If your text file contain column names in the first row, make sure to set the argument 'firstRowIsColNames=TRUE' in the function. Also check to verify how the file is delimited. By default the function recognizes data that is 'Tab' and 'Comma' delimited. If you need to use a different delimiter, you can specify that using the 'columnDelimiters' argument.
How To: How can I create column names from a row of data?
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