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You can give the MultiPerspectiveExplorer package a go. See here for an introduction (including short screencast):
http://ceur-ws.org/Vol-1418/paper27.pdf
screen1
screen2
In the paper it is mainly about discovering rules, but you can also use the "Performance Mode" to show the duration between events (mapped to tasks). As shown on screenshot 1. Then you switch the measure to some time based measure as shown on screenshot 2.
You need to provide an event log and a petri net as input. You could mine the petri net, for example, using the Inductive Miner. You could also try the replay feature of Inductive Visual Miner.
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