diff --git "a/Source Code/2. Preview Data.ipynb" "b/Source Code/2. Preview Data.ipynb"
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+++ "b/Source Code/2. Preview Data.ipynb"
@@ -0,0 +1 @@
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"mount_file_id":"1-JP87V3k7Nkh2fwsit6eOTMcKcsQVTgb","authorship_tag":"ABX9TyPHsc4nFyZrhbr3OHU2jX2b"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["## User Tags and Specs Data"],"metadata":{"id":"2d9sa3NhKcQq"}},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"O-nesBDAFiw0","executionInfo":{"status":"ok","timestamp":1735285832271,"user_tz":-420,"elapsed":21449,"user":{"displayName":"Fundamental RecSys","userId":"12384593251438087944"}},"outputId":"d6cdb02a-037f-4bc2-bcb6-ca4588e6ae01"},"outputs":[{"output_type":"stream","name":"stdout","text":["Successfully loaded 9675 items from the JSON file.\n"]}],"source":["# prompt: Load data using json from /content/drive/MyDrive/Projects/Disertation/SOTA Bundle Matching/Processing Data/user_tags_and_specs_data.json.gz\n","\n","import gzip\n","import json\n","\n","file_path = \"/content/drive/MyDrive/Projects/Disertation/SOTA Bundle Matching/Processing Data/user_tags_and_specs_data.json.gz\"\n","\n","try:\n","    with gzip.open(file_path, 'rt', encoding='utf-8') as gzip_file:\n","        data = json.load(gzip_file)\n","        # Now you can work with the loaded JSON data\n","        print(f\"Successfully loaded {len(data)} items from the JSON file.\")\n","\n","except FileNotFoundError:\n","    print(f\"Error: File not found at {file_path}\")\n","except json.JSONDecodeError as e:\n","    print(f\"Error decoding JSON: {e}\")\n","except Exception as e:\n","    print(f\"An unexpected error occurred: {e}\")"]},{"cell_type":"code","source":["for user_id, user_bundle in data.items():\n","    print(f\"User ID: {user_id}\")\n","    print(f\"Bundle: {user_bundle}\")\n","    break"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vbZRtIvtGLfj","executionInfo":{"status":"ok","timestamp":1735285918488,"user_tz":-420,"elapsed":349,"user":{"displayName":"Fundamental RecSys","userId":"12384593251438087944"}},"outputId":"fef24705-e54b-4774-e5f0-96cad0abe3f6"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["User ID: 76561197970982479\n","Bundle: {'232': {'frequent_distinct_tags': {'Fighting': 0, 'Action RPG': 1, 'Retro': 1, 'Bullet Hell': 0, 'Base Building': 0, 'Turn-Based Strategy': 0, 'Early Access': 0, 'Hex Grid': 0, 'Kickstarter': 0, 'Resource Management': 0, 'Abstract': 0, '4 Player Local': 0, 'Sniper': 0, 'Transhumanism': 0, 'Metroidvania': 0, 'Episodic': 0, 'e-sports': 0, 'Based On A Novel': 0, 'Crime': 0, 'Turn-Based Combat': 0, 'Vampire': 0, 'Level Editor': 0, 'Programming': 0, 'Gore': 1, '2D': 1, 'Colorful': 0, 'Co-op': 1, 'Puzzle': 1, 'Hack and Slash': 0, 'Dystopian': 1, '3D Vision': 0, 'Futuristic': 0, 'Hidden Object': 0, 'Post-apocalyptic': 1, 'Comic Book': 0, 'Linear': 0, 'Online Co-Op': 1, 'Stylized': 0, 'Dragons': 0, 'Rogue-lite': 0, 'Utilities': 0, 'Dark Humor': 0, 'Romance': 0, 'Economy': 0, 'Rogue-like': 0, 'Isometric': 0, \"1990's\": 1, 'Destruction': 0, 'Magic': 0, 'Funny': 1, 'Assassin': 0, 'Parkour': 0, 'Anime': 0, 'Multiple Endings': 0, 'Quick-Time Events': 0, 'Mystery': 0, 'Survival Horror': 0, 'Real-Time with Pause': 0, 'Psychological Horror': 0, 'Dark Fantasy': 0, 'Memes': 0, 'Cinematic': 0, 'Party-Based RPG': 0, 'Free to Play': 0, 'Tower Defense': 0, 'War': 1, 'Co-op Campaign': 0, 'Family Friendly': 0, 'Card Game': 0, 'Management': 0, 'Narration': 0, 'Procedural Generation': 0, 'Inventory Management': 0, 'Animation & Modeling': 0, 'Lara Croft': 0, 'Sexual Content': 0, 'Team-Based': 1, 'Gambling': 0, 'Fantasy': 1, 'RTS': 0, 'Loot': 0, 'Sci-fi': 1, 'Casual': 1, 'Web Publishing': 0, 'World War II': 0, \"Beat 'em up\": 0, 'RPG': 1, 'Local Co-Op': 1, 'Pirates': 0, 'CRPG': 0, 'Short': 1, 'Dungeon Crawler': 0, 'Character Customization': 0, 'Pinball': 0, 'VR': 0, 'Twin Stick Shooter': 0, 'Third-Person Shooter': 0, 'GameMaker': 0, 'Detective': 0, 'Stealth': 0, 'Platformer': 1, 'Walking Simulator': 0, 'Space': 1, 'Local Multiplayer': 0, 'Strategy': 1, 'Physics': 0, 'Steampunk': 0, 'Text-Based': 0, 'Action': 1, 'Mechs': 0, 'Side Scroller': 0, 'Multiplayer': 1, 