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[Music] how do you clean data well the steps in cleaning data are parsing correcting standardizing matching and consolidating so what is parsing so parsing location identifies individual data elements and the source files that them as isolate stinking elements at the target files and examples include parsing the first for the last names big memorable block right so if you have someones name right you may need to whitespace parse it and separate it to first and all that or if you have street name it street number and so on so forth maybe comma delimiter - or pipe or whatever correcting is fixing problems right so for example you know you may need to fix a zip code or we may need to fix a misspelling or typo or whatever Saturdays ation means that you want to follow a standard set of rules for how things are formatted like maybe it must be 8 characters or or must be in this particular format either formatted you have to move it matching is basically searching and matching across these d