France
87 YouTube · 2 TikTok- 89
- channels
- 48.7k
- videos
- 22.8k
- transcribed
- 12.6M
- comments
Channel orientations
Most viewed
- BLAST, Le souffle de l'info459M
- 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 · 29 September to 5 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.
- 735
- videos published
- 634
- transcribed
- 235
- records
- 204
- hours of speech
- 99.8M
- views
- 412
- videos published
- 359
- transcribed
- 180
- records
- 136
- hours of speech
- 17M
- views
- 114
- videos published
- 94
- transcribed
- 50
- records
- 28
- hours of speech
- 72.4k
- views
- 208
- videos published
- 180
- transcribed
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- records
- 40
- hours of speech
- 82.8M
- views
The synthesis of the week
France, Quebec and United States · 29 September – 5 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
- Mediapart investigation into Jordan Bardella's writings and connections
- 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
- Videomaker's reaction to a movie clip about perseverance
- 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 Anti-White Racism and Debate on Racial Pride
- Analysis of Mediapart's revelations regarding Jordan Bardella and the National Rally
- Analysis of a meeting between Pope Leo and Emmanuel Macron
- 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
- Analysis of Bruno Le Maire's literary activities and economic record
- Compilation of sequences on religious demonstrations and social interactions
- Critique of Jean-Luc Mélenchon's relationship with his electorate
- Reaction to antisemitism accusations against Jordan Bardella
- 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
- The video creator relates the assault of a homeless person and calls for solidarity
- 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
- Analysis of Pope Leo XIV's visit and comments on French politics
- 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
- Maxime Ouimet's analysis of Canada's economic situation in 2026
- 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
- Presentation of the Conservative Party of Quebec's justice and security plan
- 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 235 records: Institutions and democracy (15%), Economy and labour (14%), Security and justice (12%), Gender and family (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 · 29 September – 5 October 2026
Period
The synthesis proposed by our local model · last 7 days
Mediapart Investigation into Jordan Bardella and Insecurity in La Souterraine
Mediapart reveals antisemitic and conspiracy-theory writings attributed to Jordan Bardella between 2013 and 2015. Clément Viktorovitch claims that these messages testify to a structural ideology of the Rassemblement National. Jordan Bardella denies being the author of these remarks and denounces a 'barbouzerie' operation.
Vincent Lapierre documents a rise in delinquency and burned cars in La Souterraine, in the Creuse department. He claims that the State no longer respects the social contract because taxes no longer guarantee security. Contributors to the report attribute these disturbances to migrants.
GoldenBoy relates his experience during student mobilizations in Saint-Denis and Paris 8. He claims to have been prevented from debating and describes this refusal as fascism. The videographer validates the police intervention against individuals he calls rioters.
Le Fil d'Actu - Officiel links the rise in fuel prices to geopolitical chaos in the Middle East. The channel argues that the government uses the Russian threat as a diversion to mask the failure of economic policies. This narrative would serve to impose a United States of Europe project.
Summary generated by our model
- Mediapart investigation into Jordan Bardella's writings and connections
- 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
- Videomaker's reaction to a movie clip about perseverance
- Analysis of the Diesel Price Crisis and the Russian Threat in France
- YouTuber GoldenBoy reports his experience during student protests
- Debate on the use of artificial intelligence in military targeting in Gaza
- Critique of the school system and proposal for practical learning
- Analysis of societal decline and risks of global conflict
- Satirical discussion on the use of artificial intelligence by an author
- Debate between two individuals on the concept of national priority
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 180 records: Institutions and democracy (16%), Security and justice (14%), Education and culture (11%), Gender and family (10%).
The records to readAll the videos
The most viewed videos of the week, in each country, whose content synthesis is produced by our local model; each opens in a side panel.
Quebec · 29 September – 5 October 2026
Period
The synthesis proposed by our local model · last 7 days
Formal notice from Élections Québec and bankruptcy of the company La Cordée
The channel Président De L'Association De L’Union-Nationale reacts to a formal notice received on September 25 from the Directeur général des élections du Québec. The video creator claims that the organization is using abusive legal remedies to persecute him. He links the onset of stomach cancer to the stress caused by this situation.
Maxime Ouimet comments on the cessation of activities of the company La Cordée. He argues that this bankruptcy is explained by a lack of flexibility and fixed costs that are too high compared to competition from Amazon. The channel advocates for the relocation of companies to the United States to optimize profitability.
