The analysis
From occasional topic
to recurring focus.
Explore the collected timeline. Every chart is calculated from the archived record and the existing, corrected classifications.
01 / Topic over time
A changing share of the conversation.
Annual share uses classified posts as the denominator, including replies and reposts. Select a year to read its trans-related posts.
View the annual data table
Download CSV02 / Stance
What the labels say.
One stance per trans-related post. A critical stance is distinct from mockery or hostility.
Labels describe model-interpreted stance toward trans people and their rights. They can be wrong. Read the definitions.
03 / Topics
The recurring subjects.
A post may have more than one topic. Counts will therefore exceed the number of posts.
04 / Language and framing
How the rhetoric is coded.
Descriptor categories
Count of trans-related posts with at least one term in each category.
Rhetorical devices
Multi-label model annotations; more than one device may appear in a post.
05 / Engagement
A larger audience for her posts.
The earlier engagement study measured median likes on original posts, excluding replies and reposts. The chart below preserves that quarterly series.
Median likes rose from 2,009 in the year before 27 October 2022 to 8,799 in the year after. This comparison does not establish that the change was caused by platform ownership or by her stance on trans people. Likes were recorded at collection, not on publication day.