Topic · social
Value For Money In Transport
8 posts
· 9,401 engagement
· first seen 3 Jul 2025
· last seen 14 Jun 2026
The article argues that cycleways offer a cost-effective, widely used alternative to roads and ferries in New Zealand, particularly in Auckland, and criticizes political leaders for prioritizing road expansion over cycling infrastructure despite strong evidence of cycling's value
Stance breakdown
How the per-edge framings classify across 7 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.
Supportive
5
Critical
1
Dismissive
1
Sentiment breakdown
Whole-post emotional valence across 7 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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facebook
3 posts
· 8,857 engagement
8,857
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reddit
1 post
· 475 engagement
475
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youtube
3 posts
· 1 engagement
1
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
· nzlabourparty
· sentiment: positive
· ♥ 1926
· ↻ 40
· 💬 759
· 4,283 engagement
10 Jun
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facebook
· nzlabourparty
· sentiment: positive
· ♥ 1500
· ↻ 61
· 💬 691
· 3,695 engagement
14 Jun
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facebook
· nznats
· sentiment: positive
· ♥ 222
· ↻ 6
· 💬 215
· 879 engagement
26 May
-
reddit
· u/Bedazzledbellybutton
· sentiment: negative
· ♥ 34
· ↻ 0
· 💬 147
· 475 engagement
8 Jun
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youtube
· @UCLSGA3wqbFebjcX4X-TiReA
· reply
· sentiment: negative
· ♥ 1
· ↻ 0
· 💬 0
· 1 engagement
19 May
-
youtube
· @UCeSQ2VSTch90ei_Og1lnZBA
· reply
· sentiment: positive
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
2 Jun
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youtube
· @UC_YhtZDFzGB8dVjgTTgzYyA
· reply
· sentiment: positive
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
9 May