Observatory

YOUPOL / Explore

Themes and arguments.

The arguments put forward or contested in the videos, grouped by theme and by period. Our local model draws them from a sample of political sentences, then they are checked against the sentences; each quote links back to its video.

Summary by our local model

The themes and arguments of the moment.

The claims noted in the records of the videos of the last 24 hours and of the last seven days, theme by theme. Each argument is attributed to the channels that put it forward, and each channel named links to its video.

Period
The synthesis proposed by our local model · last 24 hours

High school mobilizations in France and consequences of provincial elections in Quebec

Institutions and democracy

The management of high school protests and police repression mark a drift in the rule of law according to Mediapart, while PaduTeam claims that democracy has been abolished under Emmanuel Macron. ClemovitchReplay argues that the government uses intelligence documents to accuse La France Insoumise, whereas LE LAPIN DU FUTUR believes this party uses violence to seize power. In Quebec, NLB - FreedomNews links the disappearance of the CAQ to François Legault's failure to consult the base, while the speech of Éric Duhaime, reported by Actualité Politique Du Québec, presents the Conservative Party as a credible alternative.

Security and justice

The government is allegedly exercising historical repression against youth according to Mediapart and ClemovitchReplay. Conversely, Psyhodelik claims that the high school movement is violent and advocates for lowering the age of criminal responsibility to 15. VA Plus reports that anti-police hatred is extending to classrooms, forcing a family to leave. Furthermore, LE LAPIN DU FUTUR argues that suburb riots result from a convergence of delinquency and jihadist ideology.

Identity and nation

Donald Trump's migration policy is allegedly based on a fascist ideology according to MeidasTouch. In Quebec, independence is presented as necessary for the survival of French culture in a video by Actualité Politique Du Québec, although NLB - FreedomNews contests the legitimacy of the Parti québécois to trigger a referendum with 28% of the votes. In France, Histoires Crépues highlights that youth patriotism is visible through high school students singing the Marseillaise.

Media and information

Mediapart is allegedly spreading fake news to slander Jordan Bardella according to Psyhodelik, a position shared by La Sanction, which considers the media's investigation methods unacceptable. Mediapart claims, however, that the Rassemblement national is trying to discredit the newspaper to avoid addressing the core issues. Meanwhile, NLB - FreedomNews believes that independent media have triumphed over subsidized traditional media in Quebec.

Education and culture

The lack of attractiveness of the teaching profession is weakening the educational system according to Mediapart. Histoires Crépues and Psyhodelik report that high school students are mobilizing to denounce the lack of resources and demand the abolition of Parcoursup. However, Psyhodelik also argues that students are subject to sectarian and leftist indoctrination. Finally, Frontières reports that the Sorbonne administration refused entry to students wishing to attend classes.

Economy and labour

The US detention system is allegedly driven by the financial interests of private prisons according to MeidasTouch. In Quebec, NLB - FreedomNews advocates for freezing executives' salaries to achieve budget balance, while the speech of Éric Duhaime, cited by Actualité Politique Du Québec, calls for a reduction in taxes and regulations. In France, PaduTeam argues that La France Insoumise's program must be radicalized against the banking system.

The theme

Distrust of the state

Political sentences expressing libertarian ideas or distrust of the state, public services, taxation or norms.

Reliability of the classifier 0.90F1 0.65checked precision The method
Period

The last seven days are read again every day. * provisional, part of the period’s videos are still to be transcribed. Greyed out, reading pending.

1,236
political sentences on the theme · videos mostly from September to October 2026
240
sentences read, two draws
75%
judged off-theme
100%
of the arguments seen in both draws
Gemma 4 31B
read on 6 October 2026 at 04:12
The theme in a typical video
  1. Far right 6.7% 115 videos
  2. Left 2.6% 41 videos
  3. Manosphere 7.6% 13 videos
  4. Conspiracism 11.2% 5 videos
  5. Culture 4.4% 3 videos

Mean share, per video, of the political sentences on the theme; each video counts once, from 20 political sentences.

Where the theme’s sentences come from
  1. Far right 74% 916 sentences
  2. Left 15% 182 sentences
  3. Manosphere 5% 63 sentences
  4. Conspiracism 5% 67 sentences
  5. Libertarianism <1% 1 sentences
  6. Culture 1% 7 sentences

This split follows the size of each orientation’s corpus. It describes the channel selection, not the weight each side gives the theme.

