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YouTube showcases

YouTube Video Intelligence Showcases

Explore real YouTube transcript, comments, metadata, topic, and summary examples powered by Crawlora's YouTube API.

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What these showcases demonstrate

Structured video intelligence from public YouTube pages

Transcript extraction

Timestamped public captions are grouped into readable excerpts for search, RAG, and review workflows.

Public comment intelligence

Representative comment samples and themes reveal audience language, questions, and objections.

Video metadata

Channel, publish date, duration, source URL, and video ID stay available for downstream joins.

AI-ready summaries

Structured summaries and topics turn long-form videos into compact research context.

Workflow links

Each example connects to transcript, comments, metadata, Playground, docs, and pricing paths.

Topic discovery

Cards expose topic and data badges so teams can scan examples by use case.

JSON preview

{
  "video_id": "SGzMElJ11Cc",
  "title": "Yann LeCun: Dark Matter of Intelligence and Self-Supervised Learning | Lex Fridman Podcast #258",
  "channel": "Lex Fridman",
  "topics": [
    "Self-supervised learning",
    "Prediction and world models",
    "Learning paradigms in AI"
  ],
  "comment_themes": [
    "Deep AI discussion",
    "Accessible expert dialogue"
  ],
  "transcript_excerpt": "that humans and animals are are doing that we currently are not"
}

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Showcase library

Showing 325-336 of 486 showcases on page 28

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Lex FridmanPodcasts AISelf-supervised learningPrediction and world models

Yann LeCun: Dark Matter of Intelligence and Self-Supervised Learning | Lex Fridman Podcast #258

In this Lex Fridman Podcast episode, Yann LeCun discusses self-supervised learning, predictive world models, and why filling in missing information may be central to intelligence. The excerpt explores the limits of supervised and reinforcement learning, the role of background knowledge, and the challenge of applying these ideas to vision, language, and video.

Published Jan 22, 20222 hrs 45 min

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Folding IdeasFinance Programming Creator EconomyNFTs and Digital OwnershipFinance and Speculation

Line Goes Up – The Problem With NFTs

Folding Ideas examines NFTs through the lens of finance, speculation, and digital ownership, using a detailed comparison with the incentives behind the 2008 financial crisis. The excerpt moves from crypto vocabulary and blockchain basics into a wider argument about hype, concentrated power, and the systems that profit when assets are treated as products to trade rather than things to use.

Published Jan 21, 20222 hrs 18 min

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Lex FridmanPodcasts AISpaceX Human SpaceflightStarship and Raptor

Elon Musk on SpaceX, Starship, Mars, Tesla Autopilot, Robotics, and AI | Lex Fridman Podcast #252

A long-form Lex Fridman conversation with Elon Musk focused on SpaceX engineering, Starship development, reusable rockets, and the future of human space exploration.

Published Dec 28, 20212 hrs 31 min

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Real EngineeringEarly-universe astronomyL2 orbit choice

The Insane Engineering of James Webb Telescope

Real Engineering explains the James Webb Telescope as a landmark in space engineering, from its 10 billion dollar mission and Ariane 5 launch to its sunshield, cryocooler, and deep-space operating environment. The video frames Webb as a carefully designed instrument for seeing back to the early universe, and the comments reflect strong interest in both the engineering and the educational value.

Published Dec 18, 202131 min 12 sec

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Mayday: Air DisasterPodcasts Programming Creator EconomyFuel system alertsEmergency diversion

Worst Plane Crashes Of All Time | Mega Marathon | FULL EPISODES | Mayday: Air Disaster

This Mayday: Air Disaster episode follows Air Canada Flight 143 as fuel pressure warnings turn into a full power loss over central Canada. The transcript highlights the crew's attempt to divert to Winnipeg, the loss of both engines, and the urgent effort to guide the aircraft to a landing using limited instruments and backup procedures.

Published Dec 17, 20212 hrs 29 min

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FRONTLINE PBS | OfficialDocumentaries Politics Finance Programming+1 moreHow the market changedProfits and pricing

The Secret History of the Credit Card

This FRONTLINE documentary explains the legal and financial changes that helped turn credit cards into a major banking business, while also increasing costs and debt for many consumers.

Published Dec 14, 202154 min 52 sec

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WendigoonPolitics Podcasts DocumentariesSeries premiseAlex Kansas

The Monsters Beneath Us: The Monument Mythos

Wendigoon presents an enthusiastic introduction to the Monument Mythos, describing it as a complex alternate-history conspiracy story where governments may be hiding supernatural creatures for their own purposes. The video frames the series as an in-universe investigation by Alex Kansas and previews a deep episode-by-episode breakdown, timeline work, and theory discussion.

Published Dec 4, 20213 hrs 5 min

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Free DocumentaryDocumentaries Programming Creator EconomyPre-trial detentionGang conflict

Behind Bars: Urso Branco, Brazil | World's Toughest Prisons

Free Documentary examines Urso Branco in Brazil through prison transfers, security procedures, inmate segregation, and the case of a man awaiting a judge's decision. The excerpt presents the pressures faced by prisoners and guards in facilities described as among Brazil's toughest.

Published Nov 28, 202148 min 14 sec

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DefunctlandBusiness Programming Creator EconomyQueueing theoryEarly park systems

Disney's FastPass: A Complicated History

This Defunctland video examines the history and psychology of Disney park lines, using queueing theory to explain why waits happen and how Disney tried to control them. The excerpt follows the evolution from early ticket systems and switchback queues to later reservation-based ideas, with Bruce Laval and park operations at the center of the story.

Published Nov 21, 20211 hr 42 min

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Summoning SaltBusinessAll-sports categoryGame-specific strategy

The History of Wii Sports World Records

Summoning Salt traces the history of Wii Sports world records through the game’s main all-sports speedrun category. The video explains how runners handle tennis, baseball, bowling, golf, and boxing, then follows the records as they improve through new strategies, version-specific advantages, and standout performances from multiple players.

Published Nov 20, 202144 min 38 sec

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Randy FeltfaceCareer low pointMusical self-mockery

Randy Feltface - Purple Privilege - Full Special

Randy Feltface - Purple Privilege - Full Special is a comedy special excerpt that blends self-deprecating career collapse, audience interaction, and theatrical musical bits. The transcript leans into privilege, judgment, and the absurdity of performing through personal upheaval, while comments spotlight its quotable lines and abrupt shift from stand-up into song.

Published Nov 13, 20211 hr 1 min

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Jenny NicholsonDocumentaries Podcasts ProgrammingStory and structureBen Platt casting

A needlessly thorough roast of Dear Evan Hansen (2021)

Jenny Nicholson delivers a long-form roast of Dear Evan Hansen (2021), using the film’s awkward story, questionable adaptation choices, and Ben Platt’s miscasting to build a precise, comedic critique. The result is a detailed commentary on how the movie turns an already divisive musical into something even stranger on screen.

Published Oct 12, 20211 hr 17 min

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