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so finally the most excited part hands-on right so in our upcoming videos right well be using google collab to program our apache beam sdk we can also pretty well do it in our local right so installing apache beam is very straightforward with apache b thats straightforward right so lets do it here pip apache beam run it right it will take some time to you know it right its actually installing it yes so finally the installation is successful now lets import our apache beam as t i imported my apache beam package now in apache beam everything is a pipeline if you want to read any file right it can be csv file it can be parker file if you want to it can be streaming anything like if you want to apply any transformation everything is a pipeline you have to define everything in a pipeline right so first well define a pipeline so im just naming my object as in pipe so i am saying beam dot pipeline right now i created an object called pipe right now we will see how to read a file rig