France
87 YouTube · 2 TikTok- 89
- channels
- 48.7k
- videos
- 22.9k
- transcribed
- 12.6M
- comments
- BLAST, Le souffle de l'info460M
- 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.
Writings attributed to Jordan Bardella are the subject of a sharp controversy. Mediapart as well as the left-wing channels Clément Viktorovitch and Paroles D'Honneur claim that these texts are antisemitic and conspiracy-minded. Jordan Bardella and Marine Le Pen deny these accusations, describing them as manipulations and a frame-up. In response, the far-right channels Psyhodelik and Kroc Blanc - FDENEWS view this event as a political execution targeting the elected official. For its part, the PaduTeam channel suggests that Marine Le Pen could use this affair to remove Jordan Bardella from the political scene.
High school blockades in France provoke opposing interpretations regarding their causes and nature. BLAST, Le souffle de l'info and Jean Massiet Replay, oriented to the left, attribute these movements to a lack of resources and denounce police violence, with BLAST mentioning state violence. Conversely, the far-right channels OMERTA and Psyhodelik describe these mobilizations as riots or an Islamo-Marxist insurrection orchestrated by La France Insoumise. However, a testimony collected by OMERTA provides a nuance, specifying that the blockades specifically aim to denounce the use of defective equipment in schools.
The economic debate crystallizes around taxation and the modernization of education. Libertarians Yomi Denzel and Jonathan Hatchi advocate for the integration of AI in education and criticize taxation that they deem penalizing for entrepreneurship. In contrast, Mediapart and Jean Massiet Replay denounce an austerity budget that would unduly favor companies at the expense of social welfare. Furthermore, El Rayhan, a far-right channel, strongly opposes the taxation of billionaires, perceiving it as an unjustified measure.
On the security front, Vincent Lapierre and GEORGES, oriented far-right, link the increase in crime to migratory flows. La Sanction supports the existence of systemic anti-white racism and calls for the abolition of public service media. Meanwhile, Boulevard Voltaire presents a debate on national priority, described either as necessary aid for citizens or as hate speech. Regarding male-female relations, Sana Nova and The Blind Spot, from the manosphere, claim that contemporary feminism seeks to dominate men, while Killian Sensei - L'HEYOKAGE criticizes the hypersexualization of women and advocates for polygyny. Finally, Pragmatik Man and Mediapart describe Pink October as a commercial scam or marketing recovery.
International tensions are analyzed through diverging lenses. In France, OMERTA accuses the European Union of using Russia as a diversion and claims that the bombing of Kramatorsk is a false flag operation. Idriss J. Aberkane, Ph.D x3 denounces the dehumanization linked to the use of AI by the Israeli army in Gaza, while Castor Carnassier links global inflation to the preparations for a third world war. In the United States, PowerfulJRE criticizes American funding of Israel and Breaking Points accuses the Pentagon of covering up a war crime in Iran. Regarding an attempted hijacking of a flight to Tel Aviv, Ben Shapiro and xaviaer attribute it to the radical Islamic world, while Breaking Points claims that Benyamin Netanyahu is instrumentalizing the incident.
In Quebec, Maxime Ouimet links the departure of manufacturers to the United States to a lack of economic flexibility. NLB - FreedomNews attributes this decline to taxes, immigration, and the application of a law on psychological risks at work. On the health front, Actualité Politique Du Québec accuses Health Canada of depending on the CropLife lobby and reports a testimony linking vaccination to six infant deaths. Furthermore, Daniel Pilon Chroniqueur Libre-Penseur alleges that the World Economic Forum is organizing the rise in fuel prices, while Theovox tv describes the climate discourse as a globalist false religion. Finally, Le Verbe médias reports that a speaker perceives the school secularism of the Parti Québécois as state atheism.
In the United States, the figure of Donald Trump is at the center of criticism. Brian Tyler Cohen describes his financial promise as an illegal vote purchase. MeidasTouch mentions his cognitive decline and his vulnerability to Vladimir Putin. Additionally, Breaking Points reports an Axios report alleging the illegal use of public funds for propaganda purposes.
The release of a private video from September 17 shows Raphaël Glucksmann criticizing Ségolène Royal and stating that Marine Le Pen and Jean-Luc Mélenchon are "totally out of touch" on the economy. The channel PaduTeam (left) claims that Boris Vallaud and François Hollande orchestrated this leak to harm the MP, while also describing Glucksmann as "out of touch" and the National Rally pact as "racist." Ségolène Royal denounced the "appalling sexism" of the remarks on X and linked her removal from her ambassador post to her criticism of the repression of the yellow vests, a point contested by PaduTeam. For his part, Jean-Luc Mélenchon highlights a contradiction between these remarks and Glucksmann's public discourse on the "brutalization" of debate.
