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yt-competitive-analysis

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English
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Translation

Chinese

YouTube Competitive Analysis

YouTube竞品分析

Outlier detection and packaging pattern extraction for YouTube channels.
用于YouTube频道的异常值检测和包装模式提取。

When to Use

适用场景

  • User asks for YouTube competitive analysis
  • User wants to find viral video patterns
  • User wants packaging/title inspiration from specific creators
  • User wants to track competitor YouTube performance
  • 用户需要做YouTube竞品分析
  • 用户想要查找爆款视频的规律
  • 用户想要从特定创作者处获取视频包装/标题灵感
  • 用户想要跟踪竞品的YouTube运营表现

Prerequisites

前置要求

  • YouTube Data API v3 key set as 
    $YOUTUBE_API_KEY
  • YouTube Data API v3 密钥已设置为环境变量 
    $YOUTUBE_API_KEY

Usage

使用方法

bash
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bash
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Analyze specific channels

Analyze specific channels

python3 analyze.py "$YOUTUBE_API_KEY" --channels "@handle1,@handle2" --days 30
python3 analyze.py "$YOUTUBE_API_KEY" --channels "@handle1,@handle2" --days 30

Use predefined sets

Use predefined sets

python3 analyze.py "$YOUTUBE_API_KEY" --set ai python3 analyze.py "$YOUTUBE_API_KEY" --set business python3 analyze.py "$YOUTUBE_API_KEY" --set both
python3 analyze.py "$YOUTUBE_API_KEY" --set ai python3 analyze.py "$YOUTUBE_API_KEY" --set business python3 analyze.py "$YOUTUBE_API_KEY" --set both

Export formats

Export formats

python3 analyze.py "$YOUTUBE_API_KEY" --set both --output json python3 analyze.py "$YOUTUBE_API_KEY" --set both --output console
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python3 analyze.py "$YOUTUBE_API_KEY" --set both --output json python3 analyze.py "$YOUTUBE_API_KEY" --set both --output console
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Predefined Channel Sets

预定义频道集合

AI Creators: Jeff Su, Alex Finn, Riley Brown, Dan Martell, Matt Wolfe, Nate Herk, Grace Leung, Matt Berman
Business Creators: Alex Hormozi, Gary Vaynerchuk, Patrick Bet-David, Codie Sanchez, Leila Hormozi, Iman Gadzhi, My First Million
AI 创作者： Jeff Su, Alex Finn, Riley Brown, Dan Martell, Matt Wolfe, Nate Herk, Grace Leung, Matt Berman
商业创作者： Alex Hormozi, Gary Vaynerchuk, Patrick Bet-David, Codie Sanchez, Leila Hormozi, Iman Gadzhi, My First Million

Output Interpretation

输出解读

  • Multiplier: Times above channel average (2.0x = double normal)
  • Outlier threshold: 2x average. Study anything above this.
  • Title patterns: Common words in outlier titles indicate proven formats
  • Cadence: Videos per week. Higher cadence creators may have lower per-video averages.
  • Multiplier（倍数）： 超出频道平均播放量的倍数（2.0x = 平均水平的两倍）
  • 异常值阈值： 平均播放量的2倍，所有超过该阈值的内容都值得研究
  • 标题模式： 爆款标题中的高频词代表经过验证的有效内容格式
  • 更新频率： 每周发布的视频数量，更新频率更高的创作者单条视频平均播放量可能更低

Packaging Skeletons (Proven Formats)

内容包装模板（经过验证的有效格式）

Long-form:
  • "X, Clearly Explained"
  • "X hours of Y in Z minutes"
  • "The Laziest Way to X"
  • "Give me X minutes and I'll Y"
  • "X INSANE Use Cases for Y"
Shorts:
  • "2024 vs 2025 X" (year comparison)
  • "Bad Good Great X" (tier ranking)
  • "Stop doing X, do Y instead" (contrarian)
长视频：
  • "X，清晰讲解"
  • "X小时的Y内容浓缩至Z分钟"
  • "实现X的最懒人方法"
  • "给我X分钟，我将帮你Y"
  • "Y的X个超实用使用场景"
短视频：
  • "2024 vs 2025 X"（年份对比类）
  • "较差/良好/优秀的X"（等级排名类）
  • "别再做X了，试试Y"（反向观点类）