France
87 YouTube · 2 TikTok- 89
- channels
- 48.7k
- videos
- 22.9k
- transcribed
- 12.6M
- comments
Channel orientations
Most viewed
- BLAST, Le souffle de l'info460M
- Psyhodelik187M
- Naj B Fit160M
YOUPOL
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.
Seven days of content on YouTube and TikTok · 30 September to 6 October 2026
Political YouTube and TikTok, the last week in brief
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.
- 607
- videos published
- 586
- transcribed
- 322
- records
- 188
- hours of speech
- 76.2M
- views
- 348
- videos published
- 334
- transcribed
- 216
- records
- 124
- hours of speech
- 13.3M
- views
- 89
- videos published
- 83
- transcribed
- 61
- records
- 26
- hours of speech
- 53.9k
- views
- 169
- videos published
- 168
- transcribed
- 45
- records
- 38
- hours of speech
- 62.8M
- views
The synthesis of the week
France, Quebec and United States · 30 September – 6 October 2026
Period
The synthesis proposed by our local model · last 7 days
Investigation into Jordan Bardella's writings and AI bill in the United States
France Mediapart reports that antisemitic writings and links to Alain Soral are attributed to Jordan Bardella between 2013 and 2015. The elected official denies authorship of these remarks and denounces a deceptive operation. The channel claims that the Rassemblement National uses diversion to hide the party's original ideology.
Vincent Lapierre documents a rise in delinquency and burned cars in La Souterraine in Creuse. The videographer claims that the State no longer respects the social contract because taxes no longer guarantee security. An interviewee in the report attributes these disturbances to migrants.
GoldenBoy relates his experience during student mobilizations in Saint-Denis and at Paris 8 University. He claims to have been insulted by protesters and validates the police intervention against rioters. The videographer attributes the youth's indiscipline to a failure in parental education and the influence of TikTok.
Quebec Daniel Pilon and his guests react to the increase in fuel prices in Ontario and Quebec. A guest argues that this situation results from a World Economic Forum plan to crush the supply chain by 2030. The channel claims that Donald Trump is manipulated by those controlling prices.
Le Verbe médias discusses a survey on the decline in sexual intercourse frequency among Generation Z in the United States. The debate also addresses Parti Québécois proposals on secularism in primary schools. An interviewee argues that the ban on religious symbols infringes on freedom of conscience.
Camron Diffusion comments on testimonies from women expressing loneliness regarding dating. 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 stripped women of their seduction tools.
United States Breaking Points presents Representative Ro Khanna's bill aiming to ban the recursive self-improvement of artificial intelligence. The lawmaker advocates for the creation of an independent security agency to regulate tech billionaires. He also denounces links between certain tech leaders and Jeffrey Epstein.
Summary generated by our model
- Report on insecurity and the state of neighborhoods in La Souterraine, Creuse
- Presentation of a non-verbal language used in gyms
- Analysis of Mediapart's revelations regarding Jordan Bardella's writings
- Confused discussion between several people regarding the origin of an act
- Controversy over the authenticity of writings attributed to Jordan Bardella
- Analysis of the Jobs Report and Donald Trump's Activities
- Sociological and Political Analysis of the Veil in France
- Representative Ro Khanna proposes legislation to regulate artificial intelligence
- Analysis of a Voluntary AI Safety Agreement with Donald Trump
- Philosophical and Social Analysis of High School Riots and the Yellow Vests
- Analysis of the Diesel Price Crisis and the Russian Threat in France
- YouTuber GoldenBoy reports his experience during student protests
- Analysis of far-right rhetoric and actions and the Macron government
- Intervention of Aymeric Caron during the blockade of Jacques Decour High School
- Debate on the use of artificial intelligence in military targeting in Gaza
- High school mobilizations and blockades regarding teaching conditions
- Critique of the school system and proposal for practical learning
- Analysis of Jean-Luc Mélenchon and Marine Tondelier's reactions to the Bardella affair
- Analysis of Mediapart's revelations regarding Jordan Bardella and the National Rally
- Analysis of Mediapart revelations regarding Jordan Bardella's remarks
- Discussion on high school blockades and the government response
- Debate on Mediapart's revelations concerning Jordan Bardella
- Analysis of financial management differences between the rich and the poor
- Analysis of Marine Le Pen's Career and Controversies Surrounding Jordan Bardella
- Debate on the teaching of slave trades in the educational system
- Analysis of the public image and controversies surrounding actress Sydney Sweeney
- Analysis of police reports on high school mobilizations in Seine-Saint-Denis
- Analysis of Mediapart's evidence regarding Jordan Bardella's messages
- Damage to healthcare workers' vehicles in a small town
- Testimony on property damage and judicial impunity
- Dog theft at a shelter in Mougin and conviction of the perpetrator
- Debate on blockade movements and violence in high schools
- Analysis of the debt crisis and energy challenges in France
- Analysis of a migratory crisis in Ceuta and accusations against Morocco
- Analysis of youth movements and safety advice during protests
- Critique of Squeezie's support for high school student blockade movements
- Commentary on blockades and violence in French high schools
- Debate on the austerity budget and the parliamentary strategy of the left
- Analysis of antisemitism accusations by Mediapart against Jordan Bardella
- Commentary on high school vandalism and criticisms of LFI
- A video creator's analysis of violence during a high school student movement
- Commentary on high school blockades and urban violence in France
- Comments on student blockades and damages in high schools
- Compilation of sequences on religious demonstrations and social interactions
- Analysis of a Mediapart article on Jordan Bardella's remarks
- Analysis of the Impact of the Iran Conflict on the US Midterm Elections
- Debate on social determinism and investments in the 93 department
- Yomi Denzel questions the usefulness of the school system
- Reaction to Mediapart's revelations regarding Jordan Bardella's former tweets
- Comments on an investigation into Jordan Bardella and high school student mobilizations
- Debate on Billionaire Taxation and the French Social Model
- Yomi Denzel reacts to a negative paternity test
- Yomi Denzel responds to accusations regarding his political communication strategy
- Analysis of societal decline and risks of global conflict
- Analysis of the political dimension of Tiakola's album W.M
- Satirical discussion on the use of artificial intelligence by an author
- Discussion on high school blockades in Île-de-France and police violence
- Analysis of Women's Difficulties Regarding Dating and Celibacy
- Analysis of blockades and violence in French high schools in 2026
- Debate between two individuals on the concept of national priority
