Topic · social
Conversational Clarity
6 posts
· 5 engagement
· first seen 2 Oct 2024
· last seen 12 Jun 2026
The post expresses frustration about the lack of directness in political discourse, particularly in online conversations.
Stance breakdown
How the per-edge framings classify across 5 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.
Supportive
1
Critical
3
Neutral / explainer
1
Sentiment breakdown
Whole-post emotional valence across 5 classified posts that reference this topic. Distinct from stance: a post can be supportive of the topic and still negative in tone (an angry supporter) — the two together capture the texture short-form posts compress into very few words.
Positive
2
Neutral
2
Negative
1
Platform mix
Where the conversation is happening. Engagement is volume-weighted (likes + 2×shares + 3×replies); a small number of high-impact posts can outrank a high-volume but low-engagement platform.
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youtube
4 posts
· 4 engagement
4
-
twitter
1 post
· 0 engagement
0
Top posts by engagement
The most-engaged posts referencing this topic. Engagement is likes + 2×shares + 3×replies; the order matches the digest ranking on /social.
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youtube
· @UCTd3qBj9rIiPBUerel_GlVQ
· reply
· sentiment: neutral
· ♥ 3
· ↻ 0
· 💬 0
· 3 engagement
2 Jun
-
youtube
· @UCDaig_Ths6UJ_4mjzT5zZZQ
· reply
· sentiment: positive
· ♥ 1
· ↻ 0
· 💬 0
· 1 engagement
12 Jun
-
youtube
· @UCyh9P6yHs2rDQbZi2B8JT7Q
· reply
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
4 Jun
-
youtube
· @UCrjPpoxO0zfUUpXzTPe3uWA
· reply
· sentiment: positive
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
23 May
-
twitter
· @josephmooneymp
· reply
· sentiment: neutral
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
12 May