How to correctly stop Google Cloud Datalab

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Playing with data is a joy in Junyper/Datalab, but I do not want it to become costly.

Google recommends:

"You can minimize compute charges by stopping/restarting Cloud Datalab instances."

However, if I stop the AppEngine instance or the Compute Engine VM instance, they simply restart ...

So how to correctly stop/pause Google Cloud Datalab, so that I'm only charged for my use, not for the idle time? Is there some kind of trigger that restarts the instances?

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