- Debate on the drifts of feminism and male-female relationships
- Analysis of the political agenda and revelations regarding Jordan Bardella
- Discussion on online business strategies and coaching
- Debate on climate change and the political influence of climate
- Critique of the differentiated treatment of physical contact based on gender
- Critique of the Pink October campaign and breast cancer screening
- The video creator denounces a formal notice from Élections Québec
- Yomi Denzel speaks on the definition of racism
- A subscriber's reaction to mistrust between men and women
- Discussion on rising fuel prices and tensions in the transport sector
- Analysis of statistical reasoning on neonaticides and sexual violence
- Analysis of La Cordee's bankruptcy and business relocation advice
- Comments on Political and Technological News in Canada and the United States
- Analysis by a speaker on the future situation in Canada
- Analysis of War Risks in Europe and Promotion of a Teaching Training Course
- Reflection on false accusations of sexual touching and the presumption of innocence
- Killian Sensei's analysis of telegony and polygyny
- Gen Z Sexual Habits, Quebec Secularism, and Muse AI Assistant
- Videoblogger's analysis of the political situation in Canada and France
- Critique of traditional marketing and promotion of relocation services to Florida
- Presentation of a free digital directory for French-speaking entrepreneurs in Florida
- Campaign Review and Electoral Proposals of Éric Duhaime
- Announcement of the Pacific Link Pipeline Project to the Canadian West Coast
- Exchange between a journalist and Duhaime on asylum seekers in Quebec
- Press conference by Paul-Saint-Pierre Plamondon in Quebec City at the end of the campaign
- Ottawa Detective Reports Rise in Unexplained Infant Deaths
- Analysis of Quebec political parties' electoral promises for families
- The Parti québécois presents its plan for the first 100 days of government
- A video creator's critique of the Pink October awareness campaign
- Critique of Canada's Budgetary Management and Economic Growth
- Commentary on the conviction of a woman for inciting racial hatred
- Testimonial on psychological coaching to overcome fitness obsession
- The video creator comments on Operation Kill Switch and the interception of two ships
The synthesis proposed by our local model · 4 October 2026
AI Integration in Education and the National Priority Debate
The integration of artificial intelligence in educational and creative fields sparks diverging positions. Yomi Denzel, from a libertarian orientation, argues that schools must evolve to integrate AI through the resolution of concrete problems rather than seeking to limit the use of the tool. From a different perspective, the channel Kroc Blanc - FDENEWS, from an extreme right orientation, claims that AI allows for the production of websites and visual content on a low budget, tools he specifically uses to accompany the release of his album.
Automation and digital marketing strategies
Commercial automation is presented as a lever for growth and profitability. Jonathan Hatchi, from a libertarian orientation, promotes the use of agentic AI to automate customer acquisition, provided that the commercial offer is already validated. He simultaneously criticizes French taxation, specifically VAT, which he considers a hindrance to profitability compared to the American model. In Quebec, Maxime Ouimet, from an extreme right orientation, considers paper marketing obsolete and advocates for a shift to digital for its statistical precision, notably through the promotion of his Floride411.com directory for entrepreneurs in Florida.
Confrontations on national priority and ecology
The concept of national priority is the subject of an ideological clash in a video from the channel Les films à l'arrache, of a cultural orientation. One speaker defines this principle as granting priority aid to French citizens, while another participant describes it as hate speech comparable to the Vichy regime and believes that foreigners should have more rights than French citizens. Regarding the environment, the channel Mediapart, of a left-wing orientation, presents radical ecology as an approach tackling structural causes. It denounces the agricultural orientation law, calling it a dystopia, and accuses the company Syngenta of being responsible for ecocides, while asserting that the management of heatwaves reveals race and class inequalities.
Critiques of feminism and male-female relations
Male-female relationships are analyzed through the lens of an isolation crisis and ideological opposition. In Quebec, the channel Camron Diffusion, from a manosphere orientation, attributes female celibacy to excessive selectivity and claims that feminist ideology has reduced women to their physical appearance by devaluing seduction tools. In France, the channel Sana Nova, also from a manosphere orientation, argues that feminism 2.0 is waging a war against nature with the aim of destroying men. This same channel criticizes the goal of absolute independence advocated by this movement, opposing it with the principles of complementarity and interdependence within the couple.
Public activities and political professionalization
Some videos document field actions and organizational strategies for the right. The channel Frontières, from an extreme right orientation, films Sarah Knafo during meetings with people in Saint-Rémy-de-Provence. Furthermore, the channel Kroc Blanc - FDENEWS, from an extreme right orientation, recommends that right-wing individuals create their own production companies in order to professionalize their activities.
Summary generated by our model
- Analysis of Women's Difficulties Regarding Dating and Celibacy
- Debate between two individuals on the concept of national priority
- Meeting between Sarah Knafo and people in Saint-Rémy-de-Provence
- Presentation of Terrestre magazine and the stakes of radical ecology
- Debate on the integration of artificial intelligence in schools
- YouTuber Kroc Blanc presents his new album and creative projects
- Critique of contemporary feminism by video creator Sana Nova
- Critique of the concept of absolute independence in Feminism 2.0
- Critique of print marketing and promotion of a digital directory in Florida
- The personal and professional journey of Jonathan Hatchi towards nomadism
- Promotion of a webinar on personal branding and agentic AI
Topics of the claims in 322 records: Institutions and democracy (18%), Economy and labour (14%), Security and justice (12%), Education and culture (9%).
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.
France · 30 September – 6 October 2026
Period
The synthesis proposed by our local model · last 7 days
Controversy over Jordan Bardella's writings and high school mobilizations in France
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.
High school blockades and police violence
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.
Critiques of feminism and Pink October
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.
Taxation and economic policies
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.
Security, immigration and international tensions
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.
Interferences and North American elections
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.
