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

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.

867
political sentences on the theme · videos mostly from September to October 2026
216
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: 216 sentences drawn by orientation, channel and video. The reading takes place during the project’s computing slots; next slot tonight at 00:30. Meanwhile, the theme’s clearest sentences are shown below.

The theme in a typical video
  1. Far right 4.1% 79 videos
  2. Conservative right 0.0% 1 videos
  3. Left 3.8% 37 videos
  4. Manosphere 23.2% 10 videos
  5. Conspiracism 0.9% 5 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 46% 396 sentences
  2. Conservative right 1% 6 sentences
  3. Left 32% 278 sentences
  4. Manosphere 19% 164 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. « Et donc cette phrase c'est les blancs n'appartiennent pas à l'humanité générique »

  3. « Pourquoi ne pas l'admettre ? lol. Et ouais, à force d'entendre partout que les hommes sont dangereux, que les femmes sont dangereuses aussi, vice versa bien sûr, certaines femmes finissent par développer une méfiance envers les hommes en général et vice versa encore une fois. »

  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 female celibacy 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.

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