Basic Operation
# this is a comment in R
- Use
x <- 3
to assign a value, 3
, to a variable, x
- R counts from 1, unlike many other programming languages (e.g., Python)
length(thing)
returns the number of elements contained in the variable collection
c(value1, value2, value3)
creates a vector
container[i]
selects the i’th element from the variable container
List objects in current environment ls()
Remove objects in current environment rm(x)
Remove all objects from current environment rm(list = ls())
Control Flow
- Create a conditional using
if
, else if
, and else
if(x > 0){
print("value is positive")
} else if (x < 0){
print("value is negative")
} else{
print("value is neither positive nor negative")
}
- create a
for
loop to process elements in a collection one at a time
for (i in 1:5) {
print(i)
}
This will print:
1
2
3
4
5
- Use
==
to test for equality
3 == 3
, will return TRUE
,
'apple' == 'orange'
will return FALSE
X & Y
is TRUE
is both X and Y are true
X | Y
is TRUE
if either X or Y, or both are true
Functions
is_positive <- function(integer_value){
if(integer_value > 0){
TRUE
}
else{
FALSE
{
}
In R, the last executed line of a function is automatically returned
- Specifying a default value for a function argument
increment_me <- function(value_to_increment, value_to_increment_by = 1){
value_to_increment + value_to_increment_by
}
increment_me(4)
, will return 5
increment_me(4, 6)
, will return 10
Call a function by using function_name(function_arguments)
apply family of functions: apply()
, sapply()
, lapply()
, and mapply()
apply(dat, MARGIN = 2, mean)
will return the average (mean
) of each column in dat
Packages
- Install package by using
install.packages("package-name")
- Update packages by using
update.packages("package-name")
- Load packages by using
library("package-name")
Glossary
{:auto_ids} argument : A value given to a function or program when it runs. The term is often used interchangeably (and inconsistently) with parameter.
- call stack
- A data structure inside a running program that keeps track of active function calls. Each call’s variables are stored in a stack frame; a new stack frame is put on top of the stack for each call, and discarded when the call is finished.
- comma-separated values (CSV)
- A common textual representation for tables in which the values in each row are separated by commas.
- comment
- A remark in a program that is intended to help human readers understand what is going on, but is ignored by the computer. Comments in Python, R, and the Unix shell start with a
#
character and run to the end of the line; comments in SQL start with --
, and other languages have other conventions.
- conditional statement
- A statement in a program that might or might not be executed depending on whether a test is true or false.
- dimensions (of an array)
- An array’s extent, represented as a vector. For example, an array with 5 rows and 3 columns has dimensions
(5,3)
.
- documentation
- Human-language text written to explain what software does, how it works, or how to use it.
- encapsulation
- The practice of hiding something’s implementation details so that the rest of a program can worry about what it does rather than how it does it.
- for loop
- A loop that is executed once for each value in some kind of set, list, or range. See also: while loop.
- function body
- The statements that are executed inside a function.
- function call
- A use of a function in another piece of software.
- function composition
- The immediate application of one function to the result of another, such as
f(g(x))
.
- index
- A subscript that specifies the location of a single value in a collection, such as a single pixel in an image.
- loop variable
- The variable that keeps track of the progress of the loop.
- notional machine
- An abstraction of a computer used to think about what it can and will do.
- parameter
- A variable named in the function’s declaration that is used to hold a value passed into the call. The term is often used interchangeably (and inconsistently) with argument.
- pipe
- A connection from the output of one program to the input of another. When two or more programs are connected in this way, they are called a “pipeline”.
- return statement
- A statement that causes a function to stop executing and return a value to its caller immediately.
- silent failure
- Failing without producing any warning messages. Silent failures are hard to detect and debug.
- slice
- A regular subsequence of a larger sequence, such as the first five elements or every second element.
- stack frame
- A data structure that provides storage for a function’s local variables. Each time a function is called, a new stack frame is created and put on the top of the call stack. When the function returns, the stack frame is discarded.
- standard input (stdin)
- A process’s default input stream. In interactive command-line applications, it is typically connected to the keyboard; in a pipe, it receives data from the standard output of the preceding process.
- standard output (stdout)
- A process’s default output stream. In interactive command-line applications, data sent to standard output is displayed on the screen; in a pipe, it is passed to the standard input of the next process.
- string
- Short for “character string”, a sequence of zero or more characters.
- while loop
- A loop that keeps executing as long as some condition is true. See also: for loop.