Summary generated by our model
- Analysis of rape accusations and scandals surrounding streamer Clavicular
- Report on insecurity and the state of neighborhoods in La Souterraine, Creuse
- Presentation of a non-verbal language used in gyms
- Analysis of Mediapart's revelations regarding Jordan Bardella's writings
- Confused discussion between several people regarding the origin of an act
- Controversy over the authenticity of writings attributed to Jordan Bardella
- Exchange between MEP Anthony Smith and police during school blockades
- Sociological and Political Analysis of the Veil in France
- Debate on Mediapart's revelations concerning Jordan Bardella
- Philosophical and Social Analysis of High School Riots and the Yellow Vests
- Analysis of Nathalie Arthaud's candidacy and French political news
- Analysis of the Diesel Price Crisis and the Russian Threat in France
- YouTuber GoldenBoy reports his experience during student protests
- Analysis of far-right rhetoric and actions and the Macron government
- Satirical sequence featuring a police officer
- Intervention of Aymeric Caron during the blockade of Jacques Decour High School
- Tensions and attacks against journalists during a high school blockade in Saint-Denis
- Debate on the use of artificial intelligence in military targeting in Gaza
- High school mobilizations and blockades regarding teaching conditions
- Critique of the school system and proposal for practical learning
- Analysis of Jean-Luc Mélenchon and Marine Tondelier's reactions to the Bardella affair
- Analysis of a poll placing Jean-Luc Mélenchon in the presidential runoff
- Analysis of Mediapart's revelations regarding Jordan Bardella and the National Rally
- Analysis of Mediapart revelations regarding Jordan Bardella's remarks
- Discussion on high school blockades and the government response
- Journalist's reaction to Marine Le Pen's remarks about Mediapart
- Discussion on high school blockades and Jean-Luc Mélenchon's political strategy
- Analysis of financial management differences between the rich and the poor
- Analysis of a Christiane Taubira quote and critique of a law on slavery
- Analysis of Marine Le Pen's Career and Controversies Surrounding Jordan Bardella
- Debate on the teaching of slave trades in the educational system
- Analysis of the public image and controversies surrounding actress Sydney Sweeney
- Yomi Denzel's perspective on real estate agents in Dubai
- Analysis of police reports on high school mobilizations in Seine-Saint-Denis
- Analysis of Mediapart's evidence regarding Jordan Bardella's messages
- Damage to healthcare workers' vehicles in a small town
- Testimony on property damage and judicial impunity
- Dog theft at a shelter in Mougin and conviction of the perpetrator
- Debate on blockade movements and violence in high schools
- Analysis of the debt crisis and energy challenges in France
- Analysis of a migratory crisis in Ceuta and accusations against Morocco
- Commentary on a video showing Louis Boyard fleeing from the police
- Political reactions and speeches regarding high school riots
- Analysis of youth movements and safety advice during protests
- Critique of Squeezie's support for high school student blockade movements
- Debate on environmental causes of cancer and the influence of pesticides
- Commentary on blockades and violence in French high schools
- Debate on the austerity budget and the parliamentary strategy of the left
- Analysis of antisemitism accusations by Mediapart against Jordan Bardella
- Vivian Wilson's participation in an advertising campaign for Desigual
- Yomi Denzel speaks on the definition of racism
- Analysis of high school mobilization and antisemitism accusations against Jordan Bardella
- A doctor criticizes Medef's position on sick leave
- Analysis of the Economic and Legal Model of the OnlyFans Platform
- Analysis by a video creator and a speaker on riots and urban violence
- Analysis of Iranian Geopolitics and Society with Morgan Lotz
- Commentary on high school vandalism and criticisms of LFI
- A video creator's analysis of violence during a high school student movement
- Altercation and gendarmerie intervention in La Souterraine
- Analysis of a political tension between Jordan Bardella and Marine Le Pen
- A video creator's reaction to NPA activist videos
- Review of the movie Digger and analysis of its political message
- Analysis by YouTuber Omerta on French, British, and International Current Affairs
- Commentary on high school blockades and urban violence in France
- Comments on student blockades and damages in high schools
- Compilation of sequences on religious demonstrations and social interactions
- Commentary on high school protest movements and the political situation
- Debate between two people on the concept of national priority
- Critique of a video featuring Thomas Portes during high school student mobilizations
- Comments on violence during a high school blockade movement
- Commentary on the destruction of a statue of the Virgin Mary in Corsica
- Analysis of a controversy regarding a mole within the National Rally
- Analysis of antisemitic remarks attributed to Jordan Bardella
- Commentary on Squeezie's support for student movements and urban violence
- Analysis of a controversy over antisemitic remarks attributed to Jordan Bardella
- YouTuber Psyhodelik takes a twelve-axis political orientation test
- Analysis of a Mediapart article on Jordan Bardella's remarks
- Presence of Uni militants at Place de la République in Paris
- Blockade of the Henri-IV High School in Paris by protesters
- The trial of Robert Ménard for his refusal to perform a marriage
- Analysis of the Impact of the Iran Conflict on the US Midterm Elections
- Critique of luxury and financial collections within certain religious institutions
- Song about marginality and social judgment within a village
- Commentary on an interview with streamer Emodem regarding her mental health
- Analysis of the popular success of Pope Leo XIV's visit to France
- Debate on social determinism and investments in the 93 department
- Yomi Denzel questions the usefulness of the school system
- Analysis of a Mediapart investigation into Jordan Bardella's writings
- Criticism of Squeezie for using AI to target Astérion
- Analysis of student mobilizations in France and elections in Quebec
- Advice on protesters' rights during police custody
- Interview with Emmanuel Marre on his film Notre Salut and collaboration
- Testimony of a resident of Creuse on the social climate in the countryside
- Analysis of the Alstom sale inquiry commission with Romain Marleix
- Advice on how to stop being affected by the gaze of others
- Commentary on high school blockades and violence in France
- Critique of the French school system and reform proposals by Yomi Denzel
- Analysis of France's Maritime Strategy and Sovereignty Issues
- Reaction to Mediapart's revelations regarding Jordan Bardella's former tweets
- Analysis of the National Education system with Claude Meunier-Bertelot
- Comments on an investigation into Jordan Bardella and high school student mobilizations
- Commentary on accusations against Jordan Bardella and criticisms of La France insoumise
- Debate on Billionaire Taxation and the French Social Model
- Comments on violence and blockades in French high schools
- Analysis of a Mediapart investigation on Jordan Bardella and high school blockades
- Analysis of Propaganda and American Influence in Ukraine
- Yomi Denzel reacts to a negative paternity test
- Yomi Denzel responds to accusations regarding his political communication strategy
- Interview with Christine Kelly on her journalistic career and commitments
- Report on the security situation in the Souterraine neighborhood
- Analysis of societal decline and risks of global conflict
- Report on Gabriel Attal's thousand bistros tour