An exchange between Vincent Lapierre and a communist activist sparks opposing reactions. The activist links violence in the suburbs to social misery and mentions the origins of the national police under Vichy. The channel Kroc Blanc - FDENEWS (far right) rejects communism, describing it as a "nameless catastrophe," and claims that the massive reception of precarious populations encourages the establishment of violence. The videographer further believes that Vincent Lapierre is put in a difficult position by his left-wing economic sensibilities despite his opposition to immigration.
The October 5, 2026 election is the subject of several analyses. The channel NLB - FreedomNews (far right) reports the accusation that the government would use subsidies to force media to broadcast certain messages, although an interlocutor contests this point. This same channel mentions the collapse of the CAQ and the rise of the PLQ, attributed by one speaker to the immigrant vote. NLB - FreedomNews argues that the right to vote and the eligibility of people born outside Quebec should depend on the length of residence and alleges that Muslim voters would vote against Western interests by following a guide on YouTube. Paper voting is, however, mentioned as a way to limit the risks of massive fraud.
On the social level, Hugo Lecavalier compares health programs, noting that the PQ, PLQ, Québec solidaire, and CAQ would prioritize prevention, unlike the PCQ which focuses on access to care. The author argues that prevention can be a tool of control and advocates for health promotion. Meanwhile, NLB - FreedomNews claims that the Quebec system is rationed compared to those of Switzerland and Taiwan. Regarding immigration, Maxime Ouimet recounts his journey to the United States through marriage and advises against investing in catering in Florida for the E-2 visa. He alleges the existence of scams by members of the French community selling unprofitable franchises, specifying that bankruptcy leads to the cancellation of the residence permit.
In the United States, concerns are expressed about the integrity of the midterm elections. The channel Legal AF (left) reports an event in Manhattan where speakers accuse Donald Trump and the Republicans of wanting to suppress the right to vote through the closure of polling stations and cyber vulnerabilities. To counter this, calls to mobilize volunteers and prioritize early voting are launched. Furthermore, the channel MeidasTouch (left) analyzes Donald Trump's influence on Ken Paxton in Texas, arguing that Trump is an electoral handicap. MeidasTouch mentions a secret recording where Ken Paxton allegedly recognizes Trump's negative impact on his polls, while citing a Fox News poll placing James Tallarico in the lead.
Topics of the claims in 339 records: Institutions and democracy (18%), Economy and labour (14%), 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.
Writings attributed to Jordan Bardella are the subject of a sharp controversy. Mediapart as well as the left-wing channels Clément Viktorovitch and Paroles D'Honneur claim that these texts are antisemitic and conspiracy-minded. Jordan Bardella and Marine Le Pen deny these accusations and denounce manipulations. For their part, the far-right channels Psyhodelik and Kroc Blanc - FDENEWS present the matter as a political execution. The channel PaduTeam suggests, however, that Marine Le Pen could use this situation to remove Jordan Bardella from the political scene.
Blockade movements in high schools are interpreted in divergent ways. BLAST, Le souffle de l'info and Jean Massiet Replay, left-wing channels, attribute these mobilizations to a lack of resources and denounce police violence. Conversely, the far-right channels OMERTA and Psyhodelik describe these actions as riots or an Islamo-Marxist insurrection orchestrated by LFI. A testimony published on OMERTA provides a nuance by specifying that the blockades specifically aim to denounce defective equipment.
Gender relations and health campaigns are questioned by several actors. Sana Nova and The Blind Spot, from the manosphere, argue that contemporary feminism seeks to dominate men. Killian Sensei - L'HEYOKAGE, also from the manosphere, criticizes the hypersexualization of women and advocates for polygyny. At the same time, the Pink October campaign is described as a commercial scam by Pragmatik Man, while Mediapart, a left-wing channel, sees it as marketing recovery.
Economic visions clash over taxation and education. Yomi Denzel and Jonathan Hatchi, of libertarian orientation, advocate for AI-based teaching and criticize taxation they deem penalizing for entrepreneurship. In contrast, Mediapart and Jean Massiet Replay denounce an austerity budget that would favor companies at the expense of social needs. El Rayhan, a far-right channel, opposes the taxation of billionaires.
On the domestic front, Vincent Lapierre and GEORGES link the rise in crime to migratory flows. La Sanction supports the existence of systemic anti-white racism and calls for the abolition of public service media. Regarding international affairs, OMERTA accuses the EU of using Russia as a diversion and claims that the bombing of Kramatorsk is a false flag operation. Idriss J. Aberkane, Ph.D x3 denounces the dehumanization linked to AI used by the Israeli army in Gaza, while Castor Carnassier links inflation to the preparations for a third world war.
