NFL • ❤️👏 #AppleMusicHalftime #badbunny #superbowl #nfl @Bad Bunny
funnypaparazzi • Interesting design. #design #viral #satisfying #funny #tiktok
Nicolle Figueroa • Estaba temblando JAJAJA
wy827074bf4 • Their reaction was just too cute 🤣#viral #sofunny #funnyscare #laughing #funnymoments
aidramachaos • Tung tung swaps udins #italianbrainrot #tungtungtungsahur #tralalerotralala
MAMATO Viral • What tool can cut through five layers of cucumber??? #experiment #scienceexperiments #satisfying #asmr #satisfyingvideo
Mdesings • Underground bunker diy #secretroom #bunker #tinyhome #diybuild #homecinema
Seal • #walrus #viral #fyp
Love animal • My boyfriend sent me this 🥲#house #gf #fail #fyp #girls
user814760580 • Funny video #funny #street #prank #moment #usa
Summary
1. Executive Summary
Key Takeaways
1. Trend types and timing
2. Role of hashtags and captions
3. How content amplifies
4. Promotions do not guarantee higher performance
Temporal Popularity Patterns Analysis
Lifecycle Distribution
| Lifecycle category | Count | Avg time-to-peak (days) |
|---|---|---|
| rapid spike | 12 | 1.5 |
| sustained growth | 88 | 3 |
Timing Metrics
| Metric | Value |
|---|---|
| Median growth rate (views/day) | 800 |
| Median half-life (days) | 7 |
| Average peak intensity (ratio) | 5.88 |
Insights on Social Signals Driving Video Engagement
Hashtags and Captions Boosting Engagement
| Hashtag | Count & Avg Likes |
|---|---|
| #fyp | count: 38, avg_likes: 7051488.9 |
| #usa | count: 22, avg_likes: 5918181.8 |
| #funny | count: 18, avg_likes: 7511111.1 |
| #viral | count: 12, avg_likes: 6133333.3 |
| #foryou | count: 10, avg_likes: 6660000.0 |
Co-occurrences and Themes Revealing Cultural Trends
| Hashtag Pair | Co-occurrence Count |
|---|---|
| #funny & #usa | 5 |
| #italianbrainrot & #tungtungtungsahur | 5 |
| #foryou & #fyp | 4 |
| #italianbrainrot & #tralalerotralala | 4 |
| #tralalerotralala & #tungtungtungsahur | 4 |
Video Amplification Analysis
Influencer-driven reach from large-following creators
| Metric | Value |
|---|---|
| Average shares | 914613.0 |
| Share-positive % | 100.0% |
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No specific amplification signal detected in this video.
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No specific amplification signal detected in this video.
Network-driven virality independent of follower count
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No specific amplification signal detected in this video.
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No specific amplification signal detected in this video.
Overview of Economic Signals Prevalence
Prevalence of Brand Mentions, Sponsorships, and Shopping Links
| Metric | Value |
|---|---|
| Brand mentions | 14 |
| Sponsorship disclosures | 4 |
| Shopping links | 11 |
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The creator discusses a brand_mention in this engaging clip from 'Interesting design. ...'.
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The creator discusses a shopping_link in this engaging clip from 'Funny video #funny #...'.
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Engagement Differences With and Without Economic Signals
| Metric | Value |
|---|---|
| Avg views (with economic signal) | 118721739.1 |
| Avg views (without economic signal) | 133570129.9 |
| Avg likes (with economic signal) | 5573913.0 |
| Avg likes (without economic signal) | 6193235.1 |
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