- Analysis of a street interview on anti-white racism and ethnic identity
- Reactions to Mediapart's revelations about Jordan Bardella
- A teacher's reflections on pedagogy and the management of violence
- Analysis of La France Insoumise's role in high school student mobilizations
- The video creator criticizes violence during high school blockades
- Analysis of the political dimension of Tiakola's album W.M
- Commentary on the assault of a policewoman in Paris and the role of women in the police
- Satirical discussion on the use of artificial intelligence by an author
- Investigation into Essure sterilization implants and their complications
- Analysis of Donald Trump's American Sanctions Against Cuba
- Comments on high school blockades in Île-de-France and associated violence
- Critique of Antoine Léaumont and La France Insoumise regarding high school violence
- Discussion on the National Rally and the legitimacy of immigrant residency
- Discussion on high school blockades in Île-de-France and police violence
- Presentation and test of the DestroySpriteFusion.com website
- Critique of Antoine Léaumont and the Left regarding the Pope's visit to France
- Criticism of the cost and profile of security guards in Creuse
- Observation of the dilapidated state of certain urban buildings
- High school students' protest against phone bans and school conditions
- Analysis of the difficulties faced by men in 2026
- Analysis of high school protests and violence in France
- Omerta's analysis of French, British, and international current affairs
- Observation of business damages in a town
- Killian Sensei's analysis of telegony and polygyny
- Observation of vehicle damage in a parking lot in La Souterraine
- Account of an act of cruelty towards an animal in the Var
- Analysis of high school riots and the responsibility of La France Insoumise
- Commentary on a police officer's complaint against Bali Bagayoko
- Discussion on the link between tax payments and public security
- The video creator gifts a luxury car and pays a restaurant bill
- Debate on national priority and the analogy with the Vichy regime
- Analysis of blockades and violence in French high schools in 2026
- Historical and Sociological Analysis of French Identity and the State
- A high school student's testimony on a school blockade and police interventions
- Analysis of the communication strategy of La France Insoumise and the RN
- Analysis of high school riots and the responsibility of the La France Insoumise party
- Analysis of high school riots and the profile of participants
- The planned report to the prosecutor regarding Mediawan's shareholding
- Debate on the political appropriation of bodybuilding by men
- Discussion on artificial intelligence and video game development
- Street interview on left-wing Christianity and ecology
- Proposal for the installation of highway mini-hotels in France
- Debate between two individuals on the concept of national priority
- Debate on the drifts of feminism and male-female relationships
- Analysis of the Geopolitical Situation in Lebanon and the Middle East
- Analysis of Male-Female Relations and the Behavior of French Women
- Analysis of the political agenda and revelations regarding Jordan Bardella
- Debate on thermostat temperatures and gender inequalities
- Analysis of police violence and tensions during a high school student movement
- Presentation of a documentary on the city of Najaf and Shiism
- Analysis of a FlyDubai aviation incident and discussions on the Ukrainian conflict
- Spectators' testimonials after a theater performance
- Announcement of an investigation into MediaOne's shareholding and the KKR fund
- Discussion on rejection criteria when meeting women
- Position on the expulsion of preachers advocating a literal reading of Islam
- Discussion on online business strategies and coaching
- Commentary on Bali Bagayoko's remarks and urban violence in France
- Nostalgic analysis of the video game Phantasy Star Online and criticism of Sega
- The potential impact of a conflict with Iran on the midterm elections
- Debate on the Pesticide Industry and the October 3rd Mobilization
- Critical analysis of Raphaël Enthoven's book L'Esprit Artificiel
- The video creator shares his impressions of the autumn season and nature
- A passerby expresses disinterest in politics and a feeling of betrayal
- A subscriber's reaction to mistrust between men and women
- Discussion on selection criteria and the relationship with money in couples
- Christine Kelly's intervention on racism and diversity in the media
- Analysis of historical relations between the United States and Cuba
- Denunciation of police violence against minors
- The creator's analysis of Russia's economic recovery
- Debate on the Russian threat and military strategy in Europe
- Meeting between Sarah Knafo and people in Saint-Rémy-de-Provence
- Critique of the current state of National Education and a call for a return to knowledge
- Presentation of Terrestre magazine and the stakes of radical ecology
- Reflections on the use of the terms Nazi and Fascist in political discourse
- Critique of contemporary feminism by video creator Sana Nova
- Debate on the decline of chivalry and the evolution of male-female relationships
- Safety tips for protesters facing law enforcement in France
- Uni action against the blockages of the Henri IV high school in Paris
- Debate on the integration of artificial intelligence in schools
- Critique of the differentiated treatment of physical contact based on gender
- Analysis of War Risks in Europe and Promotion of a Teaching Training Course
- Speaker's analysis of the relationship between secularism and Christianity in France
- Critique of the influence of lobbies and pesticides on public health
- Videomaker's reaction to physical preferences and accusations of fatphobia
- Analysis of the 2027 budget and comments on French political news
- Christine Kelly discusses the awards she received and the criticism she faced
- The personal and professional journey of Jonathan Hatchi towards nomadism
- Critique of the Pink October campaign and breast cancer screening
- Abbé Raffray criticizes the comparison between a prayer and a football match
- A creator's advice on gaining respect from women
- The video creator calls for vigilance regarding societal transformations
- Reflection on the double standard regarding boundaries in relationships
- Critique of the concept of absolute independence in Feminism 2.0
- Videomaker's analysis of the legitimacy of misandry and misogyny
- Analysis of the American Deep State's influence on European elites
- Firefighters protest in Paris to denounce lack of resources
- YouTuber Kroc Blanc presents his new album and creative projects
- Analysis of statistical reasoning on neonaticides and sexual violence
- Critique of the feminist program and male-female relationships
- Reflection on false accusations of sexual touching and the presumption of innocence
- A video creator's critique of the Pink October awareness campaign
- Promotion of a webinar on personal branding and agentic AI
- Analysis of American Interference Allegations and Canadian Trade Agreements
- Questioning the media coverage of an article on American interference
The synthesis proposed by our local model · 4 October 2026
Clashes over National Priority and the Use of AI in Education
The concept of national priority is the subject of an ideological clash on the channel Les films à l'arrache. One speaker defines this principle as priority aid for French citizens and argues that preferring foreigners over French people is akin to following Pétain's logic. Conversely, another speaker describes national priority as "hate speech" comparable to the Vichy regime and asserts that foreigners should have more rights than French citizens.
