Data Preparation: Raw data is inherently messy and necessitates cleansing and pre-processing in advance of Assessment. This phase consists of duties like figuring out and dealing with missing values, correcting inconsistencies, formatting data right into a dependable construction, and potentially eradicating outliers.?? ??? ??? ??? ?? ?? ??? ??? ??