Topic · social
Infrastructure Delivery Over Planning
7 posts
· 391 engagement
· first seen 29 Jul 2024
· last seen 16 Jun 2026
The podcast discusses the urgent need to improve infrastructure delivery in Auckland by focusing on practical solutions like road pricing, value capture, and faster planning, rather than prolonged planning and political indecision, emphasizing that delays cost the economy and the
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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reddit
2 posts
· 294 engagement
294
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youtube
3 posts
· 7 engagement
7
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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reddit
· u/computer_d
· sentiment: negative
· ♥ 96
· ↻ 0
· 💬 63
· 285 engagement
12 May
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reddit
· u/saskyhasreddit
· sentiment: neutral
· ♥ 0
· ↻ 0
· 💬 3
· 9 engagement
12 May
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youtube
· @UCoPME9xfIE1jQb_G-HABebQ
· reply
· sentiment: negative
· ♥ 4
· ↻ 0
· 💬 0
· 4 engagement
13 May
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youtube
· @UCBV-n904VswJXQZKEUnXf-Q
· reply
· sentiment: negative
· ♥ 3
· ↻ 0
· 💬 0
· 3 engagement
1 May
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youtube
· @UCImoUBryg1OKJepxzvLTqsw
· reply
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
14 Jun