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HDC1080: Multiple of the same devices on I2C bus

Part Number: HDC1080

I have an application where multiple HDC1080 humidity/temperature sensors are to be used on the same I2C bus.

Is it acceptable to simply remove power from the other devices (SDA,SCL remain connected to all) while leaving one device powered to communicate on the bus?

Thank you,

Patrick