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now that weve done an inspection of the data in a very introductory way were going to start to change the data in the data frame so that it reports better or maybe we can combine some data for reporting so in this video we will uh change the embarked column were going to overwrite it right now you see a series of single characters s c q etc which stand for the beginning character of town names so rather than use this cryptic kind of short form well actually spell them out put the town names in place and in doing that youll see how to perform some string method operations on a column that holds the value of doing the information we can see that the embarked column is an object that is a string column so we can perform string methods on it coming back to this information method that we ran we also saw that the embarked column does have some missing data so when we do this string replace method well also find the nulls and well replace them with unknown okay so in that youre going