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[Music] avoid making the column titles or headers fancy with formatting when the datasheet is going to be analyzed in a program such as r or its going to be imported into a database formatting can sometimes cause errors and analyzing it or it can even prevent the data from being able to be imported [Music] [Music] also avoid inconsistent naming conventions for titles and avoid using character such as exclamation points asterisk signs at symbols etc in the title these can be confusing for one and also the special characters in the titles can cause errors and analysis for importing heres an example of a data spreadsheet using inconsistent naming conventions in the titles [Music] take a look and see how many inconsistencies you can spot for example of a use of a special character that might make it hard to import this column or cause an error when trying to use it in an analysis is the hashtag symbol in place of the word number inconsistencies with capital and lowercase letters arent