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data that come from public sources are often dirty meaning that they have errors in them that will mess up your analysis so it's wise to have a strategy for finding and fixing those errors in this data set for example we have this field here address 2 which contains the name of the street that these registered sex offenders live on and just to show you an example of what we have I'm going to highlight that column and choose find and select and look for anything that involves the word Church there's a major street in Murfreesboro called Church Street and sure enough there are several church street addresses in this data set I'm gonna click find all here and what you'll see is that there is a there are a variety of ways that this data set refers to Church Street here we have s period Church St period the same street as identified as South Church Street with South spelled out here's one with the whole thing spelled out South Church and Street and so forth now this could be a problem if t...