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[Music] hi everyone welcome to my new python for finance tutorial series um in this series i will try to go over pretty much everything you might want to know for using python for the finance so to start things off we are going to do some pretty basic things uh like how to actually get the data like how to actually work with those data in our example we will use some big corporations in the u.s stock exchange but of course you can use it for the entire smp or for the entire dow jones or for the entire nest app or any other market that is much more attractive or relevant to your own stock portfolios but just for illustrative purpose we will stick to those big corporations first later on we are also going to visualize and also going to analyze those captured data for meetings um to help us to formally some kind of training strategies and also to help us to facilitate our own decision making so we have a lot of exciting programming exercise ahead of us so lets go ahead and lets get sta