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were going to live exporting data from an excel file into a comma separated variable file so a concept of a file or a CSV file this is a text file where the variables are delineated by comments so for that were going to use this dataset called lead fish it is lead concentrations that have been measured from samples of fish from a river in the u.s. in 1999 and theres data for three different species of fish so there are three variables the species of fish thats a qualitative variable the lead concentrations themselves these numbers theyre quantitative continuous variables and then the the source at the sample whether it came from a filter fish or whether it came from a whole fish thats another quantitative variable so as it stands this data is poorly organized for reading into a computer best practice would be that each variable is stored in a separate column then every row is an individual observation and here we see that well first of all the lead fish concentrations are scatte