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

Democracy

Political sentences about democracy, as an ideal or as a regime, about elections, institutions or representation.

Reliability of the classifier 0.88F1 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.

1,926
political sentences on the theme · videos mostly from September to October 2026
240
sentences read, two draws
71%
judged off-theme
60%
of the arguments seen in both draws
Gemma 4 31B
read on 6 October 2026 at 02:51
The theme in a typical video
  1. Far right 12.0% 115 videos
  2. Left 8.4% 41 videos
  3. Manosphere 2.5% 13 videos
  4. Conspiracism 16.1% 5 videos
  5. Culture 3.7% 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 65% 1,246 sentences
  2. Left 29% 565 sentences
  3. Manosphere 2% 35 sentences
  4. Conspiracism 4% 74 sentences
  5. Culture <1% 6 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

Voting and elections are presented as the central mechanisms of political decision and change by Actualité Politique Du Québec and Teddyboy RSA, while La Sanction and Zawa Prod contest this view. Meanwhile, BLAST, Le souffle de l'info, and Mediapart argue that the democratic system and its institutions are failing or ineffective. Other channels, such as NLB - FreedomNews and Zawa Prod, claim that certain political actors use anti-democratic, fraudulent, or manipulative practices. Finally, the respect for institutions and citizen engagement are perceived as threatened by BLAST, Le souffle de l'info, and Frontières.

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 5
    Worded by our local model

    Voting and elections are the central mechanisms for political decision-making and change

    Interpretation generated by our model on 6 October 2026 at 02:51 from the 29 sentences putting it forward (26 videos, 17 channels), among 240 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    29 sentences26 videos17 channelsseen in both draws

    Carried by Far right 21Left 4Manosphere 2Conspiracism 2
    Contested by Far right 3Left 1
    The quotes that state it most clearly

    « Le 5 octobre, c'est les Québécois et Québécoises qui vont décider... Qui ils veulent envoyer au Parlement du Québec? »

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

    « Le 5 octobre, on vote. Et en santé, presque toutes les parties parlent de la même chose. »

    Hugo Lecavalier YouTubeManosphere5 October 2026 See the quote in its video

    « Mobiliser le plus de monde et à se saisir réellement du pouvoir démocratique que le peuple a, puisque c'est en faisant pression sur les politiques que ceux-là pourront changer les choses. Si on les laisse dans leur coin à décider les choses, en effet, rien ne changera. »

    GoldenBoy YouTubeManosphere1 October 2026 See the quote in its video
    Open the argument and its videos26 videos
  2. Argument02of 5
    Worded by our local model

    The democratic system and its institutions are failing or ineffective in facing current challenges

    Interpretation generated by our model on 6 October 2026 at 02:51 from the 13 sentences putting it forward (10 videos, 10 channels), among 240 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    13 sentences10 videos10 channelsseen in both draws

    Carried by Far right 7Left 5Manosphere 1
    The quotes that state it most clearly

    « Alors déjà, je voudrais quand même rappeler que la loi Duplomb, c'est un grand échec de communication, puisque les porteurs de la loi Duplomb, c'est un peu le point commun avec toutes les lois pesticides. Elles ont un point commun, c'est de s'asseoir sur le processus […] »

    Mediapart YouTubeLeft1 October 2026 See the quote in its video

    « Mais à quoi servent donc toutes ces institutions bourgeoises qui ne décident de rien ? »

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

    « Non mais comparé à eux ce que c'était, comparé à l'état narcotrafiquant et tout le bazar, nous on est censé être une démocratie moderne où il n'y a quasiment plus rien en termes de justice et en termes de gravité. Et on se retrouve au même état qu'un ancien état narcotrafiquant […] »

    Kroc Blanc - FDENEWS YouTubeFar right4 October 2026 See the quote in its video
    Open the argument and its videos10 videos
  3. Argument03of 5
    Worded by our local model

    Some political actors use anti-democratic, fraudulent, or manipulative practices

    Interpretation generated by our model on 6 October 2026 at 02:51 from the 9 sentences putting it forward (9 videos, 6 channels), among 240 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    9 sentences9 videos6 channelsseen in both draws

    Carried by Far right 6Left 3
    The quotes that state it most clearly

    « J'ai envie de dire, soit c'est de la mauvaise littérature, soit c'est... Politiquement, la déclaration la plus folle, soit c'est de la mauvaise littérature, soit c'est politiquement l'une des déclarations les plus folles et délirantes et scandaleuses et antidémocratiques et […] »

