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

Environment

Political sentences about the environment or ecology, climate, energy, nature or green parties.

Reliability of the classifier 0.96F1 0.90checked 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.

1,223
political sentences on the theme · videos mostly from September to October 2026
211
sentences read, two draws
64%
judged off-theme
0%
of the arguments seen in both draws
Gemma 4 31B
read on 6 October 2026 at 03:56
The theme in a typical video
  1. Far right 4.5% 115 videos
  2. Left 6.1% 41 videos
  3. Manosphere 3.2% 13 videos
  4. Conspiracism 13.0% 5 videos
  5. Culture 12.6% 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 57% 700 sentences
  2. Left 35% 426 sentences
  3. Manosphere 2% 29 sentences
  4. Conspiracism 4% 53 sentences
  5. Libertarianism <1% 1 sentences
  6. Culture 1% 14 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

The cost of fuel impacts citizens' purchasing power, an argument put forward notably by OMERTA and BLAST. At the same time, Actualité Politique Du Québec and Front Populaire state that the fight against global warming and the protection of the environment are necessary, while Plot Time contests this point. According to OMERTA and Daniel Pilon Chroniqueur Libre-Penseur, fuel prices and supply depend on American decisions and exports. Finally, the necessity of reducing consumption and a form of degrowth is advocated by Maxime Ouimet and Psyhodelik.

Interpretation generated by our model on 6 October 2026 at 22:42 from the arguments our model drew from 211 political sentences drawn at random, and from the channels of these sentences. Videos cited:

Orientation shares and quotes come from the sentences, not from the model.

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 6
    Worded by our local model

    Fuel costs impact citizens' purchasing power

    Interpretation generated by our model on 6 October 2026 at 03:56 from the 7 sentences putting it forward (7 videos, 6 channels), among 211 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    7 sentences7 videos6 channelsone draw only

    Carried by Far right 5Left 2
    The quotes that state it most clearly

    « Alors nous disons que 2 200 est un minimum pour vivre décemment. Et encore, si tous les prix doivent augmenter à la même vitesse que ceux des carburants aujourd'hui, c'est peut-être davantage qu'il faudra exiger demain. »

    BLAST, Le souffle de l'info YouTubeLeft2 October 2026 See the quote in its video

    « Parce qu'aujourd'hui, qui sont aussi les victimes de cette guerre ? Ce sont les Françaises et les Français qui n'arrivent pas à finir les fins de mois, qui n'avaient certainement pas besoin d'une augmentation du prix du carburant et dans les mois à venir de l'alimentation. »

    OMERTA YouTubeFar right30 September 2026 See the quote in its video

    « on voit nos darons se casser le dos payer 3 euros le litre d'essence et galérer à nous à nous nourrir nous vous nous promettez pas d'avenir avec des conditions d'éducation de merde »

    Zawa Prod YouTubeLeft30 September 2026 See the quote in its video
    Open the argument and its videos7 videos
  2. Argument02of 6
    Worded by our local model

    The fight against global warming and environmental protection are necessary

    Interpretation generated by our model on 6 October 2026 at 03:56 from the 6 sentences putting it forward (5 videos, 5 channels), among 211 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    6 sentences5 videos5 channelsone draw only

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

    « À ceux qui demandent si c'est possible d'offrir à nos enfants autre chose qu'une planète déréglée et une dette climatique, on fait cette campagne pour que la réponse ce soit « oui, c'est possible ». Alors d'ici lundi, on a besoin de vous les familles. »

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

    « Et aujourd'hui, on a besoin de réglementer sévèrement, drastiquement des entreprises qui nous polluent et qui font peser à la collectivité et sur nos corps des grands risques. Et là, il n'y a plus personne. »

    Mediapart YouTubeLeft1 October 2026 See the quote in its video

    « Et ces intérêts nous enfonceront dans la guerre mondiale et condamneront la planète à mourir à petit feu sous la pression du réchauffement climatique. Et le président de la République accompagnera ce mouvement catastrophique. »

    BLAST, Le souffle de l'info YouTubeLeft2 October 2026 See the quote in its video
    Open the argument and its videos5 videos
  3. Argument03of 6
    Worded by our local model

    Pollution of water, soil, and air has serious consequences

    Interpretation generated by our model on 6 October 2026 at 03:56 from the 4 sentences putting it forward (3 videos, 3 channels), among 211 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    4 sentences3 videos3 channelsone draw only

    Carried by Left 4
    The quotes that state it most clearly

    « Le cancer est aussi un sujet politique. Notre eau, notre sol, notre nourriture, notre atmosphère sont polluées. »

    Mediapart YouTubeLeft1 October 2026 See the quote in its video

    « Cet eau contaminée coule des robinets d'un collège de Seine-Saint-Denis. Les personnels du collège Georges-Politzer de Bagnolet ont exercé leur droit d'alerte et de retrait lundi 28 septembre, et d'autres se sont mis en grève. »

    Histoires Crépues YouTubeLeft5 October 2026 See the quote in its video

    « Merci, c'est clair. Je pense qu'en tant que médecin et en tant que militante de l'Assemblée pour l'Assemblée antiraciste et populaire, tu es confronté aussi, je pense, à la première personne, aux dégâts impligés par le complexe de l'agro-business, de l'agrochimie. »

