Topic · social
Collaborative Dialogue
12 posts
· 341 engagement
· first seen 3 Jul 2023
· last seen 16 Jun 2026
The post addresses a clarification in a conversation about data accuracy and intent, emphasizing transparency and mutual respect.
Stance breakdown
How the per-edge framings classify across 9 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.
Sentiment breakdown
Whole-post emotional valence across 9 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
4
Neutral
3
Negative
2
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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facebook
1 post
· 168 engagement
168
-
twitter
2 posts
· 20 engagement
20
-
youtube
6 posts
· 10 engagement
10
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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facebook
· 1newsnz
· sentiment: neutral
· ♥ 90
· ↻ 0
· 💬 26
· 168 engagement
16 Jun
-
twitter
· @NZFreeSpeech
· reply
· sentiment: neutral
· ♥ 5
· ↻ 3
· 💬 0
· 11 engagement
15 May
-
twitter
· @NZFreeSpeech
· sentiment: positive
· ♥ 4
· ↻ 1
· 💬 1
· 9 engagement
11 May
-
youtube
· @UCaBLSqBFJRrd1WrJD4dgbwQ
· reply
· sentiment: positive
· ♥ 5
· ↻ 0
· 💬 0
· 5 engagement
11 Jun
-
youtube
· @UCOPoLhOeJqJIyheCpmlStXA
· reply
· sentiment: positive
· ♥ 4
· ↻ 0
· 💬 0
· 4 engagement
7 May
-
youtube
· @UCgLxcQyoHJzDU4I63W6CECw
· reply
· sentiment: negative
· ♥ 1
· ↻ 0
· 💬 0
· 1 engagement
18 May
-
youtube
· @UCp_rWRIt3Jk0k1OgTcv1aTw
· reply
· sentiment: neutral
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
12 Jun
-
youtube
· @UC0CccC4SX47d0rXuEQ59fTg
· reply
· sentiment: positive
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
3 Jun