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mw10.03 • S? What’s up?
Summary
1. Executive Summary
Key Takeaways
1. Hashtag use strongly correlates with reach
2. Timing uploads increases visibility
3. Length effects are present but modest
4. Engagement tone is mostly neutral
Video Trending Drivers
Hashtag, Length, and Timing Effects
| Feature | Correlation (Pearson / Spearman) |
|---|---|
| hashtags_count | Pearson: -0.291, Spearman: -0.261 |
| caption_len | Pearson: -0.228, Spearman: -0.246 |
| release_hour | Pearson: 0.228, Spearman: 0.194 |
| duration_sec | Pearson: -0.093, Spearman: -0.140 |

🎬 Related Clip
(1)

Video Title
00:00 - 00:15
Representative clip illustrating high engagement content
Transcription
Move with me, check with me. | And if you could, I'd take you home with me.
Hashtag Correlation and Regional Variation
| Metric | Value |
|---|---|
| Top correlated feature | hashtags_count |
| Example effect | -0.261 |
🎬 Related Clip
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Video Title
00:00 - 00:15
Representative clip illustrating secondary finding
Transcription
there was no transcript available because the video may only contain background music or no sound or an unrecognized language
Video Perception and Engagement Analysis
Comment sentiment and language markers
🎬 Related Clip
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Video Title
00:00 - 00:15
Clip shows engaging visual action with spoken content.
Transcription
Move with me, check with me. | And if you could, I'd take you home with me.
