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.

89
tracked channels
48.7k
tracked videos
22.8k
transcribed videos
3.6M
classified sentences
12.6M
comments
2.3k
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.

412
videos published
359
transcribed
180
records
136
hours of speech
17M
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
August 2025 – October 2026 · mean share, per video, of the political sentences on each theme
Orientation
  1. Authority 14.4%
  2. Equality and inequality 11.7%
  3. Progress 6.8%
  4. Tradition 5.8%
  5. Environment 5.8%
  6. Distrust of the state 5.6%
  7. Democracy 5.1%
  8. Technology 4.0%
  9. Immigration 2.8%

Mean over 79 videos in October 2026. Each video counts once. Since 2016

The public figures most named The ranking
June – October 2026 · transcribed sentences naming them
List
  1. Jordan Bardella 1,038
  2. Jean-Luc Mélenchon 752
  3. Emmanuel Macron 618
  4. Marine Le Pen 602
  5. The Pope 264
  6. Donald Trump 261

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. Quel ALCOOL ton pays BOIT le PLUS ?TAOQAN · made private · 5 October 2026
  2. FRANCE TRAVAIL : RÉVÉLATIONS SUR UNE AFFAIRE D'ÉTATBLAST, Le souffle de l'info · made private · 4 October 2026
  3. Video creator's analysis of the geographical and social origins of the radical leftLAPIN DU FUTUR · unavailable, no reason given · 3 October 2026
  4. ADIEU ET PARDONLAPIN DU FUTUR · made private · 3 October 2026

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

Latest transcripts1 h ago
Updated every hour; the last seven days, recomputed every day. The collection figures are in the counter, bottom left.
Project paper