Place Pulse is a crowdsourcing effort that aims to map which areas of a city are perceived as safer, livelier, wealthier, more active, beautiful and friendly. By asking users to select images from a pair, Place Pulse collected more than 1.5 million reports that evaluate more than 100,000 images from 56 cities.
Source: https://figshare.com/articles/dataset/Place_Pulse/11859993
Image source: https://www.media.mit.edu/projects/place-pulse-1/overview/
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