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in this video weamp;#39;re going to be looking at some basic data cleaning removing symbols that we donamp;#39;t want and weamp;#39;re going to be exporting our data out into CSV or Json files and weamp;#39;re also going to be looking at how you can overwrite a CSV file each time or you can append to it as you go along two different options for you so this is part four in my web scraping with python series thereamp;#39;s a playlist with the other parts if you wanted to follow along from the beginning those will definitely help you out where we left off is that we actually have our data class up here and we are actually just printing out the dictionary that we created from that data class every time we Loop through and get our product so what we want to do is we want to actually export this so we can persist and save this data the first thing Iamp;#39;m going to do is look at exporting it into a Json file which is pretty simple but is still a very useful thing to have so weamp;#3