The channel Theovox tv hosts a panel on climate change. Participants claim that human influence on warming is minimal and dispute the reliability of mathematical models. They argue that globalists use the fear of CO2 to control humans and replace the traditional economy.
Daniel Pilon Chroniqueur Libre-Penseur addresses the rise in fuel prices. A guest argues that this situation results from a World Economic Forum plan to crush the supply chain by 2030. The video creator claims that Donald Trump is manipulated by actors controlling prices and the conflict in the Strait of Hormuz.
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
- Comments on Political and Technological News in Canada and the United States
- Analysis by a speaker on the future situation in Canada
- Gen Z Sexual Habits, Quebec Secularism, and Muse AI Assistant
- Presentation of the Conservative Party of Quebec's justice and security plan
- Campaign Review and Electoral Proposals of Éric Duhaime
- Analysis of Quebec political parties' electoral promises for families
- Critique of Canada's Budgetary Management and Economic Growth
- Testimonial on psychological coaching to overcome fitness obsession
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 50 records: Economy and labour (31%), Institutions and democracy (13%), Immigration (11%), Technology (10%).
The records to readAll the videos
The most viewed videos of the week, in each country, whose content synthesis is produced by our local model; each opens in a side panel.
United States · 29 September – 5 October 2026
The synthesis proposed by our local model · last 7 days
AI Security Agreement and Employment Reports in the United States
A voluntary agreement on artificial intelligence security has been reached between Donald Trump and industry leaders. Donald Trump and Elon Musk argue that self-regulation is preferable as industry players are the most competent. Conversely, Breaking Points denounces a self-policing system and suggests that companies should be prosecuted for illegal data extraction. Meanwhile, Representative Ro Khanna proposes legislation to ban recursive AI self-improvement and create an independent security agency, asserting that tech billionaires cannot self-regulate.
Existential Risks and AI Morality
Bill Gates considers AI to be the most dangerous invention in history and likens AIs to "aliens." Breaking Points supports this position, stating that civil liability and the market are insufficient to regulate existential risks, and advocates for regulation similar to that of the pharmaceutical industry. Regarding morality, Anthropic co-founder Mr. Ola wishes to establish morality within the Claude model and considers that AI could possess a "personhood," thus opposing the position of the Pope. Commentators from Breaking Points claim that this reliance on religious experts proves that creators no longer master their technology and that AI cannot be human due to its lack of mortality.
Socio-economic Impacts and Political Situation
The economic consequences of AI are subject to differing proposals. Bill Gates proposes taxing robots to fund pensions, a position echoed by Breaking Points to compensate for the loss of human social security contributions. Ro Khanna deplores the use of AI to maximize profits in healthcare and suggests that a single-payer system would limit billing abuses. Additionally, Breaking Points reports that the September 2026 employment report presents figures lower than expected, which would make the public more sensitive to corruption allegations against the president. The channel also mentions Donald Trump organizing rallies in Oklahoma and dinners for cryptocurrency investors, which one commentator describes as a lack of ethics.
Summary generated by our model
- Analysis of the Jobs Report and Donald Trump's Activities
- 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
- Analysis of an exchange between Bill Gates and Ezra Klein on AI regulation
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
- Authority 12.5%
- Equality and inequality 10.2%
- Democracy 7.9%
- Distrust of the state 7.0%
- Progress 5.8%
- Technology 5.8%
- Tradition 5.4%
- Environment 5.3%
- Immigration 2.3%
Mean over 93 videos in October 2026. Each video counts once. Since 2016
- Authority 13.8%
- Equality and inequality 4.8%
- Democracy 10.1%
- Distrust of the state 7.0%
- Progress 6.6%
- Technology 6.1%
- Tradition 5.6%
- Environment 6.2%
- Immigration 4.4%
Mean over 58 videos in October 2026. Each video counts once. Since 2016
- Authority 11.2%
- Equality and inequality 2.9%
