Topic · social
Road Infrastructure Policy
29 posts
· 1,815 engagement
· first seen 10 Dec 2020
· last seen 10 Jun 2026
Cycling advocates are urging the New Zealand government to invest in cycling infrastructure and revise road policies to mitigate the impact of a potential fuel crisis and reduce reliance on fossil fuels.
Stance breakdown
How the per-edge framings classify across 26 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 26 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
7
Neutral
9
Negative
10
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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reddit
4 posts
· 945 engagement
945
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facebook
3 posts
· 610 engagement
610
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twitter
2 posts
· 195 engagement
195
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youtube
17 posts
· 65 engagement
65
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
· ♥ 190
· ↻ 4
· 💬 107
· 519 engagement
1 Jun
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reddit
· u/LycraJafa
· sentiment: neutral
· ♥ 20
· ↻ 0
· 💬 112
· 356 engagement
24 May
-
reddit
· u/punIn10ded
· sentiment: neutral
· ♥ 85
· ↻ 0
· 💬 77
· 316 engagement
21 May
-
reddit
· u/punIn10ded
· sentiment: neutral
· ♥ 32
· ↻ 0
· 💬 80
· 272 engagement
9 Jun
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twitter
· @actparty
· sentiment: neutral
· ♥ 52
· ↻ 9
· 💬 36
· 178 engagement
27 Apr
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facebook
· nzinitiative
· sentiment: negative
· ♥ 19
· ↻ 4
· 💬 11
· 60 engagement
5 Jun
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facebook
· 1newsnz
· sentiment: negative
· ♥ 4
· ↻ 0
· 💬 9
· 31 engagement
2 Jun
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twitter
· @josephmooneymp
· sentiment: positive
· ♥ 8
· ↻ 0
· 💬 3
· 17 engagement
22 May