      "Skipping design 006 - already attributed\n",
+      "Skipping design 174 - already attributed\n",
+      "Skipping design 180 - already attributed\n",
+      "Skipping design 187 - already attributed\n",
+      "Skipping design 173 - already attributed\n",
+      "Skipping design 145 - already attributed\n",
+      "Skipping design 142 - already attributed\n",
+      "Skipping design 189 - already attributed\n",
+      "Skipping design 129 - already attributed\n",
+      "Skipping design 116 - already attributed\n",
+      "Skipping design 111 - already attributed\n",
+      "Skipping design 118 - already attributed\n",
+      "Skipping design 127 - already attributed\n",
+      "Skipping design 120 - already attributed\n",
+      "Skipping design 143 - already attributed\n",
+      "Skipping design 188 - already attributed\n",
+      "Skipping design 144 - already attributed\n",
+      "Skipping design 172 - already attributed\n",
+      "Skipping design 186 - already attributed\n",
+      "Skipping design 181 - already attributed\n",
+      "Skipping design 175 - already attributed\n",
+      "Skipping design 121 - already attributed\n",
+      "Skipping design 119 - already attributed\n",
+      "Skipping design 126 - already attributed\n",
+      "Skipping design 110 - already attributed\n",
+      "Skipping design 128 - already attributed\n",
+      "Skipping design 117 - already attributed\n",
+      "Skipping design 198 - already attributed\n",
+      "Skipping design 153 - already attributed\n",
+      "Skipping design 154 - already attributed\n",
+      "Successfully attributed design 196\n",
+      "Title: Elegance in Simplicity\n",
+      "Author: Mani Sheriar\n",
+      "\n",
+      "Successfully attributed design 162\n",
+      "Title: Angelus\n",
+      "Author: Vladimir Lukic\n",
+      "\n",
+      "Successfully attributed design 165\n",
+      "Title: Red Paper\n",
+      "Author: Rob Soule\n",
+      "\n",
+      "Successfully attributed design 191\n",
+      "Title: The Diary\n",
+      "Author: Alexander Shabuniewicz\n",
+      "\n",
+      "Successfully attributed design 131\n",
+      "Title: Type Thing\n",
+      "Author: Michal Mokrzycki\n",
+      "\n",
+      "Successfully attributed design 136\n",
+      "Title: The Final Ending\n",
+      "Author: Ray Henry\n",
+      "\n",
+      "Successfully attributed design 109\n",
+      "Title: Pneuma\n",
+      "Author: Adam Polselli\n",
+      "\n",
+      "Successfully attributed design 100\n",
+      "Title: 15 Petals\n",
+      "Author: Eric Meyer and Dave Shea\n",
+      "\n",
+      "Successfully attributed design 107\n",
+      "Title: Defiance\n",
+      "Author: Angelo Paralos\n",
+      "\n",
+      "Successfully attributed design 138\n",
+      "Title: Cube Garden\n",
+      "Author: Masanori Kawachi\n",
+      "\n",
+      "Successfully attributed design 190\n",
+      "Title: Lonely Flower\n",
+      "Author: Mitja Ribic\n",
+      "\n",
+      "Skipping design 164 - already attributed\n",
+      "Successfully attributed design 163\n",
+      "Title: Like the Sea\n",
+      "Author: Lars Daum\n",
+      "\n",
+      "Successfully attributed design 197\n",
+      "Title: Floral Touch\n",
+      "Author: Jadas Jimmy\n",
+      "\n",
+      "Successfully attributed design 155\n",
+      "Title: Butterfly Effect\n",
+      "Author: Alen Grakalic\n",
+      "\n",
+      "Successfully attributed design 199\n",
+      "Title: Zen Army\n",
+      "Author: Carl Desmond\n",
+      "\n",
+      "Successfully attributed design 152\n",
+      "Title: Subway Dream\n",
+      "Author: Pablo Caro\n",
+      "\n",
+      "Skipping design 106 - already attributed\n",
+      "Successfully attributed design 139\n",
+      "Title: Neat & Tidy\n",
+      "Author: Oli Dale\n",
+      "\n",
+      "Successfully attributed design 101\n",
+      "Title: punkass\n",
+      "Author: Mikhel Proulx\n",
+      "\n",
+      "Successfully attributed design 137\n",
+      "Title: DJ Style\n",
+      "Author: Ramon Bispo\n",
+      "\n",
+      "Successfully attributed design 108\n",
+      "Title: 404 Not Found\n",
+      "Author: None\n",
+      "\n",
+      "Successfully attributed design 130\n",
