Monitor public policy narratives
Track topics and language across political interviews, explainers, debates, and commentary videos.
YouTube topic showcases
Explore public political videos, interviews, and commentary examples where structured transcripts, public comments, summaries, topics, and metadata support media monitoring, public-content research, and narrative analysis workflows.
What this topic demonstrates
These examples focus on lawful public YouTube data workflows: public video metadata, available transcript excerpts, visible public comments, topic summaries, and downstream analysis records.
Track topics and language across political interviews, explainers, debates, and commentary videos.
Use structured summaries and timestamped excerpts to make long political videos easier to review.
Identify viewer questions, objections, and reactions in visible public comment samples.
Store video metadata, transcript context, topics, and comment signals for lawful public-content analysis.
Showcase grid
Showing 24 primary or secondary records from 129 matching public YouTube showcases.
This DW News segment breaks down the main takeaways from Tucker Carlson’s one-on-one interview with Vladimir Putin. The discussion focuses on Putin’s claims about Russia, Ukraine and NATO, the lack of pushback from Carlson, and the political timing of the interview ahead of key elections and debates over military aid for Ukraine.
In this PBD Podcast roundup, the hosts move quickly through politics, business, and culture, covering a reported heated Trump call, Iran-related headlines, AI and big-tech developments, and a discussion of AOC’s data center visit. The excerpt also previews additional topics like legal cases, media clips, and viral stories that shape the broader episode.
This episode of PBD Podcast covers a fast-moving mix of geopolitics, energy markets, and domestic political controversy. The discussion centers on the UAE’s move away from OPEC, the broader oil-price outlook, and how current events are shaping debates over taxes, tariffs, debt, and government power.
This FRONTLINE documentary compares Donald Trump and Joe Biden through the formative experiences that shaped them, from childhood struggles to public controversies and political rise. Using archival footage and narration, it sets their personal histories against a nation in crisis and the 2020 presidential election.
In this PBD Podcast conversation, Steve Hilton lays out his case for why California has become dysfunctional, arguing that unions have too much power over elected officials and policy decisions. The discussion centers on housing affordability, CEQA-related lawsuits, teacher union influence, and the state’s long-running budget and education problems. Hilton also explains why he believes changing California will require challenging the political structure that has shaped the state for years.
In this All-In Podcast episode, the hosts break down Bernie Sanders’ call for a moratorium on new AI data centers and use it as a springboard into a broader argument about innovation, national competitiveness, and public fear around AI. The discussion covers job displacement concerns, the role of China in the AI race, and whether the industry is failing to explain who benefits from new technology.
In this All-In Podcast segment, the hosts discuss the Iran war through a market and macro lens, focusing on Brent crude volatility, inflation forecasts, and the risk of broader escalation. They debate whether the conflict will remain a limited, short-duration campaign or turn into a prolonged quagmire, and why an off-ramp matters for markets and geopolitics. The conversation also briefly touches on State of the Union politics and the rollout of Trump accounts for kids.
This All-In Podcast episode centers on the Trump-Xi summit and what success could look like for trade, stability, and U.S.-China economic cooperation. The discussion also includes Marc Benioff’s perspective on Salesforce, software in China, and the value of bringing major CEOs into the conversation, alongside broader tech and climate topics mentioned in the title.
In this All-In Podcast conversation, Ray Dalio revisits his big-cycle framework and connects it to US debt, government spending, gold, and the challenge of making public systems more efficient. The episode frames AI, money, and state capacity within a broader discussion of structural change and economic risk.
In this excerpt from Joe Rogan Experience #1368, Edward Snowden introduces Permanent Record and frames the interview around mass surveillance, government secrecy, and the post-9/11 expansion of state power. He explains how the book’s release drew legal pressure, why he prefers longer conversations over brief media hits, and how he views the surveillance programs revealed in 2013 as a major constitutional shift that happened without public consent.
In this PBD Podcast episode, the hosts cover a wide range of current events, led by speculation about a possible U.S.-Iran agreement and what it could mean for nuclear materials, sanctions, and regional shipping routes. The conversation also includes White House security headlines, reported threats tied to Ivanka Trump, and a mention of Hasan Piker facing a subpoena-related issue. Along the way, the panel reacts to Memorial Day, shares a prayer, and briefly touches on business and education topics, including AI’s impact on consulting and discounted MBA programs.
