List of R functions: Difference between revisions
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== Random numbers and probability distributions == | |||
{|{{prettytable}} | |||
|+ '''Random numbers and probability distributions''' | |||
! function name | |||
! functionality | |||
|----- | |||
| ddist(x, p1, ...) | |||
| P(X=x) or f(x) | |||
|----- | |||
| pdist(q, p1, ...) | |||
| P(X<=q) | |||
|----- | |||
| qdist(p, p1, ...) | |||
| ''p''-th quantile, equivalently 100%-point | |||
|----- | |||
| rdist(n, p1, ...) | |||
| pseudu-random numbers | |||
|----- | |||
| dist p1, ... | |||
| distribution and parameters | |||
|----- | |||
| :unif min = 0, max = 1 | |||
| uniform | |||
|----- | |||
| :binom size, prob | |||
| binomial | |||
|----- | |||
| :geom prob | |||
| geometric | |||
|----- | |||
| :hyper m, n, k | |||
| hypergeometric | |||
|----- | |||
| :nbinom size, prob | |||
| negative binomial | |||
|----- | |||
| :poist lambda | |||
| Poisson | |||
|----- | |||
| :exp rate | |||
| exponential | |||
|----- | |||
| :chisq df | |||
| chi square | |||
|----- | |||
| :gamma shape, rate | |||
| gamma | |||
|----- | |||
| :norm mean, sd | |||
| normal | |||
|----- | |||
| :t df | |||
| t distribution | |||
|----- | |||
| :weibull shape, scale | |||
| Weibull | |||
|----- | |||
| set.seed(seed) | |||
| set position in pseudo-random sequence | |||
|----- | |||
| .Random.seed | |||
| state if the random number generator | |||
|----- | |||
| RNGkind() | |||
| which random number generator? | |||
|----- | |||
| sample(x, n, replace = TRUE) | |||
| sample size ''n'' from ''x'' | |||
|} | |||
== Statistical tests == | == Statistical tests == | ||
Revision as of 08:19, 5 May 2011
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This page contains listings of some R functions and commands by category.
Workspace and help
function name | functionality |
---|---|
getwd() | get working directory |
setwd(dir) | set working directory to dir |
help(topic), ?topic | get help on topic, usually function name |
help.search("keyword") | search for help |
help.start() | HTML help start page |
demo() | list available demonstrations |
save(..., file), load(file) | save and load objects |
savehistory(file), loadhistory(file) | save and load command history |
source(file) | execute commands from file |
list.files(dir), dir(dir) | list files in directory dir |
q() | quit R |
Objects
function name | functionality |
---|---|
mode(x) | mode of x |
ls(), objects() | list objects in memory |
rm(x), rm(list = ls()) | remove x or all objects |
exists(x) | test if object x exists in memory |
as.numeric(x), as.list(x), ... | coerce mode of object x |
is.numeric(x), is.na(x), ... | test mode of object x |
identical(x, y) | test if objects are identical |
return(invisible(x)) | return invisible copy (doesn't print) |
Packages
function name | functionality |
---|---|
install.packages(name) | download and install package name |
download.packages(name, dir) | download package name into dir |
library(name), require(name) | load package name |
data(name) | load dataset name |
.libPaths(dir) | add directory dir to library paths |
sessionInfo() | list loaded packages |
Flow and control and function definition
function name | functionality |
---|---|
if(logical_expression) expression_1 else expression_2 | if then else |
for (x in vector) expression | loop through elements of vector as x |
while (logical_expression) expression | while loop |
name <- function(input1, ...) {expression_1; ...; return(output)) | function definition |
stop(message) | cease processing and print message |
browser() | stop to inspect objects for debugging |
system.time(expression) | report runtime for expression |
Mathematical and logical operators and functions
function name | functionality |
---|---|
+, -, *, /, ^, %%, %/% | algebraic operators, %% for remainder of integer division, %/% for integer division i.e. rounded down to 0 decimal places |
<, >, <=, >=, ==, != | comparison operators |
, ! | logical operators (and, or, not) |
&&, || | and/or evaluated progressively from left |
xor(A, B) | exclusive or (A or B but not both) |
ifelse(condition, x, y) | choose x or y elementwise |
sin(x), cos(x), tan(x) | sine, cosine and tangent |
asin(x), acos(x), atan(x) | inverse sine, cosine and tangent |
exp(x), log(x) | exponential and logarithm base e |
sqrt(x) | square root |
abs(x) | absolute value |
pi | 3.145926... |
ceiling(x) | smallest integer >= x |
floor | largest integer <= x |
all.equal(x, y) | almost equal |
round(x, k) | round x to k digits |
deriv(expression, vars) | symbolic differentiation |
Vectors
function name | functionality |
---|---|
x[i] | select subvector using index vector |
x[logical], subset(x, subset) | select subvector using logical vector |
c(...) | combine vectors |
seq(from, to, by), from:to | generate an arithmetic sequence |
rep(x, times) | generate repeated values |
length(x) | length of x |
which(x) | indices of TRUE elements of x |
sum(...) | sum over vector(s) |
prod(...) | product over vector(s) |
cumsum(x), cumprod(x) | cumulative sum and product |
min(...), max(...) | minimum and maximum |
sort(x) | sort a vector |
mean(x) | sample mean |
var(x), sd(x) | sample variance and standard deviation |
order(x) | rank order of elements of x |
Matrices
function name | functionality |
---|---|
matrix(data, nrow, ncol, byrow) | create a matrix |
rbind(...), cbind(...) | combine rows or columns |
diag(x) | create a diagonal matrix |
%*% | matrix multiplication |
nrow(A), ncol(A) | number of rows and columns |
colMeans(A), colSums(A) | column means or sums |
dim(A) | dimensions of x |
det(A) | determinant |
t(A) | transpose |
solve(A, b) | solution of A x == b |
solve(A) | matrix inverse |
array(data, dim) | create a multidimensional array |
Dataframes, factors and lists
function name | functionality |
---|---|
data.frame(...) | create a dataframe |
str(x) | summarise structure of x |
names(x) | names of x |
dim(x) | number of rows and columns of x |
attach(x) | copy dataframe objects into workspace |
detach(x) | delete dataframe objects from workspace |
factor(x) | create a factor |
levels(x) | select levels of factor x |
list(...) | create a list |
unlist(x) | flatten list x into a vector |
apply(x, i, f, ...) | apply f over index i of array x |
sapply(x, f, ...) | apply f to x and return a vector |
lapply(x, f, ...) | apply f to x and return a list |
tapply(x, i, f, ...) | apply f to subvectors of x given by levels of factor i |
mapply(f, ...) | apply f to multiple arguments |
Input and output
function name | functionality |
---|---|
scan(file, what, n, sep, skip) | read from a file (or keyboard) |
read.table(file) | read file in table format into dataframe |
read.csv(file) | read comma separated data |
read.delim(file) | read tab-delimited data |
readline(prompt) | read a line of text from the console i.e. user input |
show(object) | display object on screen |
head(object) | first few lines of object |
tail(object) | last few lines of object |
print(object), object | print object |
options(digits = x) | display x digits in output |
cat(..., file) | concatenate and write |
format(x, digits, nsmall, width) | format x for output |
paste(..., sep = " ") | paste strings together |
write(x, file, append = FALSE) | write to a file (or screen) |
sink(file) | redirect output to a file |
dump("x", file) | write text representation of x |
write.table(x, file) | write dataframe x to a file