+      "Title: Pseudo-Sahara\n",
+      "Author: John Barrick\n",
+      "\n",
+      "Successfully attributed design 089\n",
+      "Title: Dark Industrial\n",
+      "Author: Ray Henry\n",
+      "\n",
+      "Successfully attributed design 042\n",
+      "Title: Stone Washed\n",
+      "Author: Andrew Hayward\n",
+      "\n",
+      "Successfully attributed design 045\n",
+      "Title: I Dream in Colour\n",
+      "Author: Jeff Bilen\n",
+      "\n",
+      "Successfully attributed design 087\n",
+      "Title: Maya\n",
+      "Author: Bernd Willenberg\n",
+      "\n",
+      "Skipping design 073 - already attributed\n",
+      "Successfully attributed design 074\n",
+      "Title: Egyptian Dawn\n",
+      "Author: James Abbott\n",
+      "\n",
+      "Successfully attributed design 080\n",
+      "Title: Zen Pool\n",
+      "Author: Clinton Barth\n",
+      "\n",
+      "Successfully attributed design 020\n",
+      "Title: Friendly Beaches\n",
+      "Author: Sophie G\n",
+      "\n",
+      "Successfully attributed design 212\n",
+      "Title: Make 'em Proud!\n",
+      "Author: Michael McAghon and Scotty Reifsnyder\n",
+      "\n",
+      "Successfully attributed design 215\n",
+      "Title: A Robot Named Jimmy\n",
+      "Author: meltmedia\n",
+      "\n",
+      "Successfully attributed design 027\n",
+      "Title: Gothica\n",
+      "Author: Patrick H. Lauke aka redux\n",
+      "\n",
+      "Successfully attributed design 018\n",
+      "Title: Wrapped in Burlap\n",
+      "Author: John Simons\n",
+      "\n",
+      "Successfully attributed design 011\n",
+      "Title: css Zen Garden submission 011 - 'meliorism' by Brett J. Gilbert - www.paragraphic.co.uk\n",
+      "Author: Brett J. Gilbert\n",
+      "\n",
+      "Successfully attributed design 016\n",
+      "Title: The Garden Beneath\n",
+      "Author: Minz Meyer\n",
+      "\n",
+      "Successfully attributed design 029\n",
+      "Title: Backyard\n",
+      "Author: Ray Henry\n",
+      "\n",
+      "Successfully attributed design 081\n",
+      "Title: seashore\n",
+      "Author: Christine Kirchmeier\n",
+      "\n",
+      "Successfully attributed design 075\n",
+      "Title: Lost HighWay\n",
+      "Author: Julien Roumagnac\n",
+      "\n",
+      "Successfully attributed design 072\n",
+      "Title: Outburst\n",
+      "Author: Chris Vincent\n",
+      "\n",
+      "Successfully attributed design 086\n",
+      "Title: RedFrog\n",
+      "Author: Bernd Willenberg\n",
+      "\n",
+      "Successfully attributed design 044\n",
+      "Title: si6\n",
+      "Author: Shaun Inman\n",
+      "\n",
+      "Successfully attributed design 088\n",
+      "Title: Tulipe\n",
+      "Author: Eric Sheperd\n",
+      "\n",
+      "Successfully attributed design 043\n",
+      "Title: Burning\n",
+      "Author: Kevin & Ethel Davis\n",
+      "\n",
+      "Successfully attributed design 017\n",
+      "Title: Golden Mean\n",
+      "Author: Douglas Bowman\n",
+      "\n",
+      "Successfully attributed design 028\n",
+      "Title: Atlantis\n",
+      "Author: Kevin Davis\n",
+      "\n",
+      "Successfully attributed design 010\n",
+      "Title: A Garden Apart\n",
+      "Author: Dan Cederholm, http://www.simplebits.com/\n",
+      "\n",
+      "Successfully attributed design 026\n",
+      "Title: Zunflower\n",
+      "Author: Radu Darvas\n",
+      "\n",
+      "Successfully attributed design 214\n",
+      "Title: Verde Moderna\n",
+      "Author: Dave Shea\n",
+      "\n",
+      "Successfully attributed design 019\n",
+      "Title: What Lies Beneath\n",
+      "Author: Michael Pick\n",
+      "\n",
+      "Successfully attributed design 213\n",
+      "Title: Under the Sea\n",
+      "Author: Eric Stoltz\n",
+      "\n",
+      "Successfully attributed design 021\n",
+      "Title: Calm & Smooth\n",
+      "Author: Cornelia Lange\n",
+      "\n",
+      "Successfully attributed design 003\n",
+      "Title: Stormweather\n",
+      "Author: Dave Shea\n",
+      "\n",
+      "Successfully attributed design 209\n",
+      "Title: css Zen Garden submission - 'CSS Co., Ltd.'\n",
+      "Author: Benjamin Klemm\n",
+      "\n",
+      "Successfully attributed design 004\n",
