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On both Dock and Launchpad.
I opened App Store by mistake, and now I cannot remove the badge which is designed for reminding me updates, except I install all the updates or delete all the apps which have updates.
You cannot. Notifications (which include icon badges) are not configurable for the Mac App Store app.