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okay so now were going to get a little more complex were going to take advantage of the naturalness of our natural language and so lets take a look at the sample code again this is in HTTP dub-dub-dub PG free comm slash lecture / o 5 full text is QL and you can download that and then lets go search for stop words so here we go so the idea is is were going to move everything to lowercase and were gonna have a set of stop words that are meaning free like and and for and whatever so let me go ahead and drop Docs with a cascade option and then create the docs Im this the structure is the same we could probably just delete the delete the rows from it but well recreate it just for yucks come back and then were going to insert some records insert the records in so we got three records inserted the same ones that weve been playing with and so you know this the same thing that weve done here we can break the columns into you know one row per word press a primary key with you select d