    Paroles D'Honneur YouTubeLeft1 October 2026 See the quote in its video
    Open the argument and its videos3 videos
  4. Argument04of 6
    Worded by our local model

    Fuel prices and supply depend on American decisions and exports

    Interpretation generated by our model on 6 October 2026 at 03:56 from the 5 sentences putting it forward (4 videos, 4 channels), among 211 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    5 sentences4 videos4 channelsone draw only

    Carried by Far right 4Conspiracism 1
    The quotes that state it most clearly

    « La moitié du gazole importé dans l'Union Européenne au mois d'août venait des États-Unis. Si Donald Trump coupe le robinet, le prix du gazole devrait clairement grimper, notamment en France où les raffineries ont largement fermé ces dernières décennies et où on ne produit que la […] »

    Le Fil d'Actu - Officiel YouTubeFar right30 September 2026 See the quote in its video

    « Donald Trump envisage aujourd'hui, en tout cas réfléchit, à ne plus exporter de diesel. Quel impact, quel effet ça pourra avoir sur l'économie française, sachant que déjà, on n'importe plus de pétrole du Moyen-Orient. »

    Front Populaire YouTubeFar right1 October 2026 See the quote in its video

    « Écoute, il y en a du diesel de consommé là-dedans. Puis là, après inflation, c'est taux d'intérêt. »

    Daniel Pilon Chroniqueur Libre-Penseur YouTubeConspiracism30 September 2026 See the quote in its video
    Open the argument and its videos4 videos
  5. Argument05of 6
    Worded by our local model

    The fight against global warming requires reduced consumption and a form of degrowth

    Interpretation generated by our model on 6 October 2026 at 03:56 from the 4 sentences putting it forward (4 videos, 4 channels), among 211 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    4 sentences4 videos4 channelsone draw only

    Carried by Far right 2Left 1Culture 1
    The quotes that state it most clearly

    « Au point où on en est, d'un point de vue planète, limite planétaire et tout, l'écologie ne pourra pas se faire sans une certaine décroissance. Et donc, la logique de maximisation du profit, elle est en train de suer la planète à petit feu, enfin même à grand feu maintenant. »

    Cathédrale Osseuse YouTubeLeft3 October 2026 See the quote in its video

    « Attends, qu'est-ce qu'il dit ? La réduction de l'utilisation des ressources naturelles devrait être une priorité dans la lutte contre le réchauffement climatique. »

    Psyhodelik YouTubeFar right1 October 2026 See the quote in its video

    « Mais sans insister sur le fait que la Chine, elle aussi, est un petit peu responsable des mauvais comportements sur l'écologie. Et la Chine n'en a rien à péter. »

    Plot Time YouTubeCulture30 September 2026 See the quote in its video
    Open the argument and its videos4 videos
  6. Argument06of 6
    Worded by our local model

    The state or the people should manage the exploitation of natural and energy resources

    Interpretation generated by our model on 6 October 2026 at 03:56 from the 3 sentences putting it forward (3 videos, 3 channels), among 211 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    3 sentences3 videos3 channelsone draw only

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

    « Les ressources naturelles, ça appartient pas au secteur privé, ça devrait appartenir au peuple qui décide d'optimiser l'utilisation de ces ressources naturelles comme du M. veut le faire, donc utiliser les ressources pétrolières et gazières du Québec, il y en a plein, pour avoir […] »

    Daniel Pilon Chroniqueur Libre-Penseur YouTubeConspiracism2 October 2026 See the quote in its video

    « Le chantage et la rapacité des capitalistes sont écœurants. En réalité, la réponse aux interminables débats dans les médias sur la façon de baisser les prix des carburants et de mettre fin aux raquettes de Total, c'est de prendre sur ses profits. »

    BLAST, Le souffle de l'info YouTubeLeft2 October 2026 See the quote in its video

    « Mais dans un premier temps, l'idée, c'est de mettre la main sur des principales réserves de pétrole mondiales. Vous allez voir que dans l'affaire cubaine, c'est très important. »

    OMERTA YouTubeFar right3 October 2026 See the quote in its video
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. Presentation of Terrestre magazine and the stakes of radical ecology Mediapart · 4 October 2026 · record
  2. Debate on climate change and the political influence of climate Theovox tv · 1 October 2026 · record
  3. Analysis of the debt crisis and energy challenges in France Front Populaire · 1 October 2026 · record
  4. Debate on the Pesticide Industry and the October 3rd Mobilization Paroles D'Honneur · 1 October 2026 · record
  5. Discussion on rising fuel prices and tensions in the transport sector Daniel Pilon Chroniqueur Libre-Penseur · 30 September 2026 · record
  6. Debate on environmental causes of cancer and the influence of pesticides Mediapart · 1 October 2026 · record
  7. Parti québécois promise funding for drinking water in Arthabaska-L'Érable Actualité Politique Du Québec · 2 October 2026 · record
  8. Review of the movie Digger and analysis of its political message Plot Time · 30 September 2026 · record
  9. 🏚️ Tout tombe en ruine au Québec : Duhaime présente son plan pour les infrastructures Actualité Politique Du Québec · 28 September 2026
  10. Street interview on left-wing Christianity and ecology Cathédrale Osseuse · 3 October 2026 · record

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