I have a list of cities that have numerous incorrect spelling for the same city. One city is misspelled 18 times! I am trying to clean this up but its taking hours. Is th
Read about Levenshtein distance: http://en.wikipedia.org/wiki/Levenshtein_distance.
Find an implementation or write your own. It's not that complex.
Use it to locate near-miss spelling errors.