'Turn-Based': 0, 'FPS': 1, 'Story Rich': 1, 'Sandbox': 1, 'Interactive Fiction': 0, 'Medieval': 0, 'Aliens': 1, 'Atmospheric': 1, 'Moddable': 1, 'Open World': 1, 'Cult Classic': 0, 'Time Travel': 0, 'Realistic': 0, 'Split Screen': 0, 'Choose Your Own Adventure': 0, 'Science': 0, 'Underwater': 0, 'Female Protagonist': 1, 'Competitive': 1, 'Shooter': 1, 'Software': 0, 'Software Training': 0, 'Mature': 0, 'Demons': 0, 'Cyberpunk': 0, '4X': 0, 'Zombies': 1, 'Simulation': 1, 'PvP': 0, 'Nudity': 0, 'Horror': 1, 'Survival': 1, 'Massively Multiplayer': 0, 'Voxel': 0, 'Tactical': 1, 'FMV': 0, 'First-Person': 1, 'Exploration': 0, 'Dark': 0, 'Adventure': 1, 'Silent Protagonist': 1, 'Controller': 0, 'Remake': 0, 'Diplomacy': 0, 'Military': 1, 'Spectacle fighter': 0, 'Sports': 0, 'Visual Novel': 0, 'Grand Strategy': 0, 'Relaxing': 0, 'Real Time Tactics': 0, 'Top-Down Shooter': 0, 'Alternate History': 0, 'Comedy': 1, 'Villain Protagonist': 0, 'Singleplayer': 1, 'Puzzle-Platformer': 0, 'Class-Based': 0, 'Touch-Friendly': 0, 'Trading': 0, 'City Builder': 0, 'Difficult': 1, \"Shoot 'Em Up\": 0, 'RPGMaker': 0, 'Replay Value': 0, 'Design & Illustration': 0, 'Cute': 0, 'God Game': 0, 'Point & Click': 0, 'Political': 0, 'Third Person': 1, 'Pixel Graphics': 0, 'Choices Matter': 0, 'Match 3': 0, 'Crafting': 0, 'Game Development': 0, 'Top-Down': 0, 'Education': 0, 'Indie': 1, 'Driving': 0, 'Hand-drawn': 0, 'Arcade': 0, 'Drama': 0, 'Robots': 0, 'Great Soundtrack': 1, 'Fast-Paced': 0, 'Classic': 1, 'Racing': 0, 'Historical': 0, 'Action-Adventure': 0, 'JRPG': 0, 'Superhero': 0}, 'frequent_distinct_specs': {'Steam Workshop': 0, 'Multi-player': 1, 'Valve Anti-Cheat enabled': 1, 'Captions available': 0, 'Local Multi-Player': 0, 'Steam Trading Cards': 1, 'Steam Leaderboards': 0, 'Stats': 0, 'Shared/Split Screen': 0, 'Co-op': 0, 'Single-player': 1, 'Partial Controller Support': 0, 'Full controller support': 1, 'Steam Achievements': 1, 'Commentary available': 0, 'Includes level editor': 0, 'Online Multi-Player': 0, 'Cross-Platform Multiplayer': 0, 'Includes Source SDK': 0, 'In-App Purchases': 0, 'Steam Cloud': 1}, 'label': 1}, '383': {'frequent_distinct_tags': {'Fighting': 0, 'Action RPG': 1, 'Retro': 1, 'Bullet Hell': 0, 'Base Building': 0, 'Turn-Based Strategy': 0, 'Early Access': 0, 'Hex Grid': 0, 'Kickstarter': 0, 'Resource Management': 0, 'Abstract': 0, '4 Player Local': 0, 'Sniper': 0, 'Transhumanism': 0, 'Metroidvania': 0, 'Episodic': 0, 'e-sports': 0, 'Based On A Novel': 0, 'Crime': 0, 'Turn-Based Combat': 0, 'Vampire': 0, 'Level Editor': 0, 'Programming': 0, 'Gore': 1, '2D': 1, 'Colorful': 0, 'Co-op': 1, 'Puzzle': 1, 'Hack and Slash': 0, 'Dystopian': 1, '3D Vision': 0, 'Futuristic': 0, 'Hidden Object': 0, 'Post-apocalyptic': 1, 'Comic Book': 0, 'Linear': 0, 'Online Co-Op': 1, 'Stylized': 0, 'Dragons': 0, 'Rogue-lite': 0, 'Utilities': 0, 'Dark Humor': 0, 'Romance': 0, 'Economy': 0, 'Rogue-like': 0, 'Isometric': 0, \"1990's\": 1, 'Destruction': 0, 'Magic': 0, 'Funny': 1, 'Assassin': 0, 'Parkour': 0, 'Anime': 0, 'Multiple Endings': 0, 'Quick-Time Events': 0, 'Mystery': 0, 'Survival Horror': 0, 'Real-Time with Pause': 0, 'Psychological Horror': 0, 'Dark Fantasy': 0, 'Memes': 0, 'Cinematic': 0, 'Party-Based RPG': 0, 'Free to Play': 0, 'Tower Defense': 0, 'War': 1, 'Co-op Campaign': 0, 'Family Friendly': 0, 'Card Game': 0, 'Management': 0, 'Narration': 0, 'Procedural Generation': 0, 'Inventory Management': 0, 'Animation & Modeling': 0, 'Lara Croft': 0, 'Sexual Content': 0, 'Team-Based': 1, 'Gambling': 0, 'Fantasy': 1, 'RTS': 0, 'Loot': 0, 'Sci-fi': 1, 'Casual': 1, 'Web Publishing': 0, 'World War II': 0, \"Beat 'em up\": 0, 'RPG': 1, 'Local Co-Op': 1, 'Pirates': 0, 'CRPG': 0, 'Short': 1, 'Dungeon Crawler': 0, 'Character Customization': 0, 'Pinball': 0, 'VR': 0, 'Twin Stick Shooter': 0, 'Third-Person Shooter': 0, 'GameMaker': 0, 'Detective': 0, 'Stealth': 0, 'Platformer': 1, 'Walking Simulator': 0, 'Space': 1, 'Local Multiplayer': 0, 'Strategy': 1, 'Physics': 0, 'Steampunk': 0, 'Text-Based': 0, 'Action': 1, 'Mechs': 0, 'Side Scroller': 0, 'Multiplayer': 1, 'Turn-Based': 0, 'FPS': 1, 'Story Rich': 1, 'Sandbox': 1, 'Interactive Fiction': 0, 'Medieval': 0, 'Aliens': 1, 'Atmospheric': 1, 'Moddable': 