Artificial Intelligence in Education and Business
The impact of artificial intelligence is analyzed from several angles. Yomi Denzel argues that schools should evolve toward solving concrete problems with AI rather than maintaining handwriting for assimilation. In the entrepreneurial field, Jonathan Hatchi asserts that agentic AI allows for the automation of customer acquisition, provided that the commercial offer is already validated. Meanwhile, Kroc Blanc - FDENEWS mentions the use of AI to reduce costs for creating websites and visual clips.
Social, Environmental, and Feminist Critiques
On a social and environmental level, Mediapart presents radical ecology as a struggle against structural causes, citing the company Syngenta as responsible for ecocides and describing the "agricultural orientation law" as a "dystopia." The channel also analyzes the management of heatwaves as a political phenomenon revealing "class" and "race" inequalities. Simultaneously, Sana Nova criticizes "feminism 2.0," claiming that it seeks to destroy men and promotes an absolute independence contrary to the mutual interdependence between men and women.
Economy, Patriotism, and Public Activities
Economic and national stakes are addressed by Jonathan Hatchi, who considers French taxation to be penalizing compared to the United States and deplores a lack of patriotism among French people. Kroc Blanc - FDENEWS encourages right-wing individuals to create production companies to professionalize their activities. Finally, the channel Frontières reports that Sarah Knafo held a book signing in Saint-Rémy-de-Provence, while Kroc Blanc presented a new album and plans a children's book and a documentary on Hugo II.
Summary generated by our model
- Debate between two individuals on the concept of national priority
- Meeting between Sarah Knafo and people in Saint-Rémy-de-Provence
- Presentation of Terrestre magazine and the stakes of radical ecology
- Debate on the integration of artificial intelligence in schools
- YouTuber Kroc Blanc presents his new album and creative projects
- Critique of contemporary feminism by video creator Sana Nova
- Critique of the concept of absolute independence in Feminism 2.0
- The personal and professional journey of Jonathan Hatchi towards nomadism
- Promotion of a webinar on personal branding and agentic AI
Topics of the claims in 216 records: Institutions and democracy (17%), Security and justice (14%), Education and culture (13%), 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.
Quebec · 30 September – 6 October 2026
Period
The synthesis proposed by our local model · last 7 days
Entrepreneurial Decline in Canada and Controversies over Éric Duhaime's Use of AI
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.
Risks and Uses of Artificial Intelligence
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.
Governance and Electoral Reforms
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 and Global Theories
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.
Society and Customs
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.
Summary generated by our model
- Analysis of Women's Difficulties Regarding Dating and Celibacy
- Debate on climate change and the political influence of climate
- The video creator denounces a formal notice from Élections Québec
- Discussion on rising fuel prices and tensions in the transport sector
- Analysis of La Cordee's bankruptcy and business relocation advice
- Analysis of trade tensions between the United States and Canada and miscellaneous news
- Analysis of an aerial attack and economic and political situation in Quebec and Canada
- Comments on Political and Technological News in Canada and the United States
- Analysis by a speaker on the future situation in Canada
- Analysis of Quebec Elections, AI Risks, and Security Situation in France
- Analysis of an attempted aerial attack and critique of the Quebec electoral system
- Christine Fréchette and Éric Girard warn of the economic risks of a referendum
- The creator's analysis of the risks of super intelligence and AI
- Analysis of Existential Risks and Political Stakes of Artificial Intelligence
- Gen Z Sexual Habits, Quebec Secularism, and Muse AI Assistant
- Videoblogger's analysis of the political situation in Canada and France
- The video creator presents an interview with a man named Sébastien
- Election campaign review by Prime Minister Christine Fréchette
- Critique of traditional marketing and promotion of relocation services to Florida
- Discussion on the economic exodus of Canadians to the United States
- Presentation of a free digital directory for French-speaking entrepreneurs in Florida
- Campaign Review and Electoral Proposals of Éric Duhaime
- PSPP questions nutritional quality and food regulation in Quebec
- Discussion on the economic exodus of Canadians to the United States
- Announcement of the Pacific Link Pipeline Project to the Canadian West Coast
- Exchange between a journalist and Duhaime on asylum seekers in Quebec
- Exchange on a person's immigration journey and passion
- The decline in the number of entrepreneurs in Quebec
- Discussion on the choice to immigrate to the United States rather than Quebec
- Press conference by Paul-Saint-Pierre Plamondon in Quebec City at the end of the campaign
- Criticism of Global Affairs Canada and the Lieutenant Governor's budget
- Presentation of the Floride411.com digital directory for French-speaking entrepreneurs
- Ottawa Detective Reports Rise in Unexplained Infant Deaths
- Analysis of Quebec political parties' electoral promises for families
- The Parti québécois presents its plan for the first 100 days of government
- Critique of print marketing and promotion of a digital directory in Florida
- Analysis of the decline in the number of entrepreneurs in Quebec
- Critique of Canada's Budgetary Management and Economic Growth
- Interview with the leader of the Quebec Liberal Party at the end of the election campaign
- Commentary on the conviction of a woman for inciting racial hatred
- Parti québécois promise funding for drinking water in Arthabaska-L'Érable
- Publication and fragmentation of a GitHub token by an artificial intelligence
- Testimony of a former paramedic on her difficulties accessing care and benefits
- Testimonial on psychological coaching to overcome fitness obsession
- Presentation of Québec solidaire's proposals for families and AI
- Comments on Conservative Candidates and Vaccination
