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Descriptive Statisticshard
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When standardizing a dataset to z-scores using zi=xi−xˉsz_i = \frac{x_i - \bar{x}}{s}zi​=sxi​−xˉ​, which of the following MUST be true about the standardized data?

(1) The mean of the z-scores is 0 (2) The standard deviation of the z-scores is 1 (3) The median of the z-scores equals 0 (4) The minimum z-score is xmin−xˉs\frac{x_{min} - \bar{x}}{s}sxmin​−xˉ​ and the maximum is xmax−xˉs\frac{x_{max} - \bar{x}}{s}sxmax​−xˉ​ (5) The distribution shape is unchanged (same skewness, kurtosis, etc.)