+      "Title: css Zen Garden submission 004 - 'arch4.20'\n",
+      "Author: Dave Shea\n",
+      "\n",
+      "Successfully attributed design 200\n",
+      "Title: Icicle Outback\n",
+      "Author: Timo Virtanen\n",
+      "\n",
+      "Successfully attributed design 032\n",
+      "Title: Crab Apple\n",
+      "Author: Jai Brinkofski\n",
+      "\n",
+      "Successfully attributed design 035\n",
+      "Title: Release One\n",
+      "Author: Didier Hilhorst\n",
+      "\n",
+      "Successfully attributed design 207\n",
+      "Title: Kyoto Forest\n",
+      "Author: John Politowski\n",
+      "\n",
+      "Successfully attributed design 095\n",
+      "Title: Corporate ZenWorks\n",
+      "Author: Derek Hansen\n",
+      "\n",
+      "Successfully attributed design 061\n",
+      "Title: Sky\n",
+      "Author: Stefan Petre\n",
+      "\n",
+      "Successfully attributed design 066\n",
+      "Title: Focus & Shoot\n",
+      "Author: Colectivo YTW (Julio Beamonte, Beatriz Martinez, Gustavo Gavan, Franck Scipion)\n",
+      "\n",
+      "Successfully attributed design 092\n",
+      "Title: Port of Call\n",
+      "Author: Jessica Dunn\n",
+      "\n",
+      "Successfully attributed design 059\n",
+      "Title: Dune Temple\n",
+      "Author: Greg Reimer\n",
+      "\n",
+      "Successfully attributed design 050\n",
+      "Title: First Summary\n",
+      "Author: Cornelia Lange\n",
+      "\n",
+      "Successfully attributed design 057\n",
+      "Title: This is Cereal\n",
+      "Author: Shaun Inman\n",
+      "\n",
+      "Successfully attributed design 068\n",
+      "Title: Ballade\n",
+      "Author: Charlotte Lambert\n",
+      "\n",
+      "Successfully attributed design 206\n",
+      "Title: A Walk in the Garden\n",
+      "Author: Simon Van Hauwermeiren\n",
+      "\n",
+      "Successfully attributed design 034\n",
+      "Title: zengrounds\n",
+      "Author: Andrea Piernock\n",
+      "\n",
+      "Successfully attributed design 033\n",
+      "Title: Fleur-de-lys\n",
+      "Author: Claire Campbell\n",
+      "\n",
+      "Successfully attributed design 201\n",
+      "Title: Lily Pond\n",
+      "Author: Rose Thorogood\n",
+      "\n",
+      "Successfully attributed design 208\n",
+      "Title: Sakura\n",
+      "Author: Tatsuya Uchida\n",
+      "\n",
+      "Successfully attributed design 005\n",
+      "Title: css Zen Garden submission 005 - 'Blood Lust'\n",
+      "Author: Dave Shea\n",
+      "\n",
+      "Successfully attributed design 002\n",
+      "Title: Salmon Cream Cheese\n",
+      "Author: Dave Shea\n",
+      "\n",
+      "Successfully attributed design 056\n",
+      "Title: Zen Garden Internal Layout\n",
+      "Author: Dave Shea\n",
+      "\n",
+      "Successfully attributed design 069\n",
+      "Title: Bonsai Sky\n",
+      "Author: Mike Davidson\n",
+      "\n",
+      "Successfully attributed design 051\n",
+      "Title: Commercial Drive\n",
+      "Author: Wendy Foster\n",
+      "\n",
+      "Successfully attributed design 093\n",
+      "Title: South of the Border\n",
+      "Author: Rob Shields\n",
+      "\n",
+      "Successfully attributed design 067\n",
+      "Title: A Silent Strength\n",
+      "Author: Ray Henry\n",
+      "\n",
+      "Successfully attributed design 058\n",
+      "Title: Radio Zen\n",
+      "Author: Marc LA van den Heuvel\n",
+      "\n",
+      "Successfully attributed design 060\n",
+      "Title: Extreme Limits\n",
+      "Author: Richard Chatfield\n",
+      "\n",
+      "Successfully attributed design 094\n",
+      "Title: Deco\n",
+      "Author: Marc Trudel\n",
+      "\n",
+      "Successfully attributed design 112\n",
+      "Title: Mountain Resort\n",
+      "Author: Jordi Romkema\n",
+      "\n",
+      "Successfully attributed design 115\n",
+      "Title: Burnt Offering\n",
+      "Author: Jonny Blair\n",
+      "\n",
+      "Successfully attributed design 123\n",
+      "Title: 'Skyroots'\n",
+      "Author: Axel Hebenstreit\n",
+      "\n",
+      "Successfully attributed design 124\n",
+      "Title: Teatime\n",
+      "Author: Michaela Maria Sampl\n",
+      "\n",
+      "Successfully attributed design 184\n",
+      "Title: Peace of Mind\n",
