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Answers for “如何使用 Z-score 公式对数据集进行标准化?”

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To standardize a dataset using the Z-score formula, first compute the mean (μ\mu) and standard deviation (σ\sigma) of the dataset. Then, for each original data value XX, apply the formula X′=X−μσX' = \frac{X - \mu}{\sigma} to convert it into a standardized score.

Conditions: Requires knowing the mean and standard deviation of the dataset

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Standard deviation is calculated by finding the squared differences from the mean, averaging those squared differences to get the variance, and then taking the square root of the variance. The formula is σ=∑(X−μ)2N\sigma = \sqrt{\frac{\sum (X - \mu)^2}{N}}.

Conditions: The mean μ\mu of the dataset has already been calculated.