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hello and welcome back our last speaker for the science data and analytics track today is now based in geneva but he used to attend the melbourne python users group back when he lived here it feels really good to be able to introduce him to the pycon australia audience last yenken is a swedish australian engineering leader and data scientist currently leading the tech team at our world in data where he tries to wrangle the world data sets into shape and share insights into how we can make the world better using that data however most of the world data sets are scattered to the wind or worse stuck in excel files of massive organizations in tiny addendums to research papers in pdf format and even in government tweets lars will take us for a dive into initiatives by our world in data to unlock this information heamp;#39;ll share the joys and pains of data harmonization and ask how meta should data really be so please give a warm virtual applause to las janken and to his talk systems of t