1, 'Open World': 1, 'Cult Classic': 0, 'Time Travel': 0, 'Realistic': 0, 'Split Screen': 0, 'Choose Your Own Adventure': 0, 'Science': 0, 'Underwater': 0, 'Female Protagonist': 1, 'Competitive': 1, 'Shooter': 1, 'Software': 0, 'Software Training': 0, 'Mature': 0, 'Demons': 0, 'Cyberpunk': 0, '4X': 0, 'Zombies': 1, 'Simulation': 1, 'PvP': 0, 'Nudity': 0, 'Horror': 1, 'Survival': 1, 'Massively Multiplayer': 0, 'Voxel': 0, 'Tactical': 1, 'FMV': 0, 'First-Person': 1, 'Exploration': 0, 'Dark': 0, 'Adventure': 1, 'Silent Protagonist': 1, 'Controller': 0, 'Remake': 0, 'Diplomacy': 0, 'Military': 1, 'Spectacle fighter': 0, 'Sports': 0, 'Visual Novel': 0, 'Grand Strategy': 0, 'Relaxing': 0, 'Real Time Tactics': 0, 'Top-Down Shooter': 0, 'Alternate History': 0, 'Comedy': 1, 'Villain Protagonist': 0, 'Singleplayer': 1, 'Puzzle-Platformer': 0, 'Class-Based': 0, 'Touch-Friendly': 0, 'Trading': 0, 'City Builder': 0, 'Difficult': 1, \"Shoot 'Em Up\": 0, 'RPGMaker': 0, 'Replay Value': 0, 'Design & Illustration': 0, 'Cute': 0, 'God Game': 0, 'Point & Click': 0, 'Political': 0, 'Third Person': 1, 'Pixel Graphics': 0, 'Choices Matter': 0, 'Match 3': 0, 'Crafting': 0, 'Game Development': 0, 'Top-Down': 0, 'Education': 0, 'Indie': 1, 'Driving': 0, 'Hand-drawn': 0, 'Arcade': 0, 'Drama': 0, 'Robots': 0, 'Great Soundtrack': 1, 'Fast-Paced': 0, 'Classic': 1, 'Racing': 0, 'Historical': 0, 'Action-Adventure': 0, 'JRPG': 0, 'Superhero': 0}, 'frequent_distinct_specs': {'Steam Workshop': 0, 'Multi-player': 1, 'Valve Anti-Cheat enabled': 1, 'Captions available': 0, 'Local Multi-Player': 0, 'Steam Trading Cards': 1, 'Steam Leaderboards': 0, 'Stats': 0, 'Shared/Split Screen': 0, 'Co-op': 0, 'Single-player': 1, 'Partial Controller Support': 0, 'Full controller support': 1, 'Steam Achievements': 1, 'Commentary available': 0, 'Includes level editor': 0, 'Online Multi-Player': 0, 'Cross-Platform Multiplayer': 0, 'Includes Source SDK': 0, 'In-App Purchases': 0, 'Steam Cloud': 1}, 'label': 0}, '231': {'frequent_distinct_tags': {'Fighting': 0, 'Action RPG': 1, 'Retro': 1, 'Bullet Hell': 0, 'Base Building': 0, 'Turn-Based Strategy': 0, 'Early Access': 0, 'Hex Grid': 0, 'Kickstarter': 0, 'Resource Management': 0, 'Abstract': 0, '4 Player Local': 0, 'Sniper': 0, 'Transhumanism': 0, 'Metroidvania': 0, 'Episodic': 0, 'e-sports': 0, 'Based On A Novel': 0, 'Crime': 0, 'Turn-Based Combat': 0, 'Vampire': 0, 'Level Editor': 0, 'Programming': 0, 'Gore': 1, '2D': 1, 'Colorful': 0, 'Co-op': 1, 'Puzzle': 1, 'Hack and Slash': 0, 'Dystopian': 1, '3D Vision': 0, 'Futuristic': 0, 'Hidden Object': 0, 'Post-apocalyptic': 1, 'Comic Book': 0, 'Linear': 0, 'Online Co-Op': 1, 'Stylized': 0, 'Dragons': 0, 'Rogue-lite': 0, 'Utilities': 0, 'Dark Humor': 0, 'Romance': 0, 'Economy': 0, 'Rogue-like': 0, 'Isometric': 0, \"1990's\": 1, 'Destruction': 0, 'Magic': 0, 'Funny': 1, 'Assassin': 0, 'Parkour': 0, 'Anime': 0, 'Multiple Endings': 0, 'Quick-Time Events': 0, 'Mystery': 0, 'Survival Horror': 0, 'Real-Time with Pause': 0, 'Psychological Horror': 0, 'Dark Fantasy': 0, 'Memes': 0, 'Cinematic': 0, 'Party-Based RPG': 0, 'Free to Play': 0, 'Tower Defense': 0, 'War': 1, 'Co-op Campaign': 0, 'Family Friendly': 0, 'Card Game': 0, 'Management': 0, 'Narration': 0, 'Procedural Generation': 0, 'Inventory Management': 0, 'Animation & Modeling': 0, 'Lara Croft': 0, 'Sexual Content': 0, 'Team-Based': 1, 'Gambling': 0, 'Fantasy': 1, 'RTS': 0, 'Loot': 0, 'Sci-fi': 1, 'Casual': 1, 'Web Publishing': 0, 'World War II': 0, \"Beat 'em up\": 0, 'RPG': 1, 'Local Co-Op': 1, 'Pirates': 0, 'CRPG': 0, 'Short': 1, 'Dungeon Crawler': 0, 'Character Customization': 0, 'Pinball': 0, 'VR': 0, 'Twin Stick Shooter': 0, 'Third-Person Shooter': 0, 'GameMaker': 0, 'Detective': 0, 'Stealth': 0, 'Platformer': 1, 'Walking Simulator': 0, 'Space': 1, 'Local Multiplayer': 0, 'Strategy': 1, 'Physics': 0, 'Steampunk': 0, 'Text-Based': 0, 'Action': 1, 'Mechs': 0, 'Side Scroller': 0, 'Multiplayer': 1, 'Turn-Based': 0, 'FPS': 1, 'Story Rich': 1, 'Sandbox': 1, 'Interactive Fiction': 0, 'Medieval': 0, 'Aliens': 1, 'Atmospheric': 1, 'Moddable': 1, 'Open World': 1, 'Cult Classic': 0, 'Time Travel': 0, 'Realistic': 0, 'Split Screen': 0, 'Choose Your Own Adventure': 0, 'Science': 0, 