Bold: commands/functions in Week 3.
Command | Purpose | Example |
---|---|---|
? | pull up a help page | ?seq |
: | colon operator(generate regular sequence) | 1.5:4 |
[ ] | subset a vector | x[c(2,6,1,3)] |
[[ ]] | extract an element in a list | x[[“bar”]] |
or extract a column in a data frame | data_frame[[“age”]] | |
$ | extract an element in a list | x$bar |
or extract a column in a data frame | data_frame$age | |
<- | assignment | x <- 5 + 7 |
c | concatenate | c(1.1, 9, 3.14) |
seq, seq_along | sequence generation | seq(1,10,0.5) |
length | return the length of a vector | length(pi:100) |
rep | replicate elements of vectors | rep(c(1,2,3),5) |
prints its argument | print(5:10) | |
# | comment character | # ignore the rest of line |
class | return the class of object | class(pi) |
as.numeric, as.integer,… | explicit coercion | as.integer(pi) |
matrix | create a matrix | matrix(1:6, nrow=2, ncol=3) |
dim | return the dimension attribute of object | dim( matrix(1:6, nrow=2, ncol=3) ) |
cbind, rbind | create matrix by column-/row- binding vectors | cbind(1:3,4:6) |
list | create a list | list(name=“John”, age=20) |
factor | create a factor | factor(“blue”,“green”,levels=c(“red”,“green”,“blue”)) |
is.na, is.nan | check if the argument is NA (or NaN) | is.na(as.numeric(“abc”)) |
data.frame | create a data frame | data.frame(foo = 1:4, bar = c(T, T, F, F)) |
nrow, ncol | return the number of rows/columns of object | nrow(data.frame(foo = 1:4, bar = c(T, T, F, F))) |
names | names of elements of a vector | names(x) |
colnames, rownames | column/row names of a matrix/data frame | colnames(m) |
paste | concatenate strings | paste(“aa”,“bb”,“cc”,sep=“:”) |
sum | summation of elements in a vector | sum(c(1,5,12)) |
prod | product of elements in a vector | prod(c(3,15,-2)) |
max, min | maximum/minimum value in a vector | max(c(23,12,12,3)) |
mean, median | mean/median of a vector | mean(c(1,5,1,2,7)) |
sort | sorting | sort(c(1,5,1,pi,2,7)) |
var, sd | sample variance/standard deviation of a vector | sd(c(1,5,1,3,2)) |
cor | correlation | cor(c(1,4,6,1), c(2,5,1,9)) |
which.min, which.max | first index of minimum/maximum value | which.min(c(4,1,3,4,1)) |
set.seed | set a seed for random number generation | set.seed(13218) |
Operator | Name | Example |
---|---|---|
>, < | greater/less than | 1:5 > seq(0,8,2) |
== | equality operator | 1:5 == seq(0,8,2) |
>=, <= | greater or equal to/less than or equal to | 1:5 <= seq(0,8,2) |
!= | not equal to | 1:5 != seq(0,8,2) |
! | NOT | !(1 > 2) |
& | AND | (3:5 > 5:7) & (4:6 == 4:6) |
| | OR | (3:5 > 5:7) | (4:6 == seq(2,6,2)) |
Function | Name | Example |
---|---|---|
abs | absolute value | abs(3-6) = 3 |
sqrt | square root | sqrt(16) = 4 |
^ | exponentiation | 3^10 = \(3^{10}\) = 59049 |
exp | exponential function | exp(1.7) = \(e^{1.7}\) = 5.473947 |
log | log function (base e) | log(10) = 2.302585 |
log10 | base 10 log (\(\log_{10}\)) | log10(100) = 2 |
pi | mathematical constant \(\pi\) | pi = 3.141593 |
sin, cos, tan | trigonometric functions (argument in radians) | sin(pi/2) = 1 |
asin, acos, atan | inverse trigonometric functions | acos(1) = 0 |
sinh, cosh, tanh | hyperbolic functions | cosh(0) = 1 |
asinh, acosh, atanh | inverse hyperbolic functions | atanh(tanh(12)) = 12 |
round(x,n) | round x to n decimal places | round(pi,2) = 3.14 |
floor | rounds down | floor(14.7) = 14 |
ceiling | rounds up | ceiling(14.7) = 15 |
Every distribution has four functions. There is a root name, for example, the root name for the normal distribution is norm
. This root is prefixed by one of the letters
Distribution | Functions |
---|---|
Normal | dnorm pnorm qnorm rnorm |
\(\chi^2\) | dchisq pchisq qchisq rchisq |
Student t | dt pt qt rt |
Command | Purpose | Example |
---|---|---|
read.table, read.csv, … | read data from a text file | data <- read.table(“foo.txt”) |
write.table, write.csv, … | write data to a text file | write.csv(data,“foo.csv”) |
readLines | read text file line by line | data <- readLines(“foo.txt”) |
writeLines | write text to file | writeLines(“write something…”, “foo.txt”) |
Command | Purpose | Example |
---|---|---|
hist | plot a histogram | hist(rnorm(1e5),freq=FALSE, breaks=100) |
curve | plot a function | curve(x^2, xlim=x(-1,1)) |
legend | add legend to a plot | legend(1,2,c(“text1”,“text2”),col=1:2,lty=1:2) |