    ClemovitchReplay YouTubeLeft2 October 2026 See the quote in its video

    « We know that the purpose of this attack just 27 days before our general election here. was to disrupt our democratic process. »

    NLB - FreedomNews YouTubeFar right1 October 2026 See the quote in its video

    « C'est à cause d'eux si je ne suis pas capable de me faire engager. Parce que dans les journaux, c'est écrit que je suis un fraudeur avec des manœuvres électorales frauduleuses. »

    Président De L'Association De L’Union-Nationale YouTubeFar right30 September 2026 See the quote in its video
    Open the argument and its videos9 videos
  4. Argument04of 5
    Worded by our local model

    Respect for institutions, the rule of law, and citizen engagement are threatened or must be protected

    Interpretation generated by our model on 6 October 2026 at 02:51 from the 9 sentences putting it forward (8 videos, 8 channels), among 240 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    9 sentences8 videos8 channelsone draw only

    Carried by Far right 3Left 5Manosphere 1
    The quotes that state it most clearly

    « Le problème, c'est qu'il y a une intériorisation par les familles, du discours du pouvoir, et ça, c'est extrêmement grave, on devrait encourager et protéger la liberté de manifester des enfants. Le pouvoir, le gouvernement, d'une certaine manière, est aux abois. »

    BLAST, Le souffle de l'info YouTubeLeft5 October 2026 See the quote in its video

    « Mais ça peut se retourner contre la démocratie au sens pur du terme, c'est-à-dire la souveraineté populaire. Et ça, Mélenchon, il porte quelque chose, il dit, à la fin, et c'est aussi fondamental, pas simplement dans la ligne, c'est aussi fondamental dans la façon dont tu […] »

    PaduTeam YouTubeLeft1 October 2026 See the quote in its video

    « Lorsque vous voyez ces images, vous voyez que ce pays n'est plus tenu. L'intégralité des politiques n'ont qu'un mot à la bouche, c'est l'état de droit. »

    OMERTA YouTubeFar right2 October 2026 See the quote in its video
    Open the argument and its videos8 videos
  5. Argument05of 5
    Worded by our local model

    Parliament must exercise its oversight power over government action

    Interpretation generated by our model on 6 October 2026 at 02:51 from the 4 sentences putting it forward (4 videos, 4 channels), among 240 political sentences of the theme drawn at random in two draws · Gemma 4 31B

    4 sentences4 videos4 channelsone draw only

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

    « Oui, alors effectivement, c'est un peu la première commission d'enquête qui a remis à l'ordre du jour les missions de contrôle qui sont dévolues au Parlement. On oublie toujours que l'article 24 de la Constitution permet au Parlement de contrôler l'action du gouvernement. »

    OMERTA YouTubeFar right3 October 2026 See the quote in its video

    « Impossible ! Impossible ! Surtout quand les représentants ne comptent pas remettre en question qui que ce soit. »

    GoldenBoy YouTubeManosphere2 October 2026 See the quote in its video

    « Mais regardez ce qui est voté à l'Assemblée, regardez sur quoi ils se positionnent. »

    El Rayhan YouTubeFar right4 October 2026 See the quote in its video
    Open the argument and its videos4 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. J'Analyse Les propros de Julie St-Arnaud Drolet, porte-parole d'Élections Québec. Président De L'Association De L’Union-Nationale · 29 September 2026
  2. Clara Egger - Démocratie : Comment rendre le pouvoir aux citoyens Front Populaire · 6 October 2026
  3. The video creator denounces a formal notice from Élections Québec Président De L'Association De L’Union-Nationale · 30 September 2026 · record
  4. Procès Marine Le Pen : Pourquoi les juges l'ont épargnée ? - Michel Onfray Front Populaire · 9 July 2026
  5. 🎉 Blanchet salue la victoire du PQ : « Une journée extraordinaire » Actualité Politique Du Québec · 6 October 2026
  6. Speech of the new Liberal MNA for Orford after the elections Actualité Politique Du Québec · 6 October 2026 · record
  7. Press conference by Paul-Saint-Pierre Plamondon in Quebec City at the end of the campaign Actualité Politique Du Québec · 2 October 2026 · record
  8. Analysis of Pope Leo XIV's visit and comments on French politics Jean Massiet Replay · 29 September 2026 · record
  9. Pre-election discussion on the political and media situation in Quebec NLB - FreedomNews · 5 October 2026 · record
  10. Interview with the leader of the Quebec Liberal Party at the end of the election campaign Actualité Politique Du Québec · 2 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