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.

The theme

Equality and inequality

Political sentences about equality or inequality between human beings: sexes, origins, social groups.

Reliability of the classifier 0.89F1 0.85checked precision The method
Period
Last 7 days Last 3 months* 2026* 2025* 2024 2023 2022 2021 2020 2019 2018 2009–2017*

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.

844
political sentences on the theme · videos mostly from September to October 2026
214
sentences read, two draws
Waiting for our local model

Content in preparation: it will appear here as soon as it is ready.

The sample is ready: 214 sentences drawn by orientation, channel and video. The reading takes place during the project’s computing slots; next slot today at 06:30. Meanwhile, the theme’s clearest sentences are shown below.

The theme in a typical video
  1. Far right 4.3% 75 videos
  2. Conservative right 0.0% 1 videos
  3. Left 2.8% 32 videos
  4. Manosphere 25.8% 9 videos
  5. Conspiracism 1.1% 4 videos
  6. Culture 12.0% 2 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 52% 435 sentences
  2. Conservative right 1% 6 sentences
  3. Left 23% 193 sentences
  4. Manosphere 22% 187 sentences
  5. Conspiracism 1% 12 sentences
  6. Culture 1% 11 sentences

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

While the reading is pending

What the videos say, sentence by sentence.

The sentences the classifier ties most clearly to the theme, taken from different orientations and channels; each one comes out of its video, which opens in a side panel.

  1. « des problèmes démographiques sérieux, avec une disproportion. Non, ils n'ont pas institué seulement une politique homme ou enfant mâle seulement, mais c'est dans les mœurs chinoises que si on allait être forcé à avoir seulement un enfant, mais là on va avorter toutes les filles […] »

  2. « J'en ai marre de me plier à toutes les exigences que m'impose le fait d'être une femme. J'en ai marre d'avoir cru toutes ces années ce message qui dit que les femmes, au-delà de 30 ans, sont périnées et que les hommes vieillissent comme un bon vin. »

  3. « Comme les hommes ont des retraites plus importantes que les femmes, mécaniquement, le droit familial rapporte plus pour un homme que pour une femme. On peut réfléchir là-dessus. »

  4. « Tout le monde est blanc parmi les méchants, sauf un, c'est le gentil indien qui est le seul intelligent, l'indien écolo qui lui a tout compris. Autour de la table, il va expliquer que c'est dangereux ce qui se passe, il faut se ressaisir, c'est... »

  5. « moi je vais le laisser faire le merci, il fait la promotion de Trump, avec ses tarifs contre l'acier, le monde ne comprenne pas, les gens s'attachent, c'est leur système limbique, l'attachement, le groupe, le sauveur, mais tu regardes le sauveur ce qu'il fait, »

  6. « If you're a part of my book club, we're going to get to the next book that we read is Hollywood Babylon, which is about the founding of Hollywood. It was always extraordinarily gay, lesbian, lavender couples, gay men marrying lesbian women so that they could hide that they were […] »

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. Analysis of the Causes and Manifestations of Rivalry Between Women Camron Diffusion · 27 September 2026 · record
  2. Debate on the decline of chivalry and the evolution of male-female relationships The Blind Spot · 2 October 2026 · record
  3. Même l’Allaitement serait un Complot du Patriarcat ? Sana Nova · 17 September 2026
  4. Analysis of Dating Difficulties and Celibacy Among Modern Women Camron Diffusion · 4 October 2026 · record
  5. HOMMES DÉCONSTRUITS, FÉMINISME, ULTRA SEXUALISATION : CE QUI ARRIVE AUX HOMMES ET AUX FEMMES EN 2026 Killian Sensei - L'HEYOKAGE · 14 September 2026
  6. Mythes féministes et réalité scientifique : la vérité sur le patriarcat – Véra Nikolski Front Populaire · 30 July 2026
  7. Debate and critiques by men on contemporary feminism and relationship dynamics The Blind Spot · 1 October 2026 · record
  8. Le niveau d’endoctrinement d’une part de la jeunesse est terrifiant. La haine de soi a un style dès le… frontieresmedia · 11 July 2026
  9. Analysis of Anti-White Racism and Debate on Racial Pride Radio Maudin · 29 September 2026 · record
  10. EP 1 - Transformer Thomas GoldenBoy · 2 August 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.

672 2009–2017* 451 2018 1.1k 2019 2.8k 2020 9.2k 2021 8.8k 2022 11.7k 2023 12.3k 2024 6.5k 2025* 3.9k 2026*
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