PBD Podcast #798 frames the Trump-Xi summit around trade, leverage, and geopolitical tension while also moving through inflation, real estate, Gen Z work trends, AI reactions, and business strategy.
This interview explores Dan Wang’s view of China and America as competing systems with different strengths: the U.S. leading in invention and China leading in manufacturing scale-up and industrial learning. The conversation also examines China’s engineering mindset, its social costs, and why pluralism may be difficult to adopt within its political system.
This All-In Podcast segment examines America’s AI strategy through the lens of innovation, infrastructure investment, regulation, and global competition. The guests argue that U.S. companies are still leading, that data center demand is real, and that a federal framework may be needed to avoid a fragmented state-by-state ruleset.
In this Lex Fridman conversation with Sebastian Raschka and Nathan Lambert, the discussion centers on the state of AI heading into 2026. The excerpt covers major model releases, the impact of the DeepSeek moment, open-weight models, competition between U.S. and Chinese labs, and how products like Claude, Gemini, and ChatGPT are shaping user behavior. It also touches on why organizational culture, hardware budgets, and real-world usage patterns may matter as much as raw model quality.
In this excerpt from Joe Rogan Experience #2451, Joe Rogan and Cheryl Hines discuss the harshness of modern politics, the way public figures are attacked by both opponents and their own side, and how media narratives can shape perception. They also revisit older, more civil political debates, talk about the power of political catchphrases, and touch on Hines’s personal shift in perspective during the pandemic and after reading Bobby Kennedy’s book.
In this Joe Rogan Experience excerpt, Donald Trump reflects on his path from The Apprentice and major business projects to running for president and entering the White House. He describes how public treatment changed during the campaign, shares the surreal feeling of arriving at the White House, and recalls seeing historic spaces like the Lincoln Bedroom for the first time.
In this 80,000 Hours interview, Helen Toner reflects on the OpenAI board controversy, her role at CSET, and the geopolitics of advanced AI. The excerpt highlights how policy, technical analysis, and national-security concerns intersect in debates over AGI, chips, and China-related export controls.
In this episode of The Diary Of A CEO, the conversation centers on a geopolitical risk report and the idea that the U.S. has become a major source of global uncertainty. The excerpt also explores China’s long-term buildup in critical minerals and electric vehicle supply chains, the possibility of a weaker global order without clear leadership, and the role of AI as a hidden systemic risk. The tone is serious but leaves room for a final question: whether these disruptions can be turned into something better.
FRONTLINE’s documentary follows the rise of Germany’s new right, focusing on the AfD’s growing support, its campaign tactics, and the broader political tensions surrounding immigration, extremism, and democracy.
In this excerpt from This Past Weekend with Theo Von, Theo introduces Donald Trump and the two have a casual, wide-ranging conversation. They touch on family, Baron’s sports and school plans, Trump’s sons, UFC and boxing memories, Dana White, Dustin Poirier, and the role of social media platforms in shaping public communication.
In this talk, Dylan Patel of SemiAnalysis examines the geopolitics of AI infrastructure across China, the US, and the Middle East. He discusses Huawei’s chip and system architecture efforts, the role of sanctions and supply chains, and the scale of new data center investment in the Gulf region. The conversation also touches on US infrastructure, GPU access, and how the boundaries between training and inference are becoming less distinct.
In this Dwarkesh Patel conversation, Leopold Aschenbrenner lays out a high-stakes view of AI progress: gigantic training clusters, escalating capital spending, and the strategic race between the US and China. The discussion connects technical scaling trends with questions about labor, inference, energy, and what AGI could mean for liberal democracy and the world order.
In this Joe Rogan Experience conversation with Pierre Poilievre, the discussion moves from a custom kettlebell presentation and training philosophy into Poilievre’s personal path from sports injury to politics. They also talk about early political influences, free-market ideas, and broader reflections on Canada, public trust, and government decisions.
These adjacent records mention politics or share nearby workflows, but they are not ranked as primary topic examples.
This 60 Minutes marathon excerpt focuses on future technology, beginning with quantum computing and its potential to solve problems far beyond the reach of today’s supercomputers. The passage also points to real-world research efforts at IBM, Google, and Cleveland Clinic, while viewer comments praise the episode’s depth and informative style.
