France
87 YouTube · 2 TikTok- 89
- channels
- 48.7k
- videos
- 22.8k
- transcribed
- 12.6M
- comments
- BLAST, Le souffle de l'info458M
- Psyhodelik187M
- 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.
France Mediapart reports antisemitic writings attributed to Jordan Bardella between 2013 and 2015 and mentions the influence of Alain Soral. Jordan Bardella denies authorship of these messages and denounces a "spy operation." Additionally, Vincent Lapierre documents a rise in crime in La Souterraine, where a speaker attributes the unrest to "migrants." On a social level, GoldenBoy describes the refusal of some student protesters to let him speak as "fascism."
Quebec The Président De L'Association De L’Union-Nationale denounces irregularities and "schemes" in the Quebec electoral system, particularly regarding manual counting. Regarding the economy, Daniel Pilon Chroniqueur Libre-Penseur claims that the rise in fuel prices results from a World Economic Forum plan to crush the supply chain. Finally, Le Verbe médias discusses a survey on the decline of sexual activity among Generation Z.
United States Breaking Points analyzes a disappointing October 2026 employment report and mentions Donald Trump's rallies. The same channel reports an attempted hijacking of a Dubai-Tel Aviv flight, claiming that Benjamin Netanyahu's camp is using the incident for political purposes. Meanwhile, PowerfulJRE hosts a former officer who claims the US government is hiding non-human craft and bodies.
France The channel BLAST (left) analyzes OnlyFans as a digital production tool and advocates for the recognition of sex work, while reporting that AI threatens the economic viability of creators. Yomi Denzel (libertarian) argues that schools must evolve toward solving concrete problems with AI rather than limiting the tool. Jonathan Hatchi (libertarian) promotes agentic AI to automate client acquisition for entrepreneurs.
France Sana Nova (manosphere) claims that "feminism 2.0" seeks to destroy men and criticizes the goal of absolute independence in favor of couple complementarity. The channel Les films à l'arrache presents a debate where one speaker equates national priority to hate speech, while another defines the concept as priority aid for French citizens. Kroc Blanc - FDENEWS (far right) encourages right-wing individuals to create production companies.
France The channel Frontières (far right) films Sarah Knafo during a meeting in Saint-Rémy-de-Provence. Mediapart (left) presents the Terrestre review, which denounces environmental "criminals" and describes the agricultural orientation law as a "dystopia."
Quebec Camron Diffusion (manosphere) claims that feminist ideology has made women dependent on their physical appearance and leads to social isolation. Maxime Ouimet (far right) rejects paper marketing as obsolete and promotes a digital directory in Florida.
United States No content available in the files.
Topics of the claims in 234 records: Institutions and democracy (15%), Economy and labour (14%), Security and justice (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.
Mediapart published an investigation into writings attributed to Jordan Bardella between 2013 and 2015, described as "antisemitic" and influenced by Alain Soral. Clément Viktorovitch claims these messages rely on classic fantasies and serve a strategy to banalize Jean-Marie Le Pen's ideology. Jordan Bardella denies authorship, denouncing a "barbouzerie operation", while the same channel reports that some speakers qualify the documents as a "gross fake".
In La Souterraine, Creuse, Vincent Lapierre documents a rise in delinquency and burned cars. He asserts that the State no longer respects the "social contract" as taxes no longer guarantee security, while one contributor attributes these disturbances to "migrants".
GoldenBoy recounts his experience during student mobilizations in Saint-Denis and Paris 8, where he claims he was prevented from debating by youths. He describes the protesters' refusal to let him speak as "fascism" and validates police intervention against "rioters". Castor Carnassier also describes these protests as violent riots encouraged by a political party.
The channel BLAST, Le souffle de l'info presents OnlyFans as a digital production tool and not prostitution due to the lack of physical contact, while stating that artificial intelligence threatens the economic viability of human creators.
On education and business, Yomi Denzel argues that teaching should focus on skills that AI cannot perform. Jonathan Hatchi specifies that AI automation is only effective if the commercial offer and processes are already validated.