'Underwater': 0, 'Female Protagonist': 1, 'Competitive': 1, 'Shooter': 1, 'Software': 0, 'Software Training': 0, 'Mature': 0, 'Demons': 0, 'Cyberpunk': 0, '4X': 0, 'Zombies': 1, 'Simulation': 1, 'PvP': 0, 'Nudity': 0, 'Horror': 1, 'Survival': 1, 'Massively Multiplayer': 0, 'Voxel': 0, 'Tactical': 1, 'FMV': 0, 'First-Person': 1, 'Exploration': 0, 'Dark': 0, 'Adventure': 1, 'Silent Protagonist': 1, 'Controller': 0, 'Remake': 0, 'Diplomacy': 0, 'Military': 1, 'Spectacle fighter': 0, 'Sports': 0, 'Visual Novel': 0, 'Grand Strategy': 0, 'Relaxing': 0, 'Real Time Tactics': 0, 'Top-Down Shooter': 0, 'Alternate History': 0, 'Comedy': 1, 'Villain Protagonist': 0, 'Singleplayer': 1, 'Puzzle-Platformer': 0, 'Class-Based': 0, 'Touch-Friendly': 0, 'Trading': 0, 'City Builder': 0, 'Difficult': 1, \"Shoot 'Em Up\": 0, 'RPGMaker': 0, 'Replay Value': 0, 'Design & Illustration': 0, 'Cute': 0, 'God Game': 0, 'Point & Click': 0, 'Political': 0, 'Third Person': 1, 'Pixel Graphics': 0, 'Choices Matter': 0, 'Match 3': 0, 'Crafting': 0, 'Game Development': 0, 'Top-Down': 0, 'Education': 0, 'Indie': 1, 'Driving': 0, 'Hand-drawn': 0, 'Arcade': 0, 'Drama': 0, 'Robots': 0, 'Great Soundtrack': 1, 'Fast-Paced': 0, 'Classic': 1, 'Racing': 0, 'Historical': 0, 'Action-Adventure': 0, 'JRPG': 0, 'Superhero': 0}, 'frequent_distinct_specs': {'Steam Workshop': 0, 'Multi-player': 1, 'Valve Anti-Cheat enabled': 1, 'Captions available': 0, 'Local Multi-Player': 0, 'Steam Trading Cards': 1, 'Steam Leaderboards': 0, 'Stats': 0, 'Shared/Split Screen': 0, 'Co-op': 0, 'Single-player': 1, 'Partial Controller Support': 0, 'Full controller support': 1, 'Steam Achievements': 1, 'Commentary available': 0, 'Includes level editor': 0, 'Online Multi-Player': 0, 'Cross-Platform Multiplayer': 0, 'Includes Source SDK': 0, 'In-App Purchases': 0, 'Steam Cloud': 1}, 'label': 1}, '362': {'frequent_distinct_tags': {'Fighting': 0, 'Action RPG': 1, 'Retro': 1, 'Bullet Hell': 0, 'Base Building': 0, 'Turn-Based Strategy': 0, 'Early Access': 0, 'Hex Grid': 0, 'Kickstarter': 0, 'Resource Management': 0, 'Abstract': 0, '4 Player Local': 0, 'Sniper': 0, 'Transhumanism': 0, 'Metroidvania': 0, 'Episodic': 0, 'e-sports': 0, 'Based On A Novel': 0, 'Crime': 0, 'Turn-Based Combat': 0, 'Vampire': 0, 'Level Editor': 0, 'Programming': 0, 'Gore': 1, '2D': 1, 'Colorful': 0, 'Co-op': 1, 'Puzzle': 1, 'Hack and Slash': 0, 'Dystopian': 1, '3D Vision': 0, 'Futuristic': 0, 'Hidden Object': 0, 'Post-apocalyptic': 1, 'Comic Book': 0, 'Linear': 0, 'Online Co-Op': 1, 'Stylized': 0, 'Dragons': 0, 'Rogue-lite': 0, 'Utilities': 0, 'Dark Humor': 0, 'Romance': 0, 'Economy': 0, 'Rogue-like': 0, 'Isometric': 0, \"1990's\": 1, 'Destruction': 0, 'Magic': 0, 'Funny': 1, 'Assassin': 0, 'Parkour': 0, 'Anime': 0, 'Multiple Endings': 0, 'Quick-Time Events': 0, 'Mystery': 0, 'Survival Horror': 0, 'Real-Time with Pause': 0, 'Psychological Horror': 0, 'Dark Fantasy': 0, 'Memes': 0, 'Cinematic': 0, 'Party-Based RPG': 0, 'Free to Play': 0, 'Tower Defense': 0, 'War': 1, 'Co-op Campaign': 0, 'Family Friendly': 0, 'Card Game': 0, 'Management': 0, 'Narration': 0, 'Procedural Generation': 0, 'Inventory Management': 0, 'Animation & Modeling': 0, 'Lara Croft': 0, 'Sexual Content': 0, 'Team-Based': 1, 'Gambling': 0, 'Fantasy': 1, 'RTS': 0, 'Loot': 0, 'Sci-fi': 1, 'Casual': 1, 'Web Publishing': 0, 'World War II': 0, \"Beat 'em up\": 0, 'RPG': 1, 'Local Co-Op': 1, 'Pirates': 0, 'CRPG': 0, 'Short': 1, 'Dungeon Crawler': 0, 'Character Customization': 0, 'Pinball': 0, 'VR': 0, 'Twin Stick Shooter': 0, 'Third-Person Shooter': 0, 'GameMaker': 0, 'Detective': 0, 'Stealth': 0, 'Platformer': 1, 'Walking Simulator': 0, 'Space': 1, 'Local Multiplayer': 0, 'Strategy': 1, 'Physics': 0, 'Steampunk': 0, 'Text-Based': 0, 'Action': 1, 'Mechs': 0, 'Side Scroller': 0, 'Multiplayer': 1, 'Turn-Based': 0, 'FPS': 1, 'Story Rich': 1, 'Sandbox': 1, 'Interactive Fiction': 0, 'Medieval': 0, 'Aliens': 1, 'Atmospheric': 1, 'Moddable': 1, 'Open World': 1, 'Cult Classic': 0, 'Time Travel': 0, 'Realistic': 0, 'Split Screen': 0, 'Choose Your Own Adventure': 0, 'Science': 0, 'Underwater': 0, 'Female Protagonist': 1, 'Competitive': 1, 'Shooter': 1, 'Software': 0, 'Software Training': 0, 'Mature': 0, 'Demons': 0, 