Topic · social
Public Transport Cleanliness
3 posts
· 302 engagement
· first seen 18 May 2026
· last seen 1 Jun 2026
A reddit user expresses surprise and appreciation at the clean state of train windows on Metlink, highlighting a positive, unexpected improvement in public transport service.
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.
Critical
2
Neutral / explainer
1
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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reddit
3 posts
· 302 engagement
302
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/KermitTheGodFrog
· sentiment: negative
· ♥ 27
· ↻ 0
· 💬 41
· 150 engagement
29 May
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reddit
· u/no1deutsche
· sentiment: positive
· ♥ 55
· ↻ 0
· 💬 16
· 103 engagement
18 May
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reddit
· u/Efficient-County2382
· sentiment: negative
· ♥ 10
· ↻ 0
· 💬 13
· 49 engagement
1 Jun