Dealing with your data through a python programming language or Microsoft excel. Procedures for analyzing data, techniques for interpreting the results of such procedures, ways of planning the gathering of data to make its analysis easier, more precise, or more accurate, and all the machinery and results of (mathematical) statistics that apply to analyzing data. 1- Find out the dog category with the highest favorites rate In this project,we want to find out the category which is recorded the highest rate of favorites, after removing None values, and visualizing the chart, we can say that , puppo dog recorded the highest rate, then doggo, floofer , and pupper.