Regarding national priority, the channel Les films à l'arrache reports an exchange where one speaker compares this concept to the Vichy regime, while another claims that preferring foreigners over French citizens is akin to following Pétain's logic.
Additionally, Sana Nova claims that contemporary feminism seeks to destroy men rather than promote equality. Kroc Blanc - FDENEWS advocates for the creation of companies to succeed in the official world.
Topics of the claims in 181 records: Institutions and democracy (16%), Security and justice (14%), Education and culture (11%), Gender and family (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.
The creator of the Président De L'Association De L’Union-Nationale channel denounces irregularities in the Quebec electoral system, calling the signature validation process for mail-in voting an "incredible lie." The same channel alleges being the target of "abusive remedies" and persecution by Élections Québec following a formal notice received on September 25.
The leader of the Conservative Party of Quebec, Éric Duhaime, proposes reducing state spending by 47 billion dollars and lowering corporate taxes. Simultaneously, the Actualité Politique Du Québec channel presents the party's justice plan, which advocates for a "law and order" approach and the creation of a victims' rights charter.
On the economic front, Maxime Ouimet attributes the bankruptcy of the company La Cordée to a lack of flexibility and excessively high fixed costs. The NLB - FreedomNews channel claims that a contract between Mark Carney and Télésat will financially benefit SpaceX.
The channel, oriented towards the manosphere, comments on testimonies from women expressing their loneliness. The videographer claims that female celibacy results from a refusal of the average man in favor of inaccessible men. He argues that feminist ideology has reduced women to their physical appearance by devaluing other forms of seduction, leading to social and family isolation as they approach forty.
Additionally,, oriented towards the far right, criticizes the inefficiency of print advertising newspapers, which he calls the "dinosaur generation." He asserts that this model is obsolete because it does not allow for precise measurement of the audience or generated clients. The videographer offers French-speaking entrepreneurs in Florida the use of his digital directory, Floride411.com, to promote organic visibility.
Topics of the claims in 50 records: Economy and labour (31%), Institutions and democracy (13%), Immigration (11%), Technology (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.
The September 2026 employment report shows figures lower than expected. Breaking Points analyzes the impact of these data on markets and Donald Trump's strategy, specifically his rally in Oklahoma. One speaker on the channel claims that Donald Trump organizes rallies in safe states to stay in his comfort zone, while another argues that organizing paid dinners for crypto investors demonstrates a lack of ethics.
Anthropic has consulted religious experts to integrate morality into its AI, Claude. According to, Anthropic's co-founder envisions the possibility of consciousness for the AI. A speaker asserts that these steps prove the creators no longer master their technology and maintains that AI cannot be human because it lacks mortality.
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.
Mean over 85 videos in October 2026. Each video counts once. Since 2016
Mean over 55 videos in October 2026. Each video counts once. Since 2016
Mean over 19 videos in October 2026. Each video counts once. Since 2016
Mean over 9 videos in October 2026. Each video counts once. Since 2016
Mean over 2 videos in October 2026. Each video counts once. Since 2016
Mean over 71 videos in October 2026. Each video counts once. Since 2016
Mean over 44 videos in October 2026. Each video counts once. Since 2016
Mean over 19 videos in October 2026. Each video counts once. Since 2016
Mean over 8 videos in October 2026. Each video counts once. Since 2016
Mean over 11 videos in October 2026. Each video counts once. Since 2016
Mean over 11 videos in October 2026. Each video counts once. Since 2016
Mean over 0 videos in October 2026. Each video counts once. Since 2016
Coming soon. The theme classifiers are trained on French. Their English counterparts will soon be trained and deployed. Meanwhile, this country’s channels are transcribed and summarised.
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
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
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
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
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
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
120 videos removed in 120 days; a video transcribed before its removal keeps its record.
109 videos removed in 120 days; a video transcribed before its removal keeps its record.
11 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. It gets an orientation, a country and a language. The far right is deliberately over-represented, to study it closely. The English-language corpus was extended in October 2026. Its videos are transcribed and summarised, and its classifiers will soon be trained and deployed.
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. It gives the title, the summary, the claims and their speakers, the 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