You are given the Store dataset including the following variables: Order ID – A

You are given the Store dataset including the following variables:
Order ID – A

You are given the Store dataset including the following variables:
Order ID – A unique identifier for each order.
Customer ID – A unique identifier for each customer.
Order Date – The date of the order placement.
Ship Date – The date the order was shipped.
Ship Mode – The shipping mode for the order (e.g. standard, same-day).
Segment – The customer segment (e.g. Consumer, Corporate, Home Office).
Region – The region where the customer is located (e.g. West, Central, East).
Category – The category of the product purchased (e.g. Furniture, Technology, Office Supplies).
Sub-Category – The sub-category of the product purchased (e.g. Chairs, Desktops, Paper).
Product Name – The name of the product purchased.
Sales – The sales revenue for the product purchased.
Quantity – The number of units of the product purchased.
Discount – The discount applied to the product purchased.
Profit -The profit generated by the product purchased.
Questions :
Choose any two prediction tasks: Classification or regression
Based on the chosen tasks, apply all the preprocessing steps.
Justify your choices.