Observatory

YOUPOL / Explore
Overview

The whole observatory in one panel

The week in brief, the records to read, the themes month by month, the public figures named, the arguments and the removals, for the whole corpus or one country; then each tool, to go further.

26
tracked channels
11.6k
tracked videos
6.5k
transcribed videos
699k
classified sentences
79k
comments
147
vanished videos preserved
Seven days of content on YouTube and TikTok · 29 September to 5 October 2026

Political YouTube and TikTok, the last week in brief

The whole observatory condensed. The synthesis of the last seven days, the records to read, the themes, the public figures named, the arguments and the removals. Each cell has its country. The switch below sets the whole panel.

104
videos published
93
transcribed
50
records
28
hours of speech
68.5k
views
The synthesis of the week
United States · 29 September – 5 October 2026
The synthesis proposed by our local model · last 7 days

Ro Khanna's AI Bill and Donald Trump's Political Rallies

The channel Breaking Points reports that Representative Ro Khanna is proposing legislation to ban recursive self-improvement in AI. According to this report, the lawmaker advocates for the creation of an independent security agency to counter the influence of tech billionaires. He also deplores the use of AI in healthcare to maximize profits at the expense of patients.

Breaking Points mentions a voluntary AI safety agreement reached between Donald Trump and industry leaders. The video creator criticizes this internal monitoring system, while Elon Musk specifies that the agreement includes joint monitoring and special committees. Additionally, Bill Gates asserts that market incentives are insufficient to regulate the existential risks of AI.

Donald Trump organizes rallies in safe states to stay in his comfort zone according to Breaking Points. The channel also analyzes a September 2026 employment report with figures lower than expected. Some contributors suggest that this economic weakness could push the Federal Reserve to limit rate hikes.

Meetings between the company Anthropic and religious experts aim to establish morality in the Claude model, reports Breaking Points. The video creator specifies that co-founder Mr. Ola maintains that AI could possess personhood. One contributor asserts that these steps prove the creators no longer control their technology.

The synthesis in full and the daily syntheses

The records to readAll the videos

The most viewed videos of the week, in each country, whose content synthesis is produced by our local model; each opens in a side panel.

The themes, month by month Since 2016
April 2025 – October 2026 · mean share, per video, of the political sentences on each theme
Orientation
  1. Democracy 23.8%
  2. Distrust of the state 12.8%
  3. Environment 12.2%
  4. Technology 6.7%
  5. Progress 4.4%
  6. Authority 4.3%
  7. Immigration 4.2%
  8. Tradition 3.0%
  9. Equality and inequality 1.2%

Mean over 11 videos in October 2026. Each video counts once. Since 2016

The public figures most named The ranking
March – October 2026 · transcribed sentences naming them
List
  1. Donald Trump 269
  2. Mark Carney 65
  3. Paul St-Pierre Plamondon 64
  4. Emmanuel Macron 44
  5. Éric Duhaime 41
  6. François Legault 35

Number of transcribed sentences naming them. The bar gives the channel orientation, the line the last twelve months. Closed list of public figures. The full ranking

The arguments of the moment By theme
Gone from the platforms… All
  1. Pourquoi continuer à faire venir des gens qui rejettent nos valeurs?Québec FIER · deleted by its author · 4 October 2026
  2. Video creator's analysis of immigration, nationalism, and European historyParti Nationaliste chrétien · deleted by its author · 3 October 2026
  3. Critique of transcapacitism and freedom of expression in universitiesle.lucide.podcast · unavailable, no reason given · 20 July 2026
  4. Discussion on the persecution of Christians and media coveragele.lucide.podcast · unavailable, no reason given · 20 July 2026

11 videos removed in 120 days; a video transcribed before its removal keeps its record.

Latest transcripts10 h ago
Updated every hour; the last seven days, recomputed every day. The collection figures are in the counter, bottom left.
Project paper