- Discussion on the choice to immigrate to the United States rather than Quebec
- Analysis of the decline in sexual activity among young Americans
- Critique of Christian Bégin's message of support for Ruba Ghazal
- Critique of Emmanuel Macron's remarks on the economic consequences of Brexit
- Comments on the 2022 Quebec electoral campaign
- Debate on the abolition of the Santé Québec agency by the Parti Québécois
- Analysis of the meteorological situation and warning against false information
- Analysis of the rise of the Conservative Party of Quebec and political comparisons
- The utility of a shareholders' agreement for partner protection
- The video creator advocates for a moratorium on immigration in Canada
- Analysis of psychological risks at work and the new law in Quebec
- Discussion on the application of a new law on mental health in the workplace
- Commentary on free Bixi bikes during Quebec provincial elections
- The video creator comments on Operation Kill Switch and the interception of two ships
- Account of immigration procedures and obtaining a US green card
The synthesis proposed by our local model · 4 October 2026
Critique of Female Celibacy and Promotion of Digital Marketing in Florida
Female celibacy and relationship difficulties in 2026 are analyzed on the Camron Diffusion channel. Based on testimonies from women deploring loneliness and the low quality of profiles on dating apps, the videographer claims that this celibacy results from a rejection of average men in favor of inaccessible profiles. According to this manosphere-oriented channel, feminist ideology has devalued traditional seduction tools, reducing women to their physical appearance alone. The videographer argues that the independence promoted by feminism inevitably leads to social and family isolation as women approach their forties.
Digital Marketing in Florida
In parallel, the Maxime Ouimet channel, categorized as far-right, criticizes the obsolescence of print advertising newspapers, describing them as the "dinosaur generation." The videographer claims that this model lacks automation and precise performance measurements. He contrasts this system with digital marketing and algorithms, which he argues allow for the tracking of impressions and leads. In this context, Maxime Ouimet promotes his digital directory Floride411.com for French-speaking entrepreneurs in Florida, arguing that organic visibility and geolocation are more profitable than traditional local advertisements.
Summary generated by our model
Topics of the claims in 61 records: Economy and labour (29%), Institutions and democracy (18%), Technology (10%), Immigration (9%).
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 States · 30 September – 6 October 2026
The synthesis proposed by our local model · last 7 days
Financial Promises of Donald Trump and International Tensions with Iran
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.
Conflicts and Relations with Iran and Russia
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.
Rape Accusations at Cornell University
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.
Economic Situation and Job Market
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.
Regulation of Artificial Intelligence
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."
Summary generated by our model
- Debate on the causes of the invasion of Poland and the role of the UK
- Stavros Halkias' reaction to criticisms against Hasan Piker
- Interview with fighter Sean Sharaf on MMA, geopolitics, and AI
- Commentary on text messages in the Cornell 7 case
- Analysis of a Donald Trump speech in Dayton, Ohio
- Analysis of the Fragility of United States Interceptor Missile Stockpiles
- Analysis of Escalation Threats Between Ukraine and Russia and Oil Negotiations
- Analysis of Donald Trump's speech in Ohio and political critiques
- Legal analysis of Donald Trump's promise to pay 5,000 dollars to voters
- Analysis of Donald Trump's promise of financial payments to citizens
- Hasan Piker's reaction to a Fox News report
- Analysis of a US Bombing of a School in Minab, Iran
- Analysis of US Interest Rate Hike and Tensions with Iran
- Analysis of the September 2026 Jobs Report and Critique of Donald Trump's Economic Policy
- Analysis of the Jobs Report and Donald Trump's Activities
- Zach Bryan wearing a pro-Palestinian t-shirt at Gillette Stadium
- Analysis of electoral prospects for the United States midterm elections
- Brian Tyler Cohen's analysis of low attendance at Donald Trump's rallies
- Analysis of the disillusionment of some Republican voters with Donald Trump
- Videomaker's analysis of the Christian electorate and the MAGA movement
- Analysis of an attempted hijacking of a flight to Israel and geopolitical tensions
- The video creator discusses threats against the plaintiff in the Cornell 7 case
- Donald Trump's comments on a Michigan candidate
- Discussion on the military reinforcement of the United Kingdom against Russia
- Commentary on allegations of ethnic cleansing in South Africa
- Representative Ro Khanna proposes legislation to regulate artificial intelligence
- Debate on AI Consciousness and Morality at Anthropic
- Analysis of a Voluntary AI Safety Agreement with Donald Trump
- Ben Shapiro's Analysis of Student Riots and the Budgetary Situation in France
- Analysis of an exchange between Bill Gates and Ezra Klein on AI regulation
- Ben Shapiro's Analysis of the Cornell University Gang Rape Accusations
- Analysis of Donald Trump's Influence on Ken Paxton and Texas Voters
- Analysis of Jack Smith's Senate Testimony and Data Collection
- Commentary on a video of Vivek Ramaswamy with a child
- Analysis of Karl Marx's Theories and Their Current Political Influence
- Analysis of an aircraft hijacking in Israel and a security incident in the UK
- Commentary on an attempted hijacking of a Flydubai flight
- Commentary on Donald Trump's aspirin consumption
- Discussion on the lowering of the nuclear weapons use threshold
- The video creator denounces a project to reduce the global population
- Ben Shapiro's Analysis of State Interventionism and the American Economy
- The creator's reflections on a possible move from California to Florida
- Analysis of Donald Trump's influence on Texas elections
- Commentary by the video creator on gender identities and James Tallarico
Topics of the claims in 45 records: Institutions and democracy (24%), Economy and labour (18%), International affairs (14%), Security and justice (12%).
