Data Preparation: Raw data is inherently messy and requires cleaning and pre-processing right before Evaluation. This stage includes tasks like determining and managing lacking values, correcting inconsistencies, formatting data right into a reliable composition, and probably eradicating outliers.details, Primarily details or quantities, collected