'Cyberpunk': 0, '4X': 0, 'Zombies': 1, 'Simulation': 1, 'PvP': 0, 'Nudity': 0, 'Horror': 1, 'Survival': 1, 'Massively Multiplayer': 0, 'Voxel': 0, 'Tactical': 1, 'FMV': 0, 'First-Person': 1, 'Exploration': 0, 'Dark': 0, 'Adventure': 1, 'Silent Protagonist': 1, 'Controller': 0, 'Remake': 0, 'Diplomacy': 0, 'Military': 1, 'Spectacle fighter': 0, 'Sports': 0, 'Visual Novel': 0, 'Grand Strategy': 0, 'Relaxing': 0, 'Real Time Tactics': 0, 'Top-Down Shooter': 0, 'Alternate History': 0, 'Comedy': 1, 'Villain Protagonist': 0, 'Singleplayer': 1, 'Puzzle-Platformer': 0, 'Class-Based': 0, 'Touch-Friendly': 0, 'Trading': 0, 'City Builder': 0, 'Difficult': 1, \"Shoot 'Em Up\": 0, 'RPGMaker': 0, 'Replay Value': 0, 'Design & Illustration': 0, 'Cute': 0, 'God Game': 0, 'Point & Click': 0, 'Political': 0, 'Third Person': 1, 'Pixel Graphics': 0, 'Choices Matter': 0, 'Match 3': 0, 'Crafting': 0, 'Game Development': 0, 'Top-Down': 0, 'Education': 0, 'Indie': 1, 'Driving': 0, 'Hand-drawn': 0, 'Arcade': 0, 'Drama': 0, 'Robots': 0, 'Great Soundtrack': 1, 'Fast-Paced': 0, 'Classic': 1, 'Racing': 0, 'Historical': 0, 'Action-Adventure': 0, 'JRPG': 0, 'Superhero': 0}, 'frequent_distinct_specs': {'Steam Workshop': 0, 'Multi-player': 1, 'Valve Anti-Cheat enabled': 1, 'Captions available': 0, 'Local Multi-Player': 0, 'Steam Trading Cards': 1, 'Steam Leaderboards': 0, 'Stats': 0, 'Shared/Split Screen': 0, 'Co-op': 0, 'Single-player': 1, 'Partial Controller Support': 0, 'Full controller support': 1, 'Steam Achievements': 1, 'Commentary available': 0, 'Includes level editor': 0, 'Online Multi-Player': 0, 'Cross-Platform Multiplayer': 0, 'Includes Source SDK': 0, 'In-App Purchases': 0, 'Steam Cloud': 1}, 'label': 1}, '237': {'frequent_distinct_tags': {'Fighting': 0, 'Action RPG': 1, 'Retro': 1, 'Bullet Hell': 0, 'Base Building': 0, 'Turn-Based Strategy': 0, 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Multi-Player': 0, 'Cross-Platform Multiplayer': 0, 'Includes Source SDK': 0, 'In-App Purchases': 0, 'Steam Cloud': 1}, 'label': 0}, '448': {'frequent_distinct_tags': {'Fighting': 0, 'Action RPG': 1, 'Retro': 1, 'Bullet Hell': 0, 'Base Building': 0, 'Turn-Based Strategy': 0, 'Early Access': 0, 'Hex Grid': 0, 'Kickstarter': 0, 'Resource Management': 0, 'Abstract': 0, '4 Player Local': 0, 'Sniper': 0, 'Transhumanism': 0, 'Metroidvania': 0, 'Episodic': 0, 'e-sports': 0, 'Based On A Novel': 0, 'Crime': 0, 'Turn-Based Combat': 0, 'Vampire': 0, 'Level Editor': 0, 'Programming': 0, 'Gore': 1, '2D': 1, 'Colorful': 0, 'Co-op': 1, 'Puzzle': 1, 'Hack and Slash': 0, 'Dystopian': 1, '3D Vision': 0, 'Futuristic': 0, 'Hidden Object': 0, 'Post-apocalyptic': 1, 'Comic Book': 0, 'Linear': 0, 'Online Co-Op': 1, 'Stylized': 0, 'Dragons': 0, 'Rogue-lite': 0, 'Utilities': 0, 'Dark Humor': 0, 'Romance': 0, 'Economy': 0, 'Rogue-like': 0, 'Isometric': 0, \"1990's\": 1, 'Destruction': 0, 'Magic': 0, 'Funny': 1, 'Assassin': 0, 'Parkour': 0, 'Anime': 0, 'Multiple Endings': 0, 'Quick-Time Events': 0, 'Mystery': 0, 'Survival Horror': 0, 'Real-Time with Pause': 0, 'Psychological Horror': 0, 'Dark Fantasy': 0, 'Memes': 0, 'Cinematic': 0, 'Party-Based RPG': 0, 'Free to Play': 0, 'Tower Defense': 0, 'War': 1, 'Co-op Campaign': 0, 'Family Friendly': 0, 'Card Game': 0, 'Management': 0, 'Narration': 0, 'Procedural Generation': 0, 'Inventory Management': 0, 'Animation & Modeling': 0, 'Lara Croft': 0, 'Sexual Content': 0, 'Team-Based': 1, 'Gambling': 0, 'Fantasy': 1, 'RTS': 0, 'Loot': 0, 'Sci-fi': 1, 'Casual': 1, 'Web Publishing': 0, 'World War II': 0, \"Beat 'em up\": 0, 'RPG': 1, 'Local Co-Op': 1, 'Pirates': 0, 'CRPG': 0, 'Short': 1, 'Dungeon Crawler': 0, 'Character Customization': 0, 'Pinball': 0, 'VR': 0, 'Twin Stick Shooter': 0, 'Third-Person Shooter': 0, 'GameMaker': 0, 'Detective': 0, 'Stealth': 0, 'Platformer': 1, 'Walking Simulator': 0, 'Space': 1, 'Local Multiplayer': 0, 'Strategy': 1, 'Physics': 0, 'Steampunk': 0, 'Text-Based': 0, 'Action': 1, 'Mechs': 0, 'Side Scroller': 0, 'Multiplayer': 1, 'Turn-Based': 0, 'FPS': 1, 'Story Rich': 1, 'Sandbox': 1, 'Interactive Fiction': 0, 'Medieval': 0, 'Aliens': 1, 'Atmospheric': 1, 'Moddable': 1, 'Open World': 1, 'Cult Classic': 0, 'Time Travel': 0, 'Realistic': 0, 'Split Screen': 0, 