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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": "frVN1L_ES3g",
  "title": "Don't Panic: The Truth About Population | Full Documentary",
  "channel": "HORIZON - Big Thoughts",
  "topics": [
    "World population history",
    "Global fertility decline",
    "Bangladesh population change"
  ],
  "comment_themes": [
    "Understanding population data",
    "Why family sizes change",
    "Challenging global assumptions"
  ],
  "transcript_excerpt": "and here a vertical axis that is lifespan life expectancy how many years"
}

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Showing 205-216 of 486 showcases on page 18

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HORIZON - Big ThoughtsDocumentaries Business Creator EconomyWorld population historyGlobal fertility decline

Don't Panic: The Truth About Population | Full Documentary

HORIZON - Big Thoughts presents Hans Rosling’s data-driven examination of world population growth and the forces shaping family size, life expectancy, and human development. The documentary uses historical context, international comparisons, and examples from Bangladesh to explore whether population trends should cause panic.

Published Apr 11, 202559 min 9 sec

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WendigoonCreator Economy BusinessJFK Records Release TimelineBroader Intelligence Context

The JFK Files - Everything You Need to Know by Wendigoon

This Wendigoon video breaks down newly released JFK files through a creator-led reading of selected documents, focusing on what the records appear to add about Lee Harvey Oswald, intelligence agencies, and the wider federal investigations surrounding the Kennedy assassination. The transcript excerpt emphasizes that the video is not presented as proof of a single definitive theory, but as a guide to notable records and unresolved questions.

Published Mar 31, 20251 hr 40 min

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60 Minutes AustraliaPodcasts Documentaries PoliticsPublic life after lock upAlleged medical deception and isolation

Gypsy-Rose Blanchard on Abuse, Control and Life After Prison | 60 Minutes Australia

In this 60 Minutes Australia interview, Gypsy-Rose Blanchard discusses life after lock up, her memories of growing up with her mother, alleged abuse and isolation, the events surrounding her mother's death, and the difficulty of processing trauma.

Published Mar 24, 202542 min 47 sec

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ContraPointsPolitics Creator EconomyConspiracy DiagramsSpeculation vs. Harm

Conspiracy | ContraPoints

ContraPoints examines conspiracy theories as a cultural form, moving from diagram-based worldviews and internet speculation to the political force of conspiracism. The video links online mythmaking with propaganda, extremist behavior, and the way conspiracy language shapes public life.

Published Mar 24, 20252 hrs 40 min

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Lex FridmanProgramming Podcasts AILinked lists and the feeling of infinite expressionRecursion through a practical breakthrough

ThePrimeagen on Programming, Recursion, and the Joy of Building Systems

In this excerpt from Lex Fridman’s conversation with ThePrimeagen, the discussion centers on what makes programming feel exciting: linked lists, recursion, and systems that grow from simple local rules into surprising complexity. ThePrimeagen recalls early college moments that made code feel limitless, then contrasts that joy with the frustration of routine, predictable software work. The result is a reflective look at why programmers fall in love with the craft and what can make that love fade.

Published Mar 22, 20255 hrs 20 min

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60 MinutesAI Politics DocumentariesBing, Sydney, and chatbot controversyHallucinations and inaccurate outputs

Dark Sides of Artificial Intelligence | 60 Minutes Full Episodes

In this 60 Minutes segment, the rapid rise of artificial intelligence is examined through the lens of chatbot controversy, misinformation, and safety concerns. The transcript focuses on Microsoft’s Bing and its Sydney alter ego, the problem of inaccurate and sometimes fabricated answers, and the risk that AI tools could be used to spread propaganda or other harmful content. It also includes views from researchers and company leaders debating benefits, limits, and the need for government oversight, while showing that AI systems still rely heavily on human workers to label and train data.

Published Mar 15, 202553 min 51 sec

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Fredrik KnudsenPodcasts Politics Creator EconomyDwarf FortressBoatmurdered

Boatmurdered | Down the Rabbit Hole

Fredrik Knudsen examines Boatmurdered, an infamous Dwarf Fortress succession game built around a settlement called Boatmurdered. The story traces how the game's detailed mechanics, difficult controls, dangerous wildlife, and changing player decisions produced a chain of injuries, deaths, failed plans, and darkly comic moments.

Published Mar 11, 20251 hr 12 min

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PowerfulJREAI PodcastsAI personalitiesFort Knox

Joe Rogan and Elon Musk Talk AI Personality, Fort Knox, Mars, and Media Narratives

In this Joe Rogan Experience excerpt with Elon Musk, the conversation jumps between AI personality experiments, questions about Fort Knox, media reliability, speculation about Mars and ancient structures, and broader concerns about technology and civilization.

Published Feb 28, 20253 hrs 11 min

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Theo VonPodcastsComedy as connectionPurpose and excellence

Katt Williams on comedy, purpose, and staying motivated

In this Theo Von episode, Katt Williams reflects on comedy as conversation, the pressure of excellence, and the value of staying motivated. The discussion moves between jokes, personal philosophy, and career perspective, with viewers praising the episode’s memorable lines and easy chemistry.

Published Jan 28, 20252 hrs 34 min

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Lex FridmanBusiness Podcasts AI Politics+2 moreAmerica’s structural advantagesEntrepreneurial culture

Marc Andreessen on America’s Growth, Tech Leadership, and the Return of the “Roaring ’20s”

In this Lex Fridman conversation, Marc Andreessen lays out a highly optimistic vision for America’s next phase, arguing that the country has the ingredients for a major boom in economic growth, productivity, and technology adoption. He points to energy, immigration, and deep-rooted cultural traits like individualism and entrepreneurial intensity as reasons the U.S. remains uniquely strong. The discussion also frames today’s challenges against past periods of national malaise and revival, especially the post-1970s turnaround.

Published Jan 26, 20253 hrs 45 min

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Dwarkesh PatelPolitics Podcasts AI ProgrammingTibet and the China-India borderUS-Pakistan relations

Sarah Paine — The war for India (Lecture & interview)

In this Dwarkesh Patel interview and lecture, Sarah Paine discusses the war for India through the lens of pivotal decisions, alliances, and limited wars. The excerpt highlights China’s move into Tibet, US pact-building during the Cold War, and the deteriorating relationship between China and the Soviet Union, all framed around how external powers shaped India and Pakistan’s strategic environment.

Published Jan 16, 20252 hrs 13 min

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PowerfulJREPolitics PodcastsPlatform mission and early moderationRise of ideological pressure

Joe Rogan Experience #2255 - Mark Zuckerberg

This excerpt from The Joe Rogan Experience features Mark Zuckerberg discussing content moderation, the evolution of Facebook’s fact-checking system, and pressure to restrict certain COVID-era discussion. The conversation frames moderation as a large-scale problem shaped by political, public health, and trust concerns.

Published Jan 10, 20252 hrs 50 min

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