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hi everyone David Mele here today weamp;#39;re gonna look at some pretty exciting stuff what Iamp;#39;m gonna do is Iamp;#39;m gonna show you how to show and prove whether something is relevant or not when bringing in external data so in data science and data analysis weamp;#39;re looking at a campaign a sales campaign a marketing campaign we may be requested to identify like for a store or a group of stores or region if external factors are affecting sales in a positive or negative manner so with this data what weamp;#39;re gonna do is gonna show you local area head shop sales is our example and itamp;#39;s for kratom sells in a local area head shop and they want to know if violent crime plays a roller has an effect on their sales data or on their sales so if we look here this is weamp;#39;re ending up in the end is this graph with violent crime and total sales and what weamp;#39;re gonna do is letamp;#39;s get started in this weamp;#39;re going to see whether it is weamp;#