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This video tutorial teaches how to select columns in a pandas data frame based on a logical condition across the values of the columns. By finding the column means and filtering for columns where the average value is greater than 10, we can create a logical index to show which columns meet this criteria. This allows for the exclusion of columns with low values from the data set.