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

Progress

Political sentences about progress in a broad sense: technical, human or social progress.

Classifier: F1 0.89 Checked precision 0.62 How reliable are the classifiers?
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.

943
political sentences on the theme · videos mostly from September to October 2026
240
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: 240 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 5.8% 79 videos
  2. Conservative right 0.0% 1 videos
  3. Left 2.3% 37 videos
  4. Manosphere 9.2% 10 videos
  5. Conspiracism 2.4% 5 videos
  6. Culture 10.3% 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
Far right 69%Conservative right <1%Left 19%Manosphere 8%Conspiracism 1%Libertarianism <1%Culture 1%

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

Representative sentences, not grouped

While the reading is pending, here are the sentences the classifier ties most clearly to the theme, taken from different orientations and channels.

« C'est cela que produisent les idéologies progressistes, une destruction programmée de l'homme. Et je suis pratiquement sûre aujourd'hui que cette volonté de destruction est consciente et entretenue par les meneuses médiatiques de ceux qui sont. mouvement. »

« la rhétorique des entités mythes d'entre-deux-guerres et du début du XXe siècle, ceux qui ne cessent de se répéter comme un mantra qu'il faut lutter contre le nouvel ordre mondial, contre le mondialisme, contre les banques. »

« qu'il y ait eu des agressions sexuelles massives, un peu comme ce qu'on avait pu connaître à Cologne, pendant la nuit de Cologne. Et bien sûr, l'Espagne se retrouve bien seule dans cette situation, alors même que c'est l'Union Européenne qui lui empêche de maintenir, de garantir […] »

« Le problème, c'est qu'il flirte beaucoup avec des concepts dits mondialistes. Les fameux changements climatiques, les autos ouvertes, tout ça pour moi, je regarde ça et je mets ça dans la balance, ça j'aime moins ça. »

« Casting de bobos, réalisation artistique prétentieuse et scénario moralisateur qui récite son catéchisme mondialisé politique. Bref, je déteste les films pensés pour les Oscars. »

« There are people who date other people because they want to hide the fact that they're gay, that 1000% happens, these beard relationships that are set up by agencies. And it's not because they don't think Hollywood is LGBTQ friendly. »

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. Le célibat te sauve peut-être la vie en 2026 Killian Sensei - L'HEYOKAGE · 23 June 2026
  2. La PURGE du 2 octobre avec Philippe Pulice OMERTA · 2 October 2026
  3. Analysis of the evolution and influence of wokism in Western societies OMERTA · 2 October 2026 · record
  4. HOMMES DÉCONSTRUITS, FÉMINISME, ULTRA SEXUALISATION : CE QUI ARRIVE AUX HOMMES ET AUX FEMMES EN 2026 Killian Sensei - L'HEYOKAGE · 14 September 2026
  5. Analysis of dating difficulties and female celibacy Camron Diffusion · 4 October 2026 · record
  6. KILLIAN SENSEI PARLE DU SENS DE LA VIE, DES NON CROYANTS ET DU DEV. PERSONNEL (pendant 63mn) Killian Sensei - L'HEYOKAGE · 26 August 2026
  7. La Chine et l'âge de l'État-civilisation (Zhang Weiwei) Ego Non · 26 August 2026
  8. Internet a-t-il DÉTRUIT notre Génération ?? (témoignage de deux jeunes Québécois) Action Vitale · 11 June 2026
  9. Comment l’Union européenne détruit la France - Gilles Raveaud & Jacques Sapir Front Populaire · 19 August 2026
  10. GÉNÉRATION SOUS PRESSION; Libres… à quel prix ? | Le Panel 23 sept 2026 Theovox tv · 24 September 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