YouTube Shorts + TikTok Trends (2025) — Engagement Signals for Trend Analytics

#4
by tarekmasryo - opened

🎬 Short-form video analytics dataset for trend tracking and ML prototyping (TikTok + YouTube Shorts).

📦 Dataset snapshot

  • Video-level records built for analysis
  • Focus: engagement signals + content metadata

🔎 What’s inside

  • Engagement: views, likes, comments, shares
  • Content metadata: hashtags + platform signals
  • Watch/quality signals like completion rate (if available)

âś… Good for
📊 Trend dashboards (spikes, categories, hashtag dynamics)
🤖 Virality/engagement modeling (classification or regression + calibration)
đź§Ş Feature engineering (hashtag features, engagement ratios, time-based slicing)

⚠️ Notes

  • Treat as analytics/ML signals (not a causal study of culture).
  • Use time-based splits if you’re modeling “future virality”.

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