+      "Author: Carlos Varela\n",
+      "\n",
+      "Successfully attributed design 170\n",
+      "Title: Love is in the Air\n",
+      "Author: Nele Goetz\n",
+      "\n",
+      "Successfully attributed design 177\n",
+      "Title: Zen City Morning\n",
+      "Author: Ray Henry\n",
+      "\n",
+      "Successfully attributed design 183\n",
+      "Title: 404 Not Found\n",
+      "Author: None\n",
+      "\n",
+      "Successfully attributed design 148\n",
+      "Title: Museum\n",
+      "Author: Samuel Marin\n",
+      "\n",
+      "Successfully attributed design 141\n",
+      "Title: Golden Cut\n",
+      "Author: Petr Stanciek\n",
+      "\n",
+      "Successfully attributed design 146\n",
+      "Title: Urban\n",
+      "Author: Matt, Kim & Nicole\n",
+      "\n",
+      "Successfully attributed design 179\n",
+      "Title: Vin Rouge\n",
+      "Author: Thorsten Bopp\n",
+      "\n",
+      "Successfully attributed design 125\n",
+      "Title: Beccah\n",
+      "Author: Chris Morrell\n",
+      "\n",
+      "Successfully attributed design 122\n",
+      "Title: Centerfold\n",
+      "Author: John Oxton\n",
+      "\n",
+      "Successfully attributed design 114\n",
+      "Title: Salvage Yard\n",
+      "Author: Justin Peters\n",
+      "\n",
+      "Successfully attributed design 113\n",
+      "Title: Switch On\n",
+      "Author: Michael Fasani\n",
+      "\n",
+      "Successfully attributed design 147\n",
+      "Title: Attitude\n",
+      "Author: Stephane Moens\n",
+      "\n",
+      "Successfully attributed design 178\n",
+      "Title: Pinups\n",
+      "Author: Emiliano Pennisi\n",
+      "\n",
+      "Successfully attributed design 140\n",
+      "Title: The Hall\n",
+      "Author: Michael Simmons\n",
+      "\n",
+      "Successfully attributed design 182\n",
+      "Title: 45 RPM\n",
+      "Author: Thomas Michaud\n",
+      "\n",
+      "Successfully attributed design 176\n",
+      "Title: Kelmscott\n",
+      "Author: Bronwen Hodgkinson\n",
+      "\n",
+      "Successfully attributed design 149\n",
+      "Title: Uncultivated\n",
+      "Author: Mario Carboni\n",
+      "\n",
+      "Successfully attributed design 171\n",
+      "Title: Shaolin Yokobue\n",
+      "Author: Javier Cabrera\n",
+      "\n",
+      "Successfully attributed design 185\n",
+      "Title: Manhattan Edition\n",
+      "Author: TheOm3ga\n",
+      "\n",
+      "\n",
+      "Attribution complete!\n",
+      "Processed: 105\n",
+      "Skipped: 116\n",
+      "Failed: 0\n",
+      "Total: 221\n"
+     ]
+    }
+   ],
+   "source": [
+    "from data_collection.analyze_designs import attribute_designs\n",
+    "await attribute_designs()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -622,7 +1189,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -696,7 +1263,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -708,24 +1275,44 @@
       "\n",
       "Processing batch 1 (5 designs)...\n",
       "Analyzing design 200...\n",
-      "Error processing design 200: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
       "Analyzing design 201...\n",
-      "Error processing design 201: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
       "Analyzing design 202...\n",
-      "Error processing design 202: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
       "Analyzing design 203...\n",
-      "Error processing design 203: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
       "Analyzing design 204...\n",
-      "Error processing design 204: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
-      "Failed to analyze design 200\n",
-      "Failed to analyze design 201\n",
-      "Failed to analyze design 202\n",
-      "Failed to analyze design 203\n",
-      "Failed to analyze design 204\n",
+      "Successfully analyzed design 203\n",
+      "Successfully analyzed design 200\n",
+      "Successfully analyzed design 201\n",
+      "Successfully analyzed design 204\n",
+      "Successfully analyzed design 202\n",
+      "\n",
+      "Analysis for design 200:\n",
+      "Description: A serene, atmospheric web design featuring a gradient blue backdrop with zen-inspired imagery and structured content areas. The page employs a two-column layout with an asymmetric balance and thoughtful typographic hierarchy.\n",
