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
700k
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.

114
videos published
96
transcribed
50
records
28
hours of speech
72.4k
views
The synthesis of the week
United States · 29 September – 5 October 2026
The synthesis proposed by our local model · last 7 days

AI Security Agreement and US Employment Report

A voluntary agreement on the security of "superintelligence" has been reached between Donald Trump and AI leaders. Donald Trump and Elon Musk argue that self-regulation is preferable because industry actors are the most competent. Conversely, Breaking Points denounces this self-policing system and suggests that leaders should be prosecuted for illegal data extraction. Meanwhile, Representative Ro Khanna proposes legislation to ban recursive self-improvement in AI and create an independent security agency, asserting that tech billionaires cannot self-regulate. In a debate reported by Breaking Points, Bill Gates considers AI the most dangerous invention in history and rejects the idea that market incentives are sufficient, while Ezra Klein suggests that civil liability could limit risks. Breaking Points supports the need for strict regulations comparable to those in the pharmaceutical industry.

AI Consciousness and Socio-Economic Impacts

Anthropic co-founder Mr. Ola wishes to establish morality within the Claude model and suggests that AI could possess "personhood," opposing the position of the Pope. According to Breaking Points, this recourse to religious experts proves that creators no longer master their technology and that AI cannot be human because it is not mortal, although others view this spirituality as an extension of human nature. Bill Gates also likens AIs to "aliens." Economically, Bill Gates proposes taxing robots to fund pensions, a position relayed by Breaking Points to compensate for the loss of social security contributions. Additionally, Ro Khanna deplores the use of AI to maximize profits in healthcare and suggests that a single-payer system would limit billing abuses. Finally, total automation is presented by some as a risk of cognitive degradation, according to Breaking Points.

Political and Economic Situation of Donald Trump

The September 2026 employment report shows figures lower than expected. Breaking Points analyzes the impact of these data and reports that this economic degradation would make the public more sensitive to corruption allegations targeting the president. The channel also mentions a Donald Trump rally in Oklahoma and the organization of paid dinners for cryptocurrency investors, a practice described by one speaker as a lack of ethics.

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 transcripts38 min ago
Updated every hour; the last seven days, recomputed every day. The collection figures are in the counter, bottom left.
Project paper