Finally, Action Vitale claims that evidence of American interference in Quebec is weak. Frontières mentions the possibility of a majority for the Parti Québécois. Furthermore, OMERTA analyzes the influence of fuel prices on the American election scheduled for November 3, 2026.
The publication by Le Média of a video dated September 17 shows Raphaël Glucksmann criticizing Ségolène Royal as well as Marine Le Pen and Jean-Luc Mélenchon, whom he describes as "mega out of touch" on the economy. According to the channel PaduTeam (left), this leak was orchestrated by Boris Vallaud and François Hollande to harm Raphaël Glucksmann. Ségolène Royal denounces the "appalling sexism" of these remarks and links her removal from her ambassador post to her criticism of the repression of the yellow vests, a version contested by PaduTeam. Jean-Luc Mélenchon highlights the contradiction between these remarks and Raphaël Glucksmann's public discourse on the "brutalization" of debate. In this same video, a speaker describes Raphaël Glucksmann as "out of touch" and claims that the National Rally's pact is "racist" and leads to an "apartheid."
At the same time, the channel Kroc Blanc - FDENEWS (extreme right) comments on an exchange between Vincent Lapierre and a communist militant. The latter argues that violence in the suburbs is fostered by social misery and denounces the failure of the institutional system as well as racism. The Kroc Blanc - FDENEWS videographer rejects these arguments, claiming that the massive reception of precarious populations encourages the establishment of violence on the territory. He also maintains that communist regimes systematically lead to human and economic catastrophes.
Topics of the claims in 221 records: Institutions and democracy (17%), Security and justice (14%), Education and culture (13%), 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 decline of the entrepreneurial sector and the departure of manufacturers to the United States are subject to sharp criticism. Maxime Ouimet, associated with the far-right orientation, attributes this situation to a lack of flexibility and predicts an economic bankruptcy more severe than that of 1929 under Justin Trudeau's government. For its part, NLB - FreedomNews, also of a far-right orientation, links this decline to regulation and "leftist mentalities," claiming that immigration and taxes stagnate the Canadian GDP. Maxime Ouimet also notes that French-speaking companies based in Florida suffer from a "political war" between the two countries as well as the effects of the exchange rate. Meanwhile, NLB - FreedomNews denounces the doubling of the Canadian debt and criticizes the 2021 Quebec law on psychological risks at work, judging that it hinders business creation.
Artificial intelligence is sparking existential concerns and political controversies. Daniel Pilon Chroniqueur Libre-Penseur, of the conspiracy theory orientation, and NLB - FreedomNews, of the far-right orientation, warn about the dangers of AI for infrastructure. Maxime Ouimet argues that superintelligence will only benefit the elites. Meanwhile, Actualité Politique Du Québec and NLB - FreedomNews report accusations of deception regarding the use of AI by Éric Duhaime. The latter nuances these claims by admitting to having used the tool to structure his book. On a different note, Daniel Pilon claims that warnings about the dangers of AI are actually a political hoax intended to frighten the public.
Political and electoral management in Quebec is contested on several fronts. NLB - FreedomNews criticizes a voting guide intended for Muslims and suggests removing the right to vote for voters who fail a political quiz. The President of the Association de l'Union-Nationale denounces the DGEQ's lawsuits, calling them "abusive remedies." In parallel, Actualité Politique Du Québec reports Paul-Saint-Pierre Plamondon's proposals on freezing elected officials' salaries as well as the Conservative Party's plan for increased penal firmness. Internationally, NLB - FreedomNews advocates for a moratorium on immigration to Canada and describes a Dubai-Tel Aviv aerial incident as a jihadist attack linked to Iran, while Maxime Ouimet claims that French laws on hate speech aim to censor criticisms of immigration.
Climate discourse is presented as a tool for control. Theovox tv, of the far-right orientation, claims that climate is a "false religion" of globalists aiming to establish governance via ESG criteria. Daniel Pilon Chroniqueur Libre-Penseur alleges that the World Economic Forum is organizing the rise in fuel prices to control populations. On the health front, Actualité Politique Du Québec reports the testimony of a detective suggesting a link between vaccination and six unexplained infant deaths. Finally, Actualité Politique Du Québec mentions the announcement of the Pacific Link pipeline by Mark Carney and accuses Health Canada of lacking independence from the CropLife lobby.