'Choose Your Own Adventure': 0, 'Science': 0, 'Underwater': 0, 'Female Protagonist': 1, 'Competitive': 1, 'Shooter': 1, 'Software': 0, 'Software Training': 0, 'Mature': 0, 'Demons': 0, 'Cyberpunk': 0, '4X': 0, 'Zombies': 1, 'Simulation': 1, 'PvP': 0, 'Nudity': 0, 'Horror': 1, 'Survival': 1, 'Massively Multiplayer': 0, 'Voxel': 0, 'Tactical': 1, 'FMV': 0, 'First-Person': 1, 'Exploration': 0, 'Dark': 0, 'Adventure': 1, 'Silent Protagonist': 1, 'Controller': 0, 'Remake': 0, 'Diplomacy': 0, 'Military': 1, 'Spectacle fighter': 0, 'Sports': 0, 'Visual Novel': 0, 'Grand Strategy': 0, 'Relaxing': 0, 'Real Time Tactics': 0, 'Top-Down Shooter': 0, 'Alternate History': 0, 'Comedy': 1, 'Villain Protagonist': 0, 'Singleplayer': 1, 'Puzzle-Platformer': 0, 'Class-Based': 0, 'Touch-Friendly': 0, 'Trading': 0, 'City Builder': 0, 'Difficult': 1, \"Shoot 'Em Up\": 0, 'RPGMaker': 0, 'Replay Value': 0, 'Design & Illustration': 0, 'Cute': 0, 'God Game': 0, 'Point & Click': 0, 'Political': 0, 'Third Person': 1, 'Pixel Graphics': 0, 'Choices Matter': 0, 'Match 3': 0, 'Crafting': 0, 'Game Development': 0, 'Top-Down': 0, 'Education': 0, 'Indie': 1, 'Driving': 0, 'Hand-drawn': 0, 'Arcade': 0, 'Drama': 0, 'Robots': 0, 'Great Soundtrack': 1, 'Fast-Paced': 0, 'Classic': 1, 'Racing': 0, 'Historical': 0, 'Action-Adventure': 0, 'JRPG': 0, 'Superhero': 0}, 'frequent_distinct_specs': {'Steam Workshop': 0, 'Multi-player': 1, 'Valve Anti-Cheat enabled': 1, 'Captions available': 0, 'Local Multi-Player': 0, 'Steam Trading Cards': 1, 'Steam Leaderboards': 0, 'Stats': 0, 'Shared/Split Screen': 0, 'Co-op': 0, 'Single-player': 1, 'Partial Controller Support': 0, 'Full controller support': 1, 'Steam Achievements': 1, 'Commentary available': 0, 'Includes level editor': 0, 'Online Multi-Player': 0, 'Cross-Platform Multiplayer': 0, 'Includes Source SDK': 0, 'In-App Purchases': 0, 'Steam Cloud': 1}, 'label': 1}}\n"]}]},{"cell_type":"code","source":["user_bundle[\"76561197970982479\"]['']"],"metadata":{"id":"YSHNRqSjJZd8"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# prompt:\n","\n","from sklearn.model_selection import train_test_split, GridSearchCV, cross_val_score\n","from sklearn.metrics import classification_report\n","import numpy as np\n","\n","# Assuming 'new_bundle_recommendations' is defined as in the previous code\n","\n","# Prepare the data for SVM\n","dataset = { \"features\": [], \"labels\": [] }\n","for user_id, recommendations in data.items():\n","    for bundle_id, recommendation in recommendations.items():\n","        print(recommendation['frequent_distinct_tags'].values())\n","        print(recommendation['frequent_distinct_specs'].values())\n","        features = list(recommendation['frequent_distinct_tags'].values()) + list(recommendation['frequent_distinct_specs'].values())\n","        label = recommendation['label']\n","        dataset[\"features\"].append(features)\n","        dataset[\"labels\"].append(label)\n","        print(recommendation)\n","        break\n","    break\n","\n","# X = np.array(data[\"features\"])\n","# y = np.array(data[\"labels\"])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tEGsBHRxHUlC","executionInfo":{"status":"ok","timestamp":1735286804255,"user_tz":-420,"elapsed":305,"user":{"displayName":"Fundamental RecSys","userId":"12384593251438087944"}},"outputId":"91b02a06-0933-403d-c1b0-cdb5d7b91adb"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["dict_values([0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0])\n","dict_values([0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1])\n","{'frequent_distinct_tags': {'Fighting': 0, 'Action RPG': 1, 'Retro': 1, 'Bullet Hell': 0, 'Base Building': 0, 'Turn-Based Strategy': 0, 'Early Access': 0, 'Hex Grid': 0, 'Kickstarter': 0, 'Resource Management': 0, 'Abstract': 0, '4 Player Local': 0, 'Sniper': 0, 'Transhumanism': 0, 'Metroidvania': 0, 'Episodic': 0, 'e-sports': 0, 'Based On A Novel': 0, 'Crime': 0, 'Turn-Based Combat': 0, 'Vampire': 0, 'Level Editor': 0, 'Programming': 0, 'Gore': 1, '2D': 1, 'Colorful': 0, 'Co-op': 1, 'Puzzle': 1, 'Hack and Slash': 0, 'Dystopian': 1, '3D Vision': 0, 'Futuristic': 0, 'Hidden Object': 0, 'Post-apocalyptic': 1, 'Comic Book': 0, 'Linear': 0, 'Online Co-Op': 1, 