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YouTube video intelligence showcase

Joe Rogan Experience #2461 - Robert F. Kennedy, Jr.

Robert F. Kennedy, Jr. discusses alleged fraud in Medicaid and Medicare, efforts to improve program integrity, and the political incentives that shape public health programs, with comments reacting strongly to corruption and accountability themes.

PowerfulJREPodcastsPoliticsCreator EconomyHealth-care fraudProgram integrityPolitics and public policy2 hrs 26 minFeb 27, 20266 comment sample
Transcript API Comments API Source video

Build this with Crawlora

Video intelligence API workflow

Video ID
wk7DQom821s
Available APIs
TranscriptCommentsMetadata
YouTube transcript API YouTube comments API YouTube video metadata API YouTube scraping API Creator intelligence workflow Pricing Source video
Open transcript in Playground Open comments in Playground Get API key

cURL

curl "https://api.crawlora.net/api/v1/youtube/transcript/wk7DQom821s" \
  -H "x-api-key: $CRAWLORA_API_KEY"

Video summary

Joe Rogan Experience #2461 with Robert F. Kennedy, Jr.

In this Joe Rogan Experience episode, Robert F. Kennedy, Jr. discusses alleged fraud inside health-care programs, efforts to detect it, and the political and administrative incentives that can allow it to continue. The excerpt also touches on party shifts, state-level resistance, and broader questions about accountability in government.

Fraud and oversight

Discussion of alleged Medicaid and Medicare fraud, program integrity failures, and enforcement efforts.

Politics and incentives

Conversation about political incentives, state cooperation, and partisanship around public programs.

Viewer reactions

Comments reflect frustration with corruption, accountability, and the scale of the issue.

Topics

Health-care fraud

The excerpt centers on alleged large-scale fraud in Medicaid and Medicare and how it may be detected or reduced.

Program integrity

The conversation describes administrative blind spots, weakened oversight, and corrective actions aimed at states.

Politics and public policy

The discussion links public program misuse to partisan incentives and state-level noncooperation.

Audience comments snapshot

Viewer reactions to fraud, politics, and accountability

Comments focus on the conversation’s fraud allegations, government accountability, and the broader political implications. Some viewers praise the guest’s stamina and presence, while others react with sarcasm or connect the episode to larger conspiracy-minded themes.

Sampled comments
6
Visible likes
17414
Public replies
639

Comment themes

Fraud and program integrity

The transcript’s central thread is alleged Medicaid and Medicare fraud, how it was enabled, and why it went unchecked.

Politics and polarization

The discussion also touches on partisanship, party shifts, and the political incentives around public programs.

Long-form interview endurance

Viewers respond to the interview’s intensity and duration with humor and admiration.

Audience signals

Accountability demand

Several comments call for real consequences for government-enabled fraud and stronger oversight.

System skepticism

Some viewers frame the discussion as proof of how institutions can create or protect problems instead of solving them.

Show-related chatter

A few comments shift into broader Joe Rogan lore and recurring guest-appearance jokes.

Representative public comments

@Adam_R242026-03-08

I closed my Minnesota daycare to watch this

5200 likes109 replies
@strati5phere2026-03-08

There needs to be consequences for people in the government who enable fraud.

3500 likes232 replies
@anonanon16042026-03-08

How everything works: 1. create a problem 2. pretend you have a solution to the problem you created 3. perpetuate the problem instead of solving it 4. buy several yachts

2100 likes70 replies
@ialreadysawthatonreddit79602026-03-08

Why has Joe had damn near had the entire epstine list on here.

714 likes65 replies
@guillaumecote69012026-03-08

That guys a beast, he held a bong rip for 2 hours and a half the whole interview.

3600 likes105 replies
@mikemichaels29142026-03-08

I stopped spraying Glophosate to watch this

2300 likes58 replies
Build with YouTube comments data

Use Crawlora's YouTube comments API with the video and transcript endpoints to collect viewer language, thread activity, and audience signals.

Comments API docs Playground
Build this workflow
1Fetch video metadata

Start with the video endpoint to capture ID, channel, publish date, duration, and source context.

2Fetch transcript

Pull timestamped transcript data for summarization, search, citation, and RAG preparation.

3Fetch public comments

Collect visible audience comments to identify themes, objections, questions, and engagement signals.

4Store, analyze, report

Persist structured JSON, run analysis, and publish dashboards, alerts, or research reports.

Public transcript excerpt

Transcript

Timestamped public transcript passages group captions into readable sections, making the video easier to scan, cite, and summarize.

Public excerpt
4:39

you doing program integrity. We just want you doing enrollments." And um and so we got all this fraud. It was most of it came from these waiverss that the states got, all the states got them for home care and community care. So, you know, 30 years ago, Medicaid, Medicare play, if you got a hernia

Build with YouTube transcript data

Use Crawlora's YouTube transcript API to fetch fresh timestamped transcript data for your own server-side workflows.

API docs Sign in

Related Crawlora APIs & guides

Build YouTube data workflows with Crawlora

This showcase is built from Crawlora's public YouTube data APIs. Use the same endpoints and guides to build your own transcript, comment, and creator-intelligence workflows.

More Podcasts video examples

Browse structured transcript and comment showcases in Podcasts.

More Politics video examples

Browse structured transcript and comment showcases in Politics.

YouTube API

Transcript, comments, and video metadata endpoints that return normalized JSON.

YouTube transcript extraction

Build searchable, RAG-ready transcript pipelines from public videos.

YouTube creator intelligence

Monitor creators, audiences, and content trends across channels.

Podcast & audio intelligence

Turn long-form audio and podcasts into structured, analyzable data.

Related showcases

More structured YouTube examples

PowerfulJRE

Joe Rogan Experience #2505 - Tom Segura | Texas Pigs, Hunting, and Cooking

Joe Rogan and Tom Segura discuss Tom’s new season, weighted training, hunting preparation, and the abundance of wild hogs in Texas, along with wild game cooking and how some hunters handle the full process from shooting to butchering to eating.

Tom’s new seasonWeighted training
PowerfulJRE

Joe Rogan and Skylar Grey on AI, real music, and growing up performing

Joe Rogan and Skylar Grey talk about the emotional power of music, the rise of AI-generated songs, and why human-made art still feels different. Skylar Grey also shares how she grew up in a musical family, started performing at a young age, and moved from singing with her mother to writing and performing on her own.

The emotional power of musicAI and creativity
PowerfulJRE

Joe Rogan and Eric Weinstein Discuss Dark Energy, Physics, and Big-Think Theories

Joe Rogan and Eric Weinstein discuss theoretical physics, dark energy, and the risks of narrowing scientific inquiry to one dominant framework. Weinstein critiques the “only game in town” mindset, compares scientific inference to solving a Wheel of Fortune puzzle, and argues for broader thinking in physics.

Theoretical physics and institutional narrowingWheel of Fortune as a physics analogy

Build this with Crawlora

Video intelligence API workflow

Video ID
wk7DQom821s
Available APIs
TranscriptCommentsMetadata
YouTube transcript API YouTube comments API YouTube video metadata API YouTube scraping API Creator intelligence workflow Pricing Source video
Open transcript in Playground Open comments in Playground Get API key

cURL

curl "https://api.crawlora.net/api/v1/youtube/transcript/wk7DQom821s" \
  -H "x-api-key: $CRAWLORA_API_KEY"