Poisson distribution CDF

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Let the arriving cars are distributed with Poisson distribution with mean 1. We are supposed to find cdf for time W of the arrival car if we are said that at he end of the second hour only one car arrived. I am not familiar with gamma functions, so I tried to differentiate the pdf, but I literally have no idea how to imply this information on one car arrived during 2 hours.

Thanks