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@prevailrob
I'm already familiar with sites like Raceshape that will let you analyze segment times against other people on the leaderboard but does anyone know of a site that lets you load up, lets say, a given ride you and several others have done and then analyze that like you would do with an individual ride on strava.
AFAIK Veloviewer used to allow you to this but it stopped working when Strava changed their API.