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
- Equality and inequality 12.9%
- Authority 11.5%
- Tradition 7.8%
- Democracy 7.3%
- Technology 6.4%
- Distrust of the state 6.1%
- Progress 5.5%
- Environment 4.1%
- Immigration 1.8%
Mean over 112 videos in October 2026. Each video counts once. Since 2016
- Equality and inequality 5.1%
- Authority 14.4%
- Tradition 5.6%
- Democracy 10.2%
- Technology 5.6%
- Distrust of the state 6.8%
- Progress 6.8%
- Environment 5.4%
- Immigration 4.4%
Mean over 70 videos in October 2026. Each video counts once. Since 2016
- Equality and inequality 2.7%
- Authority 13.4%
- Tradition 1.9%
- Democracy 6.8%
- Technology 1.8%
- Distrust of the state 2.5%
- Progress 2.7%
- Environment 8.0%
- Immigration 1.6%
Mean over 26 videos in October 2026. Each video counts once. Since 2016
- Equality and inequality 29.9%
- Authority 13.8%
- Tradition 10.2%
- Democracy 2.2%
- Technology 6.9%
- Distrust of the state 8.0%
- Progress 11.0%
- Environment 3.4%
- Immigration 1.6%
Mean over 12 videos in October 2026. Each video counts once. Since 2016
- Equality and inequality 2.2%
- Authority 10.4%
- Tradition 2.2%
- Democracy 13.3%
- Technology 10.6%
- Distrust of the state 9.9%
- Progress 1.1%
- Environment 2.9%
- Immigration 1.2%
Mean over 2 videos in October 2026. Each video counts once. Since 2016
- Equality and inequality 24.5%
- Authority 5.3%
- Tradition 19.3%
- Democracy 4.0%
- Technology 6.9%
- Distrust of the state 3.5%
- Progress 6.1%
- Environment 0.7%
- Immigration 0.0%
Mean over 2 videos in October 2026. Each video counts once. Since 2016
August 2025 – October 2026 · mean share, per video, of the political sentences on each theme
Orientation
- Authority 14.9%
- Equality and inequality 11.7%
- Progress 6.4%
- Democracy 5.5%
- Tradition 5.4%
- Environment 5.3%
- Distrust of the state 5.3%
- Technology 4.7%
- Immigration 2.6%
Mean over 95 videos in October 2026. Each video counts once. Since 2016
- Authority 16.5%
- Equality and inequality 5.9%
- Progress 7.3%
- Democracy 7.2%
- Tradition 6.2%
- Environment 4.2%
- Distrust of the state 5.6%
- Technology 5.4%
- Immigration 4.4%
Mean over 58 videos in October 2026. Each video counts once. Since 2016
- Authority 13.4%
- Equality and inequality 2.7%
- Progress 2.7%
- Democracy 6.8%
- Tradition 1.9%
- Environment 8.0%
- Distrust of the state 2.5%
- Technology 1.8%
- Immigration 1.6%
Mean over 26 videos in October 2026. Each video counts once. Since 2016
- Authority 14.7%
- Equality and inequality 26.6%
- Progress 9.2%
- Democracy 2.4%
- Tradition 8.0%
- Environment 3.7%
- Distrust of the state 7.9%
- Technology 7.0%
- Immigration 1.7%
Mean over 11 videos in October 2026. Each video counts once. Since 2016
April 2025 – October 2026 · mean share, per video, of the political sentences on each theme
Orientation
- Democracy 24.8%
- Distrust of the state 12.3%
- Environment 11.3%
- Technology 6.5%
- Immigration 4.4%
- Authority 4.3%
- Progress 4.3%
- Tradition 2.9%
- Equality and inequality 1.1%
Mean over 12 videos in October 2026. Each video counts once. Since 2016
- Democracy 24.8%
- Distrust of the state 12.3%
- Environment 11.3%
- Technology 6.5%
- Immigration 4.4%
- Authority 4.3%
- Progress 4.3%
- Tradition 2.9%
- Equality and inequality 1.1%
Mean over 12 videos in October 2026. Each video counts once. Since 2016
- Democracy —
- Distrust of the state —
- Environment —
- Technology —
- Immigration —
- Authority —
- Progress —
- Tradition —
- Equality and inequality —
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.
The public figures most named
The ranking
June – October 2026 · ranking balanced by country, each country counts once
List
- Donald Trump 2,659
- Jordan Bardella 1,049
- Emmanuel Macron 702
- Jean-Luc Mélenchon 767
- Marine Le Pen 611
- Jeffrey Epstein 288
- Parti québécois 254
- Coalition avenir Québec 195
- Parti républicain 420
- Rassemblement national 896
- La France insoumise 859
- Parti démocrate 270
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
June – October 2026 · transcribed sentences naming them
List
- Jordan Bardella 1,046
- Jean-Luc Mélenchon 763
- Emmanuel Macron 636
- Marine Le Pen 607
- Donald Trump 268
- The Pope 265
- Rassemblement national 893
- La France insoumise 856
- Front national 197
- Parti socialiste 197
- Parti communiste 61
- Reconquête 41
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
March – October 2026 · transcribed sentences naming them
List
- Donald Trump 284
- Paul St-Pierre Plamondon 68
- Mark Carney 65
- Emmanuel Macron 44
- Éric Duhaime 42
- François Legault 35
- Coalition avenir Québec 326
- Parti québécois 266
- Québec solidaire 124
- Parti conservateur 84
- Parti libéral 52
- La France insoumise 8
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
September – October 2026 · transcribed sentences naming them
List
- Donald Trump 2,099
- Jeffrey Epstein 141
- Joe Biden 110
- Benjamin Netanyahu 76
- Vladimir Putin 72
- Pete Hegseth 60
- Parti républicain 415
- Parti démocrate 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
the first arguments of each theme, drawn from the sentences of the last seven days and read again every day
- Voting and elections are the legitimate means of expressing popular will and achieving political changeDemocracy · Last 7 days
- Law enforcement officers commit violence and abuses during their interventionsAuthority · Last 7 days
- Tax pressure and the management of public funds are unjustified or inefficientDistrust of the state · Last 7 days
- Fuel and energy costs weigh on purchasing power and the economyEnvironment · Last 7 days
- Feminism, wokism, and immigration threaten cultural identity and traditional social structuresTradition · Last 7 days
- Wokeism, contemporary feminism, and progressive ideologies threaten society and civilizationProgress · Last 7 days
- Artificial intelligence threatens employment and transforms human capacities or skillsTechnology · Last 7 days
- Mass immigration threatens the cultural identity, stability, and prosperity of host countriesImmigration · Last 7 days
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
