Does anyone know how the range gets affected by the average or median?
Range depends only on the largest and smallest value. That’s it.
also does it have any relationship with Standard deviation?
Not directly, though the larger the range, the larger the standard deviation is likely to be (since that indicates that we possibly have a large variance from the mean).
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