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hello and welcome to Minicon tutorials in todays tutorial Im going to show you how to fix the data reading error in Arrow R Studio which is error in make dot names into brackets column.names comma unique is equal to True practice close column invalid multi-type screen X I intentionally kept xcf for a reason it could have been 5 youre grabbing 10 grabbing any number okay now this number here indicates the string of characters another way what we call because a qualitative or a categorical variable okay now what happens is that when you are reading data set into r R has thats why we usually say read.csv read.table or read anything read here simply means that R is going to scan or read your data set and then import it okay now during the reading process Arrow has detected that the column number 5 for instance has what a problem with the column name okay so the column name was wrongly named and thats why Arrow gave us this Arrow you know sometimes you can have multiple columns with t