Analyses diverge on the evolution of social behaviors. Le Verbe médias, of the culture orientation, examines the decline in sexual activity among Generation Z in the United States and reports that a worker perceives the PQ's school secularism as "state atheism." Camron Diffusion, of the manosphere orientation, attributes female celibacy to feminist ideology and excessive selectivity. Finally, Hugo Lecavalier, also from the manosphere, argues that behavioral flexibility allows one to remain consistent in the face of fitness obsessions.
On the eve of the October 5 elections in Quebec, the channel NLB - FreedomNews reports on discussions regarding the government's influence over the media. One speaker claims that the state uses subsidies to force media outlets to broadcast certain messages, creating an unhealthy situation, although his interlocutor disputes this position. Regarding electoral trends, the channel mentions a supposed collapse of the CAQ and a rise for the Liberal Party. This dynamic is said to be driven by the immigrant vote and opposition to the PQ. However, the paper voting system is presented as a means of limiting the risks of massive electoral fraud.
At the same time, Maxime Ouimet recounts his journey to immigrate to the United States. He argues that student visa procedures were blocked and a source of uncertainty, making it impossible to lead a normal life, particularly during the health crisis. According to him, marrying his partner was a relevant solution to facilitate access to work and local settlement, leading to the abandonment of his student visa application in favor of a "green card" application.
Topics of the claims in 70 records: Economy and labour (27%), Institutions and democracy (19%), Immigration (10%), Health (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.
Donald Trump promises a payment of 5,000 dollars to Republican voters. Brian Tyler Cohen, from a left-wing orientation, describes this measure as a "bribe," while legal experts cited by the same creator consider the operation an illegal purchase of votes. Meanwhile, MeidasTouch, also left-wing, claims that Donald Trump is experiencing rapid cognitive decline and describes him as the most corrupt leader in history, although the channel reports that a dissenting voice views him as the savior of Western civilization. MeidasTouch further rejects the candidate's claims regarding an alleged Chinese psychological operation targeting data centers.
Tensions with Iran are manifested by the depletion of THAAD missiles and the bombing of a school in Minab, which Breaking Points, from a culture orientation, describes as a war crime. This channel reports that Iran would be using American debt to destabilize the U.S. economy. For its part, MeidasTouch mentions the existence of secret oil negotiations involving Jared Kushner and argues that Donald Trump is manipulable by Vladimir Putin. Regarding nuclear issues, Tuckercarlson, from an extreme-right orientation, reports that the new nuclear doctrine lowers the threshold for weapon deployment. Additionally, Breaking Points expresses skepticism about Iran's involvement in the arrest of suspects near Fairford base, citing the absence of explosives and a denial by Minister Araghchi.
The Cornell 7 case pits diverging views against each other regarding the guilt of men accused of gang rape. Harryjsisson, from a left-wing orientation, claims that messages published by ABC News prove their guilt and reports that the plaintiff is subject to doxing and threats. Conversely, Ben Shapiro, from a conservative right orientation, argues that no legal evidence exists and claims that the plaintiff modified her version of the facts. Ben Shapiro also criticizes the intervention of Governor Kathy Hochul, which he presents as a reaction to popular pressure.
The September 2026 employment report, indicating the creation of 29,000 jobs against 90,000 expected, is interpreted by Brian Tyler Cohen as an economic slowdown. He attributes rising prices to tax cuts for billionaires and tariffs, while the Trump administration describes the economy as "perfect." Breaking Points, however, notes disillusionment among voters regarding the price of diesel and hygiene products, linking these increases to tariffs on Canadian wood and pulp. Furthermore, Ben Shapiro, from a conservative right orientation, denounces the state interventionism of the "big government" promoted by J.D. Vance, claiming that it causes inflation.
AI regulation is subject to criticism from Breaking Points, which denounces the voluntary security agreement between Donald Trump and industry leaders as "self-policing." The channel reports that Ro Khanna is proposing a law to ban recursive self-improvement in AI, while Bill Gates considers AI to be the most dangerous invention in history. Additionally, the co-founder of Anthropic argues that AI could possess a "personhood."
Topics of the claims in 48 records: Institutions and democracy (24%), Economy and labour (19%), International affairs (14%), Security and justice (11%).
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 112 videos in October 2026. Each video counts once. Since 2016
Mean over 70 videos in October 2026. Each video counts once. Since 2016
Mean over 26 videos in October 2026. Each video counts once. Since 2016
Mean over 12 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 2 videos in October 2026. Each video counts once. Since 2016
Mean over 95 videos in October 2026. Each video counts once. Since 2016
Mean over 58 videos in October 2026. Each video counts once. Since 2016
Mean over 26 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 12 videos in October 2026. Each video counts once. Since 2016
Mean over 12 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
Content in preparation. It will appear here as soon as it is ready.
122 videos removed in 120 days; a video transcribed before its removal keeps its record.
111 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