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This manhole (yellow arrow) in Manhattan’s Chelsea neighborhood was ranked 20th most likely to explode, smolder or catch fire out of the borough’s more than 50,000 manholes and utility service boxes. Its oldest cable was installed in the 1920s; several others were replaced after a burnout event in 2004. Credit: C. Rudin et al./Machine Learning 2010

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