Data preparation a. When the data is first collected, it must be logged for recordkeeping and retention purposes, then checked for determined levels of accuracy, readability, completeness, and relevance. And the data must include the variables needed for the analysis before it can be transformed or oth- erwise treated to better facilitate the purpose of the analysis or visualization
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