+      "Categories: Minimalist digital, Zen-inspired web design, Atmospheric interface, Nature-digital fusion, Gradient composition\n",
+      "Visual Characteristics: Monochromatic blue gradient palette, Silhouetted natural elements, Textural contrast between smooth and rough edges, Two-column asymmetric layout, Vertical rhythm with horizontal section breaks\n",
+      "\n",
+      "Analysis for design 201:\n",
+      "Description: A contemplative web design incorporating zen-inspired elements with a vertical typographic arrangement, creating a balance between ethereal illustrations and structured information sections.\n",
+      "Categories: Zen-inspired digital design, Typographic vertical composition, Organic-geometric contrast, Color-blocked information architecture, Decorative instructional design\n",
+      "Visual Characteristics: Vertical typographic treatment with dramatic scaling, Fluid illustrated elements (lotus flowers, water shapes), Tripartite color scheme (purple, blue, teal accents), Layered transparent elements creating depth, Balanced asymmetry between text and white space\n",
+      "\n",
+      "Analysis for design 202:\n",
+      "Description: A dramatic, theater-inspired web design with a dark monochromatic palette, framed by architectural elements resembling a classical stage or cinema\n",
+      "Categories: Theatrical design, Monochromatic, Architectural framing, Vintage digital aesthetic, Vertical scrolling layout\n",
+      "Visual Characteristics: High contrast black and gray palette, Ornamental architectural framing elements, Dramatic diagonal light rays in header, Typographic grid system, Theater seating silhouette at bottom\n",
+      "\n",
+      "Analysis for design 203:\n",
+      "Description: A serene web design featuring a water droplet motif with a monochromatic blue color scheme that evokes tranquility and depth. The layout employs a vertical single-column structure with clear hierarchical sections and sidebar navigation elements.\n",
+      "Categories: Monochromatic design, Instructional web layout, Metaphorical imagery, Minimalist typography, Vertical grid composition\n",
+      "Visual Characteristics: Cool blue color palette, Water ripple header imagery, Consistent text block rhythm, Clear sectional divisions, Subtle vertical navigation elements, Balanced negative space\n",
+      "\n",
+      "Analysis for design 204:\n",
+      "Description: A richly textured, atmospheric web design featuring an organic aesthetic that blends natural floral imagery with dark, aged backgrounds to create a contemplative, zen-inspired digital space.\n",
+      "Categories: Organic minimalism, Dark aesthetic, Eastern-inspired digital art, Textural contrast design, Contemplative web layout\n",
+      "Visual Characteristics: Aged parchment-like textured backgrounds, Glowing floral photography as focal elements, Elegant script typography contrasting with modern sans-serif, High contrast between dark backgrounds and illuminated elements, Ornate decorative dividers creating visual rhythm\n",
       "\n",
       "Analysis complete:\n",
-      "Successful: 0\n",
-      "Failed: 5\n",
+      "Successful: 5\n",
+      "Failed: 0\n",
       "Total: 5\n",
       "\n",
       "Running basic analysis...\n",
@@ -733,24 +1320,44 @@
       "\n",
       "Processing batch 1 (5 designs)...\n",
       "Analyzing design 200...\n",
-      "Error processing design 200: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
       "Analyzing design 201...\n",
-      "Error processing design 201: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
       "Analyzing design 202...\n",
-      "Error processing design 202: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
       "Analyzing design 203...\n",
-      "Error processing design 203: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
       "Analyzing design 204...\n",
-      "Error processing design 204: Missing required arguments; Expected either ('max_tokens', 'messages' and 'model') or ('max_tokens', 'messages', 'model' and 'stream') arguments to be given\n",
-      "Failed to analyze design 200\n",
