France
87 YouTube · 2 TikTok- 89
- channels
- 48k
- videos
- 22.8k
- transcribed
- 12.6M
- comments
- BLAST, Le souffle de l'info457M
- Psyhodelik186M
- Naj B Fit160M
An observatory of political YouTube and TikTok.
YouPol tracks more than 100 political channels and accounts in France, Quebec and the United States. Using machine-learning and artificial-intelligence methods, the observatory collects, archives and analyses the videos, what they say and the reactions they draw from the public.
Every video published by the tracked channels is transcribed, summarised and counted by our local models. This panel gathers the synthesis of the last seven days, the records to read, the themes, the public figures named, the arguments and the removals; the three countries together or one of them, as you choose.
The content mainly addresses democratic tensions, security, and the economy. In France, left-wing channels denounce systemic racism and police repression, while the far-right emphasizes insecurity and judicial leniency. Positions differ regarding the authenticity of Mediapart's investigations into Jordan Bardella. Economically, left-wing social demands contrast with far-right calls for reduced public spending and libertarian financial advice.
France Dominant topics include Jordan Bardella's writings, insecurity in certain neighborhoods, and the crisis in the educational system. Left-wing channels analyze far-right communication and social inequalities. The far-right denounces state failure and the instrumentalization of youth. One conspiracy theory channel mentions a restriction of public liberties via Europe.
Quebec Discussions focus on the Canadian economic crisis, bureaucratic management, and the judicial system. Far-right and conspiracy channels analyze the attractiveness of the United States and corporate bankruptcies. The far-right also criticizes the justice system and opposes affirmative action in criminal sentencing.
The content focuses on national identity, artificial intelligence, gender relations, and political institutions. Positions vary by orientation: the manosphere criticizes feminism and analyzes celibacy, while the left denounces the instrumentalization of youth and neoliberalism. Libertarian and far-right orientations focus on entrepreneurship, taxation, and the impact of AI, while linking national recovery to patriotic pride.
France Videos cover national priority, education, and economics. The cultural orientation analyzes national priority from two opposing angles. Libertarian and far-right channels discuss AI applied to entrepreneurship and schooling. The left focuses on radical ecology and the legitimacy of political radicalism. The manosphere develops an ideological critique of feminism.
Quebec Content is exclusively driven by the manosphere orientation. The videos analyze the difficulties of romantic encounters and female celibacy.
Topics of the claims in 275 records: Institutions and democracy (16%), Economy and labour (13%), Security and justice (12%), Education and culture (9%).
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.
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 content focuses on education, technology, and social tensions. Libertarian channels advocate for adapting education to AI and highlight the greater attractiveness of the US tax system. Far-right channels emphasize the utility of AI for content creation and the importance of professionalization through official structures. The culture channel compares national priority to the occupation under Marshal Pétain and characterizes this discourse as hate speech.
Regarding political and social issues, left-wing channels denounce the government's instrumentalization of youth and justify radicalism as a response to neoliberalism. Conversely, libertarian channels attribute the country's lack of recovery to a deficit of patriotism. Finally, the manosphere criticizes contemporary feminism, accusing it of promoting hatred toward men and absolute independence.
Topics of the claims in 218 records: Institutions and democracy (16%), Security and justice (13%), Education and culture (12%), Gender and family (9%).
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 analyzed content mainly focuses on economy, immigration, and technology. Far-right channels argue that Canada is heading toward total bankruptcy and claim that Quebec must reduce its immigration thresholds. They link the departure of workers to the United States to a lack of opportunities and criticize Justin Trudeau for favoring private interests. Regarding technology, they present artificial intelligence as an essential tool for visibility, while warning about the emergence of an uncontrolled "super intelligence."
Conspiracy theory channels attribute rising fuel prices to an organized effort to create inflation and accuse the World Economic Forum of planning the collapse of supply chains. They view calls to slow down AI development as a competitive strategy. Manosphere channels focus on health, opposing the biopsychosocial model to the biomedical model and addressing the concept of "food noise" and eating disorders.
Videos from far-right channels focus primarily on the economic exodus of citizens and businesses from Canada to the United States. They argue that Canada is no longer a relevant place for business and that workers aged 25 to 45 are migrating to find better opportunities. Politically, these channels claim that the CAQ has led Quebec to the worst deficit in its history and demand that the province regain control of immigration by reducing thresholds based on regional realities.
