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[Music] hello and welcome to part two of this three-part series on predicting who in the nba will win mvp each year now part one was a lot of fun and hopefully you went through that video already in part one we did web scraping and we scraped data from a website called basketball reference on who got how many mvp votes player stats and team stats and today what were going to do is combine those three different data sets into one so in the next step we can actually go ahead and do machine learning so today were going to be doing a lot of data cleaning a lot of reshaping and were going to be using pandas primarily to do that so lets go ahead and get started and dive in i will switch to my notebook here which is jupiter lab and if youre following along at home you can use jupyter notebook or jupiter lab youll see that ive cleverly named this notebook data cleaning a very unique name if you come up with a better name feel free to use it and please let me know in the comments if you