The dplyr package has functions to convert your data object into a dplyr table. A dplyr table stores data in a compact format using much less memory. Most of the other dplyr functions can operate directly on the table as well.

We can convert our data frame to a table using:

playerst <- tbl_df(players) playerst  

This results in a very similar display pattern: