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[Applause] that everyone and thank you for coming and we talk about duck DB which is eded relational database for Python and other environments and Iamp;#39;m going to try and cover four things today weamp;#39;ll see how we do first thing is just a sort of big overview of what data science looks like these days itamp;#39;s a lot of what duct DB gets used for is in uh data processing pipelines I talked you possibly intoo much detail about what dub is and how it works and why the performance do with it and I going to show how it integrates somewh nicely with python and then because youamp;#39;ve actually got me physically here I thought Iamp;#39;d take a little time to talk about some of the work I do which actually connects very well with some of the impedance mismatches you get sometimes between people who are used to using data frames and people you know and the SQL world so a little bit about me um I got actually got started off in Signal processing back in like the 1980