Crowdsourcing was very limited for the amount of data that we need to collect. A city like New York, Manhattan alone has about 80,000 street segments. We teamed up with a team of Italian colleagues that had mobile phone data. And they could see the activity of people in cities as a function of the time of the day. So then we could see if people tended to avoid and safe looking places.

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