Is it possible to detect user's activity/motion on a web app?

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I am making a fitness-related web app and want the ability to detect various activities like cycling, running, walking, etc via a browser on a mobile device.

I understand there are CMMotionActivity and Activity Recognition APIs for iOS and Android respectively but is it possible to detect activities via a browser? Any leads?

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