These contents also address institutional and technological issues. Far-right channels assert that hate speech laws are intended to censor criticisms of immigration and religions. They advocate for majority governments to guarantee stability. Finally, they warn about the emergence of a "super intelligence" not controlled by humans and state that the economic benefits of robotics are reserved for entrepreneurs and large financial groups.
Topics of the claims in 57 records: Economy and labour (30%), Institutions and democracy (15%), Health (10%), Immigration (10%).
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.
Content in preparation: it will appear here as soon as it is ready.
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.
October 2026: mean over 76 videos; each video counts once. Since 2016
October 2026: mean over 47 videos; each video counts once. Since 2016
October 2026: mean over 19 videos; each video counts once. Since 2016
October 2026: mean over 8 videos; each video counts once. Since 2016
October 2026: mean over 2 videos; each video counts once. Since 2016
October 2026: mean over 64 videos; each video counts once. Since 2016
October 2026: mean over 38 videos; each video counts once. Since 2016
October 2026: mean over 19 videos; each video counts once. Since 2016
October 2026: mean over 7 videos; each video counts once. Since 2016
October 2026: mean over 9 videos; each video counts once. Since 2016
October 2026: mean over 9 videos; each video counts once. Since 2016
October 2026: mean over 0 videos; each video counts once. 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.
Number of transcribed sentences naming them; bar: channel orientation; line: twelve months. Closed list of public figures. The full ranking
Number of transcribed sentences naming them; bar: channel orientation; line: twelve months. Closed list of public figures. The full ranking
Number of transcribed sentences naming them; bar: channel orientation; line: twelve months. Closed list of public figures. The full ranking
Number of transcribed sentences naming them; bar: channel orientation; line: twelve months. Closed list of public figures. The full ranking
Arguments drawn by our local model from a sample of each theme’s political sentences, then checked against the sentences. All the arguments, by theme
Arguments drawn by our local model from a sample of each theme’s political sentences, then checked against the sentences. All the arguments, by theme
Arguments drawn by our local model from a sample of each theme’s political sentences, then checked against the sentences. All the arguments, by theme
Content in preparation: it will appear here as soon as it is ready.
118 videos removed in 120 days; a video transcribed before its removal keeps its record.
108 videos removed in 120 days; a video transcribed before its removal keeps its record.
10 videos removed in 120 days; a video transcribed before its removal keeps its record.
No recent removal observed.
Each channel is chosen and coded by the team: an orientation, a country, a language. The far right is deliberately over-represented, to study it closely; the American channels, in English, are transcribed and summarised without going through the classifiers, which are trained on French.
Six methods, run on the project’s computers, each documented with its models, thresholds and reliability. Pick a step.
The channels’ RSS feeds are read every six hours; every week their full list of videos is reread. A detected video enters the queue with its date; those of the last seven days go ahead of everything else.
The video, its metadata and its comments are extracted; the audience is measured again at day 1, 7 and 30. A removal is recorded with its reason when the platform gives one, and a transcribed video keeps its record.
The voice is isolated from the music (Demucs), speakers told apart without being identified (pyannote), then Whisper transcribes each speaking turn in the spoken language, detected by windows. Turns are cut into sentences (SaT).
Each sentence is classified as political or not by a classifier trained on human annotations, then assigned to nine themes by nine binary classifiers. Their reliability (F1, checked precision) is published.
The public figures, parties, organisations, media and countries of a closed list are recognised in the sentences by checked patterns and counted video by video. A private person named in a video is never counted.
A local language model writes for each video of the week a record in French and English: title, summary, claims and their speakers, public figures named. The record is checked against the transcript; a name that could be a private person’s holds it back. The records feed the week’s synthesis and the arguments by theme.
The method in full · The methods paper (PDF) · Cite the project
Postdoctoral researcher · co-lead
Sciences Po Paris · Université du Québec en Outaouais
Postdoctoral researcher · co-lead
Université de Sherbrooke · CIRST · RFICS
Research collaborator
CEVIPOF · Sciences Po Paris
The team and the affiliations · Write to us · Cite the project