20210103 The assignment operator in R base::<- is used to save a result into the computer’s memory and give it a name that we can refer to later. We can use this operator to save the result of the sequence of operations from a pipeline (see Section 3.7).
# Select variables/observations and save the result. <- rainy_days %>% ds select(min_temp, max_temp, rainfall, sunshine) %>% filter(rainfall >= 1)
An alternative that makes sense within the pipe paradigm that we use is to use the forward assignment operator base::-> to save the resulting data into a variable in a logically forward flowing way.
# Demonstrate use of the forward assignment operator. %>% ds select(min_temp, max_temp, rainfall, sunshine) %>% filter(rainfall >= 1) -> rainy_days
Using the forward assignment operator tends to hide the final variable
into which the assignment is made. This important side effect of the
series of commands, the assignment to
easily be missed unlike our use of the backward assignment earlier.
When using the forward assignment be sure to un-indent the final variable name so that the assignment is clearer and the un-indented variable name serves as the final bracket for the command pipeline.
# Best to unindent the final assigned variable for clarity. %>% ds select(min_temp, max_temp, rainfall, sunshine) %>% filter(rainfall >= 1) -> rainy_days
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