'Stylized': 0, 'Dragons': 0, 'Rogue-lite': 0, 'Utilities': 0, 'Dark Humor': 0, 'Romance': 0, 'Economy': 0, 'Rogue-like': 0, 'Isometric': 0, \"1990's\": 1, 'Destruction': 0, 'Magic': 0, 'Funny': 1, 'Assassin': 0, 'Parkour': 0, 'Anime': 0, 'Multiple Endings': 0, 'Quick-Time Events': 0, 'Mystery': 0, 'Survival Horror': 0, 'Real-Time with Pause': 0, 'Psychological Horror': 0, 'Dark Fantasy': 0, 'Memes': 0, 'Cinematic': 0, 'Party-Based RPG': 0, 'Free to Play': 0, 'Tower Defense': 0, 'War': 1, 'Co-op Campaign': 0, 'Family Friendly': 0, 'Card Game': 0, 'Management': 0, 'Narration': 0, 'Procedural Generation': 0, 'Inventory Management': 0, 'Animation & Modeling': 0, 'Lara Croft': 0, 'Sexual Content': 0, 'Team-Based': 1, 'Gambling': 0, 'Fantasy': 1, 'RTS': 0, 'Loot': 0, 'Sci-fi': 1, 'Casual': 1, 'Web Publishing': 0, 'World War II': 0, \"Beat 'em up\": 0, 'RPG': 1, 'Local Co-Op': 1, 'Pirates': 0, 'CRPG': 0, 'Short': 1, 'Dungeon Crawler': 0, 'Character Customization': 0, 'Pinball': 0, 'VR': 0, 'Twin Stick Shooter': 0, 'Third-Person Shooter': 0, 'GameMaker': 0, 'Detective': 0, 'Stealth': 0, 'Platformer': 1, 'Walking Simulator': 0, 'Space': 1, 'Local Multiplayer': 0, 'Strategy': 1, 'Physics': 0, 'Steampunk': 0, 'Text-Based': 0, 'Action': 1, 'Mechs': 0, 'Side Scroller': 0, 'Multiplayer': 1, 'Turn-Based': 0, 'FPS': 1, 'Story Rich': 1, 'Sandbox': 1, 'Interactive Fiction': 0, 'Medieval': 0, 'Aliens': 1, 'Atmospheric': 1, 'Moddable': 1, 'Open World': 1, 'Cult Classic': 0, 'Time Travel': 0, 'Realistic': 0, 'Split Screen': 0, 'Choose Your Own Adventure': 0, 'Science': 0, 'Underwater': 0, 'Female Protagonist': 1, 'Competitive': 1, 'Shooter': 1, 'Software': 0, 'Software Training': 0, 'Mature': 0, 'Demons': 0, 'Cyberpunk': 0, '4X': 0, 'Zombies': 1, 'Simulation': 1, 'PvP': 0, 'Nudity': 0, 'Horror': 1, 'Survival': 1, 'Massively Multiplayer': 0, 'Voxel': 0, 'Tactical': 1, 'FMV': 0, 'First-Person': 1, 'Exploration': 0, 'Dark': 0, 'Adventure': 1, 'Silent Protagonist': 1, 'Controller': 0, 'Remake': 0, 'Diplomacy': 0, 'Military': 1, 'Spectacle fighter': 0, 'Sports': 0, 'Visual Novel': 0, 'Grand Strategy': 0, 'Relaxing': 0, 'Real Time Tactics': 0, 'Top-Down Shooter': 0, 'Alternate History': 0, 'Comedy': 1, 'Villain Protagonist': 0, 'Singleplayer': 1, 'Puzzle-Platformer': 0, 'Class-Based': 0, 'Touch-Friendly': 0, 'Trading': 0, 'City Builder': 0, 'Difficult': 1, \"Shoot 'Em Up\": 0, 'RPGMaker': 0, 'Replay Value': 0, 'Design & Illustration': 0, 'Cute': 0, 'God Game': 0, 'Point & Click': 0, 'Political': 0, 'Third Person': 1, 'Pixel Graphics': 0, 'Choices Matter': 0, 'Match 3': 0, 'Crafting': 0, 'Game Development': 0, 'Top-Down': 0, 'Education': 0, 'Indie': 1, 'Driving': 0, 'Hand-drawn': 0, 'Arcade': 0, 'Drama': 0, 'Robots': 0, 'Great Soundtrack': 1, 'Fast-Paced': 0, 'Classic': 1, 'Racing': 0, 'Historical': 0, 'Action-Adventure': 0, 'JRPG': 0, 'Superhero': 0}, 'frequent_distinct_specs': {'Steam Workshop': 0, 'Multi-player': 1, 'Valve Anti-Cheat enabled': 1, 'Captions available': 0, 'Local Multi-Player': 0, 'Steam Trading Cards': 1, 'Steam Leaderboards': 0, 'Stats': 0, 'Shared/Split Screen': 0, 'Co-op': 0, 'Single-player': 1, 'Partial Controller Support': 0, 'Full controller support': 1, 'Steam Achievements': 1, 'Commentary available': 0, 'Includes level editor': 0, 'Online Multi-Player': 0, 'Cross-Platform Multiplayer': 0, 'Includes Source SDK': 0, 'In-App Purchases': 0, 'Steam Cloud': 1}, 'label': 1}\n"]}]},{"cell_type":"code","source":["# prompt:\n","\n","from sklearn.model_selection import train_test_split, GridSearchCV, cross_val_score\n","from sklearn.metrics import classification_report\n","import numpy as np\n","\n","# Assuming 'new_bundle_recommendations' is defined as in the previous code\n","\n","# Prepare the data for SVM\n","dataset = { \"features\": [], \"labels\": [] }\n","for user_id, recommendations in data.items():\n","    for bundle_id, recommendation in recommendations.items():\n","        features = list(recommendation['frequent_distinct_tags'].values()) + list(recommendation['frequent_distinct_specs'].values())\n","        label = recommendation['label']\n","        dataset[\"features\"].append(features)\n","        dataset[\"labels\"].append(label)\n","\n","X = np.array(dataset[\"features\"])\n","y = np.array(dataset[\"labels\"])"],"metadata":{"id":"fXNujLDAJ5e3","executionInfo":{"status":"ok","timestamp":1735286857441,"user_tz":-420,"elapsed":4767,"user":{"displayName":"Fundamental RecSys","userId":"12384593251438087944"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["# np.save('/content/drive/MyDrive/Projects/Disertation/SOTA Bundle Matching/Processing Data/user_price_features.npy', X)\n","np.save('/content/drive/MyDrive/Projects/Disertation/SOTA Bundle Matching/Processing Data/user_tags_and_specs_features_v2.npy', X)\n","print(\"X saved successfully!