The reading proposed by our local model · Last 7 days

Taxation is considered too heavy and public money poorly managed, an argument primarily put forward by Kroc Blanc - FDENEWS and Vincent Lapierre, but contested by La Sanction and Jean Massiet Replay. The inefficiency or failure of the State and public services is claimed by Actualité Politique Du Québec and Histoires Crépues. Additionally, Actualité Politique Du Québec and Daniel Pilon Chroniqueur Libre-Penseur support the need to reduce bureaucracy and regulations for the economy. Finally, Castor Carnassier and Zawa Prod state that the State exercises excessive, oppressive, or liberticidal control over citizens.

The arguments

What is put forward, and by whom.

Our local model read the theme’s sentences without knowing their channel or orientation. It grouped those making the same argument and worded each of them. Each card shows who carries it, its clearest quotes and all its sentences. Orientation shares and quotes come from the sentences, not from the model.

  1. Argument01of 4
    Worded by our local model

    Taxation is too heavy and public funds are mismanaged

    Interpretation generated by our model on 6 October 2026 at 04:12 from the 14 sentences putting it forward (11 videos, 10 channels), among 240 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    14 sentences11 videos10 channelsseen in both draws

    Carried by Far right 12Left 1Manosphere 1
    Contested by Far right 3Left 1
    The quotes that state it most clearly

    « Voilà. Donc maintenant, c'est soit que nous sommes en sécurité, donc l'agent des deux impôts sert à quelque chose, et si ça ne peut pas servir à quelque chose dans ce cas-là, on ne paye pas, on attend quand ils vont faire quelque chose. »

    Vincent Lapierre YouTubeFar right30 September 2026 See the quote in its video

    « extorsion de fonds, appelés impôts révolutionnaires, imposés à des entrepreneurs et des chefs d'entreprise, sous menace de violence, »

    Psyhodelik YouTubeFar right5 October 2026 See the quote in its video

    « Avec une organisation, fonds illimités, avocats illimités, budgets illimités, tout ça, t'es effrayé à toi et tes impôts à toi, c'ti. Tes estis d'impôts servent à me persécuter moins que les avocats d'Élections Québec, les enquêteurs d'Élections Québec, et les juges de la cour […] »

    Président De L'Association De L’Union-Nationale YouTubeFar right30 September 2026 See the quote in its video
    Open the argument and its videos11 videos
  2. Argument02of 4
    Worded by our local model

    The state and public services are inefficient or failing in their duties

    Interpretation generated by our model on 6 October 2026 at 04:12 from the 12 sentences putting it forward (12 videos, 10 channels), among 240 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    12 sentences12 videos10 channelsseen in both draws

    Carried by Far right 7Left 4Manosphere 1
    The quotes that state it most clearly

    « Ce que fait l'État vis-à-vis du peuple français, le laisser dans ses conditions, bosser. comme des chiens dans des services publics saturés et puis en plus vivre tout ça à côté c'est horrible franchement moi je... ça me... »

    Vincent Lapierre YouTubeFar right30 September 2026 See the quote in its video

    « Et l'État ne réagit pas, ou très peu. Je n'ai pas vu l'État vraiment réagir. »

    Castor Carnassier YouTubeManosphere2 October 2026 See the quote in its video

    « Toujours. Si un État ne parvient pas à vaincre la criminalité, c'est parce que l'État est complice ou parce que certaines parties de l'État le sont. »

    Psyhodelik YouTubeFar right5 October 2026 See the quote in its video
    Open the argument and its videos12 videos
  3. Argument03of 4
    Worded by our local model

    Reducing bureaucracy and regulations is necessary for the economy

    Interpretation generated by our model on 6 October 2026 at 04:12 from the 8 sentences putting it forward (7 videos, 6 channels), among 240 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    8 sentences7 videos6 channelsseen in both draws

    Carried by Far right 6Left 1Conspiracism 1
    The quotes that state it most clearly

    « Premièrement, on veut changer toutes les lois qui empêchent la construction, les lois ou la réglementation qui empêchent la construction de logements en ce moment. Donc davantage de déréglementation sur la paperasse, aider nos municipalités, aider nos entrepreneurs, construire […] »

