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.

11
tracked channels
11.5k
tracked videos
81
transcribed videos
3.6k
classified sentences
124k
comments
0
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.

177
videos published
62
transcribed
4
records
24
hours of speech
28.5M
views
The synthesis of the week
France · 29 September – 5 October 2026
Period
The synthesis proposed by our local model · last 7 days

Debates on Jordan Bardella's writings, education, and security in France

Content focuses on Mediapart's revelations regarding writings attributed to Jordan Bardella. Left-wing channels assert the authenticity of antisemitic and conspiracy-theory messages, analyzing the use of a communicational "showcase" to hide radical convictions. Conversely, some left-wing sources mention manipulation or "barbouserie," while Le Monde is accused by the left of favoring the demonization-reduction of the Rassemblement National.

Educational and social issues divide orientations. Both left-wing and far-right channels denounce the lack of resources and teachers, although the far-right attributes obstacles in research on Arab-Muslim slavery to the influence of the far-left. Regarding security, the far-right highlights rising delinquency in Creuse and the breach of the social contract. The left analyzes riots as a class struggle and denounces police violence against high school students and suburb residents.

The synthesis in full and the daily syntheses

Topics of the claims in 200 records: Institutions and democracy (16%), Security and justice (14%), Education and culture (11%), Gender and family (10%).

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.

United States177 videos
The themes, month by month Since 2016

Coming soon: the theme classifiers are trained on French, and their English counterparts will soon be trained and deployed. Meanwhile, this country’s channels are transcribed and summarised.

The public figures most named The ranking
September – October 2026 · transcribed sentences naming them
List
  1. Donald Trump 630
  2. Jeffrey Epstein 86
  3. Ben Shapiro 41
  4. Joe Biden 39
  5. Zohran Mamdani 39
  6. Benjamin Netanyahu 28

Number of transcribed sentences naming them; bar: channel orientation; line: twelve months. Closed list of public figures. The full ranking

The arguments of the moment By theme
the first arguments of each theme, drawn from the sentences of the last seven days and read again every day

Content in preparation: it will appear here as soon as it is ready.

Gone from the platforms… All

No recent removal observed.

Latest transcripts3 h ago
Updated every hour; the last seven days, recomputed every day. The collection figures are in the counter, bottom left.
Project paper