Topic · social
Agricultural Self-Reliance
11 posts
· 78 engagement
· first seen 14 May 2026
· last seen 23 Oct 2026
The principle and practice of New Zealand farmers and agricultural workers independently managing farm operations and maintenance tasks — such as machinery repairs — without relying on outside labour or contractors.
Stance breakdown
How the per-edge framings classify across 3 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 3 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
3 posts
· 14 engagement
14
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
· @UC1EFV9lk1xxHtOt2EmfTKjA
· reply
· sentiment: negative
· ♥ 13
· ↻ 0
· 💬 0
· 13 engagement
1 Oct
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youtube
· @UC7MQf-z5PAdBJoL9SfYBnPQ
· reply
· sentiment: negative
· ♥ 1
· ↻ 0
· 💬 0
· 1 engagement
23 Oct
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youtube
· @UCVhQNhh_PAJWXnvBOMFD9fg
· reply
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
10 Oct