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hi everyone my name is ping ID and this is a high-level demonstration on how to analyze for discard data so Iamp;#39;ve pulled and extracted all the data thatamp;#39;s available on the City of Toronto open data catalog and open data is a concept of where governments and government institutions share data to the public in hopes that theyamp;#39;ll do something useful with it so open data is something Iamp;#39;m very passionate there that I think provides a lot of good transparency so what Iamp;#39;ve done is Iamp;#39;ve already downloaded the data and what the data looks like is get Excel spreadsheet from all the transactions from 2011 to 2013 and it looks something like this so you see the division it pretty much is all printers card information except for the actual employee so obviously you have employee you can do a little bit more analysis alright this is pretty good has the purpose the merchant all that good stuff so what I have heat what Iamp;#39;ve done in a CL and all of
