Topic · social
Rural Infrastructure Access
23 posts
· 4,848 engagement
· first seen 10 Nov 2019
· last seen 17 Jun 2026
The New Zealand government is expanding a self-certification scheme for plumbers and drainlayers to cover more residential and commercial work, aiming to reduce building delays, improve productivity, and enhance access to essential services in rural areas while maintaining public
Stance breakdown
How the per-edge framings classify across 17 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 17 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
7
Negative
6
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
3 posts
· 2,668 engagement
2,668
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reddit
6 posts
· 1,389 engagement
1,389
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twitter
3 posts
· 414 engagement
414
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youtube
5 posts
· 367 engagement
367
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
· christopherluxon
· sentiment: positive
· ♥ 826
· ↻ 34
· 💬 509
· 2,421 engagement
9 Jun
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reddit
· u/davetenhave
· sentiment: neutral
· ♥ 216
· ↻ 0
· 💬 194
· 798 engagement
27 May
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reddit
· u/Dunnersstunner
· sentiment: negative
· ♥ 74
· ↻ 0
· 💬 160
· 554 engagement
19 May
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youtube
· @rnz
· sentiment: positive
· ♥ 141
· ↻ 0
· 💬 74
· 363 engagement
9 Jun
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twitter
· @chrisluxonmp
· sentiment: positive
· ♥ 46
· ↻ 10
· 💬 67
· 267 engagement
9 Jun
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facebook
· theplatformnz
· sentiment: negative
· ♥ 90
· ↻ 12
· 💬 20
· 174 engagement
11 Jun
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twitter
· @josephmooneymp
· sentiment: neutral
· ♥ 71
· ↻ 7
· 💬 15
· 130 engagement
16 May
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facebook
· theplatformnz
· sentiment: negative
· ♥ 36
· ↻ 5
· 💬 9
· 73 engagement
8 Jun