These variables were dropped because they would not be useful for our purposes. A new column created for categorizing SaleCheckInDiff.
Missing values were filled with the mean of other data that met the criteria for missing values. Thus every missing value has been filled according to their criteria.
Outliers found, reviewed and were replaced by the average of the "All Included" attribute. There are no outliers anymore.
Example :