Topic · social
Truth In Public Debate
5 posts
· 37 engagement
· first seen 11 Jun 2026
· last seen 17 Jun 2026
A Family First release challenges Chloe Swarbrick's claims about marijuana and the criminal justice system, using the author's experience as a police prosecutor to argue for factual accuracy and a consistent 'no' to drug use.
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.
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.
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
5 posts
· 37 engagement
37
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
· @family-first-nz
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 10
· 30 engagement
11 Jun
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youtube
· @UCNcRPELFhgPwj-Ke_fDURbw
· reply
· sentiment: negative
· ♥ 4
· ↻ 0
· 💬 0
· 4 engagement
15 Jun
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youtube
· @UCd5HCAZuXurmBV7LvBDMZJQ
· reply
· sentiment: negative
· ♥ 3
· ↻ 0
· 💬 0
· 3 engagement
16 Jun
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youtube
· @UC5iYsPdk2VShrxUOkadxx0g
· reply
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
17 Jun
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youtube
· @UC8vig7oER7Dxp13wFoHLIVw
· reply
· sentiment: neutral
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
12 Jun