super-cache-money/northernlion-youtube-analytics

🎮 Northernlion YouTube Analytics

Interactive visualization and analysis of Northernlion's YouTube channel performance, exploring video metrics across different games and categories.

Features

📊 Overview Tab

• —Year-over-year comparison of game content vs non-game content
• —Three key metrics: Views, Likes, and Video Count
• —Stacked bar charts showing trends over time

🎯 Top Games Tab

• —Interactive line charts comparing performance of selected games
• —Toggle between Views, Likes, and Video Count
• —Searchable game selection with quick filters:
• —Top 10: Select the most viewed games
• —Clear All: Deselect everything
• —Shows video count for each game

📈 Category Breakdown Tab

• —Stacked area charts showing composition over time
• —4 Metrics: Views, Likes, Video Count, Number of Games
• —13 Categories: Genre, Art Style, Platform availability, and more
• —Adjustable Top N slider to control detail level

Data Sources

• —Video Data: Northernlion's YouTube channel videos with views, likes, and dates
• —Game Metadata: Enriched with data from:
• —Steam (pricing, reviews, platforms)
• —Metacritic (scores and review counts)
• —Developer information (country, team size)
• —Technical details (engine, art style, game size)

Categories Available

• —Is on Steam
• —Genre (deckbuilder, puzzle, shooter, etc.)
• —Is it roguelike?
• —Publisher
• —Developer Country
• —Art Style (pixel art, low poly, hand-drawn, etc.)
• —Game Engine (Unity, Unreal, custom, etc.)
• —Mac Compatibility
• —Mobile Version
• —Early Access Status
• —Itch.io Status
• —Is Indie Game
• —Animation Approach

Usage

1. 1.Overview: Get a high-level view of content distribution
2. 2.Top Games: Deep dive into specific games' performance over time
3. 3.Category Breakdown: Discover trends in game types, platforms, and styles

Technical Details

Built with:

• —Gradio for the interactive interface
• —Plotly for interactive visualizations
• —Pandas for data processing

Perfect for:

• —Content creators analyzing YouTube trends
• —Game developers researching successful game types
• —Data enthusiasts exploring gaming content patterns