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hey there its Jamie welcome back to another video for the Zappos scraping project in Fall of 2022. so Im starting with the data that Ive downloaded from my Zappos mens running shoes and the link to this data is available in the comment section to this video if you want to follow along but this is the data just as its come down from the scraper and you will confirm before moving on by going to file and save as that your file format is Excel workbook all right so were gonna go through kind of sorting this data and cleaning it which is the first step in any data analysis and its often the most time consuming step so this is the data as its come from the web scraper and the first rule of data analytics or data analysis business analysis anything like this is to keep your data the raw data so that if youve made a mistake you can go back to it so rather than starting our cleaning and our analysis in this first sheet Im going to name this sheet one and then Im going to make a copy