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Rate refers to frequency, while size refers to the amount.

Thus, Sampling Rate is measured in Hertz (number of times per second a sample is taken), and Sampling Size is measured in Bits (number of binary digits of information taken at a single time).

Thus, if you Sample at 10 Hz/8 bits, that means you take 8 bits of information, 10 times per second.

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