Key Voices by Platform
Topical content only, 2021 to 2026. Instagram restricts view telemetry on images; reach reflects follower count. Featured post represents the creator's highest engagement item.
Associations, Institutes & Civil Movements
When Prominent Figures Enter the Conversation
The single highest-engagement publication mentioning each individual, regardless of publisher.
Leading Creators per Subject Domain
Content spanning multiple topics has its metrics distributed proportionally among them. Topical classification derives from lexical analysis of captions, titles, and speech transcripts.
Creators and Topics Connected by Discourse
Each node with a portrait represents a content creator (radius = selected metric, perimeter color = thematic cluster). Translucent central nodes denote topical domains. An edge links a creator to any topic occupying at least 15% of their corpus. Drag to explore; hover to examine exact numerical values.
Relative Weight of Each Thematic Domain
Surface area corresponds to the selected metric. Nested within each topic are the leading contributors; "others" aggregates remaining mentions. Click any topic or rectangle to isolate and drill down.
From Networks to Topics, from Topics to Creator Clusters
Band width represents the selected metric. X (formerly Twitter) is excluded due to lack of engagement telemetry in API harvests.
Network, Creator Cluster, and Topic from the Inside Out
Innermost ring: social network. Intermediate ring: creator cluster. Outermost ring: topical domain. Hover over any arc segment to inspect its proportion.