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No, the normal curve is not the meaning of the Normal distribution: it is one way of representing it.
A standard normal distribution has a mean of zero and a standard deviation of 1. A normal distribution can have any real number as a mean and the standard deviation must be greater than zero.
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If the Z-Score corresponds to the standard deviation, then the distribution is "normal", or Gaussian.
Mean and Standard Deviation