-      "Failed to analyze design 201\n",
-      "Failed to analyze design 202\n",
-      "Failed to analyze design 203\n",
-      "Failed to analyze design 204\n",
+      "Successfully analyzed design 203\n",
+      "Successfully analyzed design 201\n",
+      "Successfully analyzed design 200\n",
+      "Successfully analyzed design 204\n",
+      "Successfully analyzed design 202\n",
+      "\n",
+      "Analysis for design 200:\n",
+      "Description: A serene blue gradient web design with an atmospheric nature silhouette header, featuring a two-column layout with crisp white typography and structured content sections separated by delicate decorative dividers.\n",
+      "Categories: Minimalist web design, Gradient color composition, Atmospheric digital landscape, Typographic hierarchy\n",
+      "Visual Characteristics: Blue monochromatic gradient background creating depth, Silhouetted landscape imagery with icicle elements, Clean white typography with varied weights for hierarchy, Subtle decorative dividers between content sections, Two-column layout with asymmetrical balance\n",
+      "\n",
+      "Analysis for design 201:\n",
+      "Description: A spiritually-themed web design featuring a gradient color scheme transitioning from deep purple to light blue, with decorative lotus flower illustrations and vertically oriented typographic elements creating a meditative, zen-inspired aesthetic.\n",
+      "Categories: Gradient-based composition, Eastern spiritual aesthetics, Vertical typography, Multi-column layout\n",
+      "Visual Characteristics: Contrasting color panels (purple, blue, lavender), Decorative lotus flower motifs, Rotated vertical typography as design element, Illustrative white frog/amphibian figure\n",
+      "\n",
+      "Analysis for design 202:\n",
+      "Description: A monochromatic website design with theatrical framing, featuring a dark gray central panel with dramatic light-to-dark gradient elements and structured typographic hierarchy. The composition evokes a vintage cinema or theater aesthetic through architectural column elements that frame the content.\n",
+      "Categories: Monochromatic design, Theatrical composition, Minimalist typography, Information architecture, Retro digital aesthetic\n",
+      "Visual Characteristics: Architectural framing elements with ornate details, High contrast between dark background and light text, Diagonal ray patterns creating visual movement, Consistent grid-based information hierarchy, Subtle texture throughout dark surfaces\n",
+      "\n",
+      "Analysis for design 203:\n",
+      "Description: A serene blue web design featuring water ripple imagery with vertically structured content sections. The composition uses monochromatic blue tones with white typography, creating a zen-like atmosphere while maintaining clear information hierarchy.\n",
+      "Categories: Minimalist web design, Monochromatic color scheme, Vertical grid layout, Nature-inspired interface\n",
+      "Visual Characteristics: Water ripple imagery creating organic texture, Blue gradient background creating depth, Consistent typographic rhythm and spacing, Clear section delineation through subtle borders, Vertical column alignment with balanced white space\n",
+      "\n",
+      "Analysis for design 204:\n",
+      "Description: A richly textured, dark website design featuring ethereal floral imagery against a deep, aged background. The composition combines organic botanical elements with elegant typography in a vertical layout that creates a mystical, contemplative atmosphere.\n",
+      "Categories: Nature-inspired digital design, High-contrast composition, Textural depth styling, Vintage aesthetic, Minimalist navigation\n",
+      "Visual Characteristics: Dark textured background with organic weathered appearance, Luminous floral elements creating focal points, Elegant script and serif typography with varying opacities, Decorative divisor elements between content sections, Golden/amber accent colors against deep browns/blacks\n",
       "\n",
       "Analysis complete:\n",
-      "Successful: 0\n",
-      "Failed: 5\n",
+      "Successful: 5\n",
+      "Failed: 0\n",
       "Total: 5\n"
      ]
     }