- Democracy 6.7%
- Distrust of the state 2.3%
- Progress 2.8%
- Technology 1.9%
- Tradition 1.9%
- Environment 8.7%
- Immigration 1.7%
Mean over 24 videos in October 2026. Each video counts once. Since 2016
- Authority 14.5%
- Equality and inequality 31.1%
- Democracy 1.5%
- Distrust of the state 9.0%
- Progress 12.8%
- Technology 4.4%
- Tradition 12.0%
- Environment 3.6%
- Immigration 1.9%
Mean over 9 videos in October 2026. Each video counts once. Since 2016
- Authority 10.4%
- Equality and inequality 2.2%
- Democracy 13.3%
- Distrust of the state 9.9%
- Progress 1.1%
- Technology 10.6%
- Tradition 2.2%
- Environment 2.9%
- Immigration 1.2%
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 14.4%
- Equality and inequality 11.7%
- Progress 6.8%
- Tradition 5.8%
- Environment 5.8%
- Distrust of the state 5.6%
- Democracy 5.1%
- Technology 4.0%
- Immigration 2.8%
Mean over 79 videos in October 2026. Each video counts once. Since 2016
- Authority 16.0%
- Equality and inequality 5.6%
- Progress 7.1%
- Tradition 6.1%
- Environment 4.8%
- Distrust of the state 5.6%
- Democracy 6.9%
- Technology 5.9%
- Immigration 4.4%
Mean over 47 videos in October 2026. Each video counts once. Since 2016
- Authority 11.2%
- Equality and inequality 2.9%
- Progress 2.8%
- Tradition 1.9%
- Environment 8.7%
- Distrust of the state 2.3%
- Democracy 6.7%
- Technology 1.9%
- Immigration 1.7%
Mean over 24 videos in October 2026. Each video counts once. Since 2016
- Authority 16.0%
- Equality and inequality 26.7%
- Progress 10.6%
- Tradition 9.3%
- Environment 4.0%
- Distrust of the state 9.0%
- Democracy 1.7%
- Technology 4.2%
- Immigration 2.2%
Mean over 8 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 23.8%
- Distrust of the state 12.8%
- Environment 12.2%
- Technology 6.7%
- Progress 4.4%
- Authority 4.3%
- Immigration 4.2%
- Tradition 3.0%
- Equality and inequality 1.2%
Mean over 11 videos in October 2026. Each video counts once. Since 2016
- Democracy 23.8%
- Distrust of the state 12.8%
- Environment 12.2%
- Technology 6.7%
- Progress 4.4%
- Authority 4.3%
- Immigration 4.2%
- Tradition 3.0%
- Equality and inequality 1.2%
Mean over 11 videos in October 2026. Each video counts once. Since 2016
- Democracy —
- Distrust of the state —
- Environment —
- Technology —
- Progress —
- Authority —
- Immigration —
- 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 2,186
- Jordan Bardella 1,041
- Emmanuel Macron 684
- Jean-Luc Mélenchon 756
- Marine Le Pen 606
- Jeffrey Epstein 275
- Parti québécois 232
- Coalition avenir Québec 185
- Parti républicain 357
- Rassemblement national 882
- La France insoumise 819
- Parti démocrate 212
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 1,038
- Jean-Luc Mélenchon 752
- Emmanuel Macron 618
- Marine Le Pen 602
- The Pope 264
- Donald Trump 261
- Rassemblement national 879
- La France insoumise 816
- Front national 195
- Parti socialiste 193
- Parti communiste 61
- Reconquête 36
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 269
- Mark Carney 65
- Paul St-Pierre Plamondon 64
- Emmanuel Macron 44
- Éric Duhaime 41
- François Legault 35
- Coalition avenir Québec 316
- Parti québécois 244
- Québec solidaire 116
- Parti conservateur 77
- Parti libéral 47
- 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 1,648
- Jeffrey Epstein 129
- Joe Biden 95
- Benjamin Netanyahu 69
- Vladimir Putin 50
- Pete Hegseth 48
- Parti républicain 352
- Parti démocrate 204
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
- Fuel and energy costs weigh on purchasing power and the economyEnvironment · Last 7 days
- Tax pressure and the management of public funds are unjustified or inefficientDistrust of the state · 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
- Artificial intelligence and the fourth industrial revolution are transforming society and workProgress · Last 7 days
- Mass immigration threatens the cultural identity, stability, and prosperity of host countriesImmigration · 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
- 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
- Video creator's analysis of the geographical and social origins of the radical leftLAPIN DU FUTUR · unavailable, no reason given · 3 October 2026
121 videos removed in 120 days; a video transcribed before its removal keeps its record.
Latest transcripts
- 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
- ADIEU ET PARDONLAPIN DU FUTUR · made private · 3 October 2026
110 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
- 212
- transcribed
- 333k
- 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