    Actualité Politique Du Québec YouTubeFar right2 October 2026 See the quote in its video

    « Moins de bureaucratie contre plus de policiers et moins de procédures contre plus de places en prison. On arrive. »

    Psyhodelik YouTubeFar right2 October 2026 See the quote in its video

    « O principal desafio político do Brasil em 2026 vai ser ter um olhar para o futuro e que realmente reduza os índices de criminalidade e de violência em todo o Brasil. Nós temos que ter um programa econômico que dê estabilidade e segurança jurídica, com redução de impostos, […] »

    OMERTA YouTubeFar right5 October 2026 See the quote in its video
    Open the argument and its videos7 videos
  4. Argument04of 4
    Worded by our local model

    The state exercises excessive, oppressive, or restrictive control over citizens

    Interpretation generated by our model on 6 October 2026 at 04:12 from the 8 sentences putting it forward (7 videos, 6 channels), among 240 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    8 sentences7 videos6 channelsseen in both draws

    Carried by Far right 3Left 3Manosphere 2
    The quotes that state it most clearly

    « Sinon, on nous fait des menaces de justice, on nous démonétise. Et en plus, on augmente nos assurances. »

    Psyhodelik YouTubeFar right2 October 2026 See the quote in its video

    « Est-ce qu'on veut une société de surveillance façon dictature chinoise ou russe ? Ou est-ce qu'on veut garder notre liberté d'expression et notre qualité de vie ? »

    Castor Carnassier YouTubeManosphere5 October 2026 See the quote in its video

    « Et pour ça, il faut que les Gaulois se libèrent de la prison mentale universaliste que l'Etat l'aura injecté dans le sang, après l'avoir si abondamment fait couler pour des ambitions qui, à la base, ne le concernaient pas tant que ça. Ce patriotisme gaulois ne serait pas […] »

    Julien Rochedy YouTubeFar right4 October 2026 See the quote in its video
    Open the argument and its videos7 videos
The videos

Where the theme weighs most.

Videos of the last four months, ranked by the share of their political sentences the classifier assigns to the theme; each record opens in a side panel.

  1. Même l’Allaitement serait un Complot du Patriarcat ? Sana Nova · 17 September 2026
  2. 🏚️ Tout tombe en ruine au Québec : Duhaime présente son plan pour les infrastructures Actualité Politique Du Québec · 28 September 2026
  3. 🍼 Duhaime attaque la CAQ sur les garderies : 5 000 places menacées ! Actualité Politique Du Québec · 26 September 2026
  4. 🎉 Blanchet salue la victoire du PQ : « Une journée extraordinaire » Actualité Politique Du Québec · 6 October 2026
  5. INCENDIES EN GIRONDE : L'HISTOIRE DE CEUX QUI SONT RESTÉS Vincent Lapierre · 5 August 2026
  6. 🍷 Duhaime défend Mario Pelchat : trop de règles tuent l'agrotourisme! Actualité Politique Du Québec · 27 September 2026
  7. Ce soir Bill Gates et L’I.A. 09 septembre 2026. Président De L'Association De L’Union-Nationale · 10 September 2026
  8. Éric Duhaime's speech following the Conservative Party of Quebec election results Actualité Politique Du Québec · 6 October 2026 · record
  9. Debate on the decline of chivalry and the evolution of male-female relationships The Blind Spot · 2 October 2026 · record
  10. ELON MUSK EST DEVENU TRILLIONNAIRE... LES FRANÇAIS RÉAGISSENT - EL RAYHAN El Rayhan · 21 June 2026

The percentage is the share of the video’s political sentences assigned to the theme (at least 20 political sentences and 5 on the theme).

The periods

The theme, year by year.

Political sentences on the theme by period; click a period to show it. The number also depends on the share of videos transcribed, which varies a lot from year to year.

How the arguments are drawn

The theme’s political sentences are drawn at random by period, with quotas per orientation and a cap per channel and per video. Our local model reads the sentences without knowing their channel or orientation, groups those making the same argument, separates those reporting it in order to contest it and sets aside those off the theme. Orientation shares and quotes come from the sentences, never from the model. The last seven days are read again every day.

The detail in the method
Project paper