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sure so its a collaborative uh project that weve been working on all semester this is sort of like a new thing uh amal and justin are both students amal just graduated and we hope that our demos will work but as with any demos you never know but you know people have been prompting us to sort of look into this what would it take to teach with these materials and in other ways and so we sort of just started experimenting like what would be other ways we could uh you know work with these materials um and so im gonna let them all start off but i might jump in from time to time yeah um well actually have justin start off oh justin you go okay awesome so um hello everyone uh welcome once again to our data science workshop this year and i hope you are having a great time so far so my name is justin and joining me today in this presentation is my colleague maul and as eric has said we are both students and employees of the global adoption team at data science undergraduate studies at berke