You are a Data scientist at Captain Flint Brewery, which is a well reputed distillery that produces whiskey, rum, beer, wine, and other alcoholic beverages. The company distributes its breweries through large supermarket chains and liquor stores that operates through a centralized system where all branches will provide the same pricing and discounts to the products they offer. However, certain branch managers can override certain discounts provided that proper reasons are given and is approved. The company has many data on customer purchases, demographics, and preferences, as well as on the performance of various products and marketing campaigns. Note that the relevant dataset is attached to the assignment. As a Data Scientist, you are responsible for making decisions about which products to stock, setting the optimum pricing, discount strategy, placing of products, and how to market them to customers. Overall, the aim of the entire process is to entice customers to spend more and create the best pricing strategy to increase the volume of sales. To make these informed decisions, you decide to use Applied analytical models to better understand the data your company has collected.

Using the selected analytical method utilize a tool $($e$.$g$.,$ R$,$ RapidMiner, Hadoop$)$ to carry out an analysis while assessing the quality of the information that was output from the analysis