In this excerpt, former Google X chief business officer Mo Gawdat outlines his updated view on AI: he expects a difficult short-term period marked by disruption, surveillance, job losses, and social instability before any chance of a better outcome. He argues that AI itself is not the enemy, but that human greed, ego, and power struggles may shape how dangerous the transition becomes. The discussion covers dystopia versus utopia, who controls AI, and why the next decade and a half could be a defining period for society.
This episode excerpt centers on the Texas Ibogaine Initiative and the push to develop ibogaine as a potential FDA-approved treatment for addiction and trauma. Perry and Hubbard describe the legislative campaign, the involvement of veterans, and why they believe ibogaine could make a major difference in public health.
PBS America’s documentary on the Gilded Age examines the rise of industrial capitalism in late 19th-century America, the growth of railroads and steel, and the widening divide between the country’s richest families and everyone else. The excerpt centers on New York high society, Carnegie’s ascent, and the social conflicts created by rapid economic change.
In this All-In episode, the hosts and guest Gavin Baker discuss Andrej Karpathy joining Anthropic, the promise of recursive self-improvement, and the possibility of faster AI gains through new model architectures. The conversation also touches on how AI should be framed: as a source of user utility and productivity, not just a source of fear. Comments show strong engagement, with praise for the episode’s depth alongside debate about AI’s impact on labor and transparency in product rollouts.
In this a16z AMA excerpt, Marc Andreessen discusses the state of the AI revolution, why he believes the technology is still in its early stages, and how quickly AI companies are translating demand into revenue. He also touches on the openness of strategic questions in AI, the importance of watching what people actually do versus what they say, and the broader implications for competition, product evolution, and investment strategy.
In this excerpt from The Joe Rogan Experience, Joe Rogan and Marc Andreessen focus on crime in Austin and Chicago, and the controversy around public-safety technology like Flock and ShotSpotter. Andreessen describes how camera and audio systems can help police respond faster, while Rogan presses the concerns about mass surveillance, abuse, and political backlash. The discussion also touches on crime reporting, trust in local governments, and the tension between privacy and enforcement.
This excerpt features Kanye West discussing his presidential ambitions, his sense of calling, and his belief that politics and the music business need structural change. The conversation also turns to record-label contracts, artist rights, and why he sees himself as a different kind of leader.
This episode focuses on the origins and impact of MK Ultra, with John Lisle explaining how CIA and OSS-era research into drugs, interrogation, and psychological manipulation developed over time. The discussion also explores Sidney Gottlieb, early intelligence-linked science programs, and the consequences of these experiments for victims and public trust.
This episode excerpt features Joe Rogan and Mel Gibson discussing scoliosis, chronic pain, gratitude, and the mental effects of physical discomfort. The conversation also covers California wildfires, concerns about government priorities, travel and safety in Costa Rica and Mexico, and broader ideas about how societies can break down.
In this All-In Podcast Davos interview, Circle CEO Jeremy Allaire discusses the evolution of stablecoins, the need for safe dollar-backed digital money, and the long-term case for regulated crypto infrastructure. The conversation also touches on regulation, incumbents, and why periods of disruption can create opportunities for founders.
In this excerpt, Karen Hao discusses the research behind her book on OpenAI and the wider AI industry, explaining how her reporting took her beyond Silicon Valley and into the real-world consequences of AI development. The conversation covers the origins of AI, the shifting definitions of AGI, and the idea that companies tailor their messaging to different audiences to support growth, funding, and influence. Hao also raises concerns about labor, creators, regulation, and environmental harm, while arguing that the same capabilities could potentially be developed in less damaging ways.
API workflow
Crawlora's YouTube endpoints help teams collect public video context, available transcript text, visible comment signals, and metadata for search, monitoring, research, and AI workflows.
Capture video ID, channel, publish date, duration, title, and source URL for each public YouTube record.
Retrieve available transcript text and timestamped excerpts for search, summaries, citations, and RAG inputs.
Collect visible public comments where available to understand questions, objections, and audience themes.
Persist normalized JSON for dashboards, monitoring, internal search, LLM workflows, or research reports.
Internal links
Browse finance and market commentary YouTube examples with transcript excerpts, comments, summaries, and metadata for public market research.
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