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hi this is Jeff Heaton you know Wikipedia is a massive amount of text that contains somewhat the sum total of human knowledge or at least at a very general level weamp;#39;re going to see how to actually download and process the Wikipedia data at a very very low level literally pull the XML file across see what the structure looks like and this allows us to iterate through the whole thing potentially without using any sort of high capacity compute environment weamp;#39;re going to simply stream through the whole thing and not load the entire thing into memory this can be useful for a couple of different operations now of course you can load it into SPARC and do these kind of things in seconds but this will still have relatively short processing time Iamp;#39;ll show you how to do some things where we process through the entire of Wikipedia at about 20 minutes and not have to load the entire thing into RAM this provides the foundation for some natural language processing topics that