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Random error and sample size have an inverse relationship...As sample size INCREASES random error DECREASES. There's a good explanation at the related link.
There's a picture at the Related Link.
if the stop bits does not appear when it is supposed to, the UART considers the entire word to be garbled and will report a framing error regardless of the whether the data was received correctly or not, the UART automatically discards the start,parity and stop bits.
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It means that the measured value is greater than the true value. Unless the experiment can be made error-free, that should happen around half the time.