Volume, tone and category mix of news attention on Ludhiana.
The city sounds bruised: 73% of its coverage reads negative. In the recent comparison, corruption attention rose 100% while infrastructure and housing rose 27%, so the mood is not simply decline; it is anxiety mixed with visible construction and sharper scrutiny.
from location-tagged news · sentiment skew is a property of news, not the city
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