Observatory
YOUPOL / ExploreThemes 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.
Environment
Political sentences about the environment or ecology, climate, energy, nature or green parties.
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.
- 0
- political sentences on the theme
- 2
- sentences read
- Gemma 4 31B
- read on 5 October 2026 at 14:18
Not enough classified videos over the period.
Arguments come from a sample shared by the territories. Only excerpts from channels in the selected country and their associated arguments are kept here; counts are recalculated.
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