\")\n","\n","# np.save('/content/drive/MyDrive/Projects/Disertation/SOTA Bundle Matching/Processing Data/user_price_label.npy', y)\n","np.save('/content/drive/MyDrive/Projects/Disertation/SOTA Bundle Matching/Processing Data/user_tags_and_specs_labels_v2.npy', y)\n","print(\"y saved successfully!\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6Yr8VPzFKDy5","executionInfo":{"status":"ok","timestamp":1735286914086,"user_tz":-420,"elapsed":3362,"user":{"displayName":"Fundamental RecSys","userId":"12384593251438087944"}},"outputId":"0e593265-c200-4650-c76e-14d3035b39e1"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["X saved successfully!\n","y saved successfully!\n"]}]},{"cell_type":"code","source":["# Calculate and print the distribution of feature vector lengths\n","lengths = [len(feature_vector) for feature_vector in X]\n","print(\"Distribution of feature vector lengths:\")\n","print(np.unique(lengths, return_counts=True))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dMnZEhE2L-yd","executionInfo":{"status":"ok","timestamp":1735287455486,"user_tz":-420,"elapsed":309,"user":{"displayName":"Fundamental RecSys","userId":"12384593251438087944"}},"outputId":"387c2139-5546-4c25-e91d-b977261fd07e"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["Distribution of feature vector lengths:\n","(array([225]), array([183958]))\n"]}]},{"cell_type":"markdown","source":["## User Price Patten"],"metadata":{"id":"3SumhZmIKgOQ"}},{"cell_type":"code","source":["# prompt: Load data using json from /content/drive/MyDrive/Projects/Disertation/SOTA Bundle Matching/Processing Data/user_tags_and_specs_data.json.gz\n","\n","import gzip\n","import json\n","\n","file_path = \"/content/drive/MyDrive/Projects/Disertation/SOTA Bundle Matching/Processing Data/user_price_result_data.json.gz\"\n","\n","try:\n","    with gzip.open(file_path, 'rt', encoding='utf-8') as gzip_file:\n","        data = json.load(gzip_file)\n","        # Now you can work with the loaded JSON data\n","        print(f\"Successfully loaded {len(data)} items from the JSON file.\")\n","\n","except FileNotFoundError:\n","    print(f\"Error: File not found at {file_path}\")\n","except json.JSONDecodeError as e:\n","    print(f\"Error decoding JSON: {e}\")\n","except Exception as e:\n","    print(f\"An unexpected error occurred: {e}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_WhJFFWoKjFJ","executionInfo":{"status":"ok","timestamp":1735287124667,"user_tz":-420,"elapsed":38358,"user":{"displayName":"Fundamental RecSys","userId":"12384593251438087944"}},"outputId":"da4b5fdb-d3b4-40f3-d877-8059b61060b0"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["Error decoding JSON: Expecting property name enclosed in double quotes: line 73220572 column 7 (char 2083358412)\n"]}]},{"cell_type":"code","source":["for user_id, user_bundle in data.items():\n","    print(f\"User ID: {user_id}\")\n","    print(f\"Bundle: {user_bundle}\")\n","    break"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3S--F39yKs9u","executionInfo":{"status":"ok","timestamp":1735287129267,"user_tz":-420,"elapsed":390,"user":{"displayName":"Fundamental RecSys","userId":"12384593251438087944"}},"outputId":"84362455-2087-4155-9122-9336072d6c53"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["User ID: 76561197970982479\n","Bundle: {'avg_price': 14.88830434782609, 'price_ranges': {'0-25': {'start': 0.0, 'end': 9.99, 'count': 109}, '51-75': {'start': 14.99, 'end': 19.99, 'count': 61}, '26-50': {'start': 9.99, 'end': 14.99, 'count': 32}, '76-100': {'start': 19.99, 'end': 59.99, 'count': 28}}}\n"]}]}]}
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