the first arguments of each theme, drawn from the sentences of the last seven days and read again every day
- Law enforcement officers commit violence and abuses during their interventionsAuthority · Last 7 days
- Voting and elections are the legitimate means of expressing popular will and achieving political changeDemocracy · Last 7 days
- Feminism, wokism, and immigration threaten cultural identity and traditional social structuresTradition · Last 7 days
- Tax pressure and the management of public funds are unjustified or inefficientDistrust of the state · Last 7 days
- Fuel and energy costs weigh on purchasing power and the economyEnvironment · Last 7 days
- Wokeism, contemporary feminism, and progressive ideologies threaten society and civilizationProgress · Last 7 days
- Mass immigration threatens the cultural identity, stability, and prosperity of host countriesImmigration · Last 7 days
- Artificial intelligence threatens employment and transforms human capacities or skillsTechnology · Last 7 days
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
the first arguments of each theme, drawn from the sentences of the last seven days and read again every day
- Voting and elections are the legitimate means of expressing popular will and achieving political changeDemocracy · Last 7 days
- Tax pressure and the management of public funds are unjustified or inefficientDistrust of the state · Last 7 days
- Fuel and energy costs weigh on purchasing power and the economyEnvironment · Last 7 days
- Artificial intelligence threatens employment and transforms human capacities or skillsTechnology · Last 7 days
- Law enforcement officers commit violence and abuses during their interventionsAuthority · Last 7 days
- Mass immigration threatens the cultural identity, stability, and prosperity of host countriesImmigration · Last 7 days
- Artificial intelligence and the fourth industrial revolution are transforming society and workProgress · Last 7 days
- Feminism, wokism, and immigration threaten cultural identity and traditional social structuresTradition · Last 7 days
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
the first arguments of each theme, drawn from the sentences of the last seven days and read again every day
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
Gone from the platforms…
All
- Cheveux Afros : cette loi va tout changer ? - REACTHistoires Crépues · unavailable, no reason given · 6 October 2026
- Quel ALCOOL ton pays BOIT le PLUS ?TAOQAN · made private · 5 October 2026
- FRANCE TRAVAIL : RÉVÉLATIONS SUR UNE AFFAIRE D'ÉTATBLAST, Le souffle de l'info · made private · 4 October 2026
- Pourquoi continuer à faire venir des gens qui rejettent nos valeurs?Québec FIER · deleted by its author · 4 October 2026
122 videos removed in 120 days; a video transcribed before its removal keeps its record.
Latest transcripts
- Cheveux Afros : cette loi va tout changer ? - REACTHistoires Crépues · unavailable, no reason given · 6 October 2026
- Quel ALCOOL ton pays BOIT le PLUS ?TAOQAN · made private · 5 October 2026
- FRANCE TRAVAIL : RÉVÉLATIONS SUR UNE AFFAIRE D'ÉTATBLAST, Le souffle de l'info · made private · 4 October 2026
- Video creator's analysis of the geographical and social origins of the radical leftLAPIN DU FUTUR · unavailable, no reason given · 3 October 2026
111 videos removed in 120 days; a video transcribed before its removal keeps its record.
Latest transcripts
- Pourquoi continuer à faire venir des gens qui rejettent nos valeurs?Québec FIER · deleted by its author · 4 October 2026
- Video creator's analysis of immigration, nationalism, and European historyParti Nationaliste chrétien · deleted by its author · 3 October 2026
- Critique of transcapacitism and freedom of expression in universitiesle.lucide.podcast · unavailable, no reason given · 20 July 2026
- Discussion on the persecution of Christians and media coveragele.lucide.podcast · unavailable, no reason given · 20 July 2026
11 videos removed in 120 days; a video transcribed before its removal keeps its record.
Latest transcripts
No recent removal observed.
Latest transcripts
The corpus
Three countries, two platforms, 11 channels
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.
Quebec
25 YouTube · 1 TikTok- 26
- channels
- 11.6k
- videos
- 6.5k
- transcribed
- 79k
- comments
Channel orientations
Most viewed
All 26 channels
United States
6 YouTube · 5 TikTok- 11
- channels
- 11.8k
- videos
- 240
- transcribed
- 335k
- comments
Channel orientations
Most viewed
- MeidasTouch50.5M
- harryjsisson20.2M
- Brian Tyler Cohen14.6M
Our method
Detect, extract, transcribe, classify, name, summarise
Six methods, run on the project’s computers, each documented with its models, thresholds and reliability. Pick a step.
01 · Detect
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.
- Cadence
- every 6 h, full listing every week
- Priority
- the last seven days first
02 · Extract
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.
- Tools
- yt-dlp, RSS feeds, platform APIs
- Snapshots
- day 1, 7, 30, then monthly
03 · Transcribe
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).
- Models
- Demucs, pyannote 3.1, Whisper large-v3-turbo, SaT
- Languages
- French and English, segment by segment
04 · Classify
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.
- Models
- CamemBERTav2, one per label
- Measure
- mean share per video when orientations are compared
05 · The people named
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.
- List
- entries
- Guard
- named entities (GLiNER) to set aside places and organisations
06 · Summarise
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.
- Model
- Gemma 4 31B, on the project’s computers
- Guard
- names checked against the closed list
The method in full · The methods paper (PDF) · Cite the project
The team
Three researchers
Tristan Boursier
Postdoctoral researcher · co-lead
Sciences Po Paris · Université du Québec en Outaouais
Antoine Lemor
Postdoctoral researcher · co-lead
Université de Sherbrooke · CIRST · RFICS
Arnaud Miranda
Research collaborator
CEVIPOF · Sciences Po Paris
The team and the affiliations · Write to us · Cite the project