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The mean of a sample is a single value and so its distribution is a single value with probability 1.
This is the answer.
No, not all distributions are symmetrical, and not all distributions have a single peak.
The Poisson distribution is characterised by a rate (over time or space) of an event occurring. In a binomial distribution the probability is that of a single event (outcome) occurring in a repeated set of trials.
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