Brief description of the dataset

Let's briefly consider the dataset that we are about to model:

  • Features data: This is data of regional activity related to the store:
    • Store: Numeric store ID for each store.
    • Date: Important dates for store.
    • Fuel price: Current fuel prices.
    • Markdowns: The discount you take on merchandise in your retail store from the original marked sale price.
    • CPI (Consumer Price Index): A measure that examines the weighted average of prices of a basket of consumer goods and services, such as transportation, food, and medical care.
    • Unemployment: Current unemployment rate.
    • IsHoliday: Whether it's a holiday or not, on a particular date.
  • Sales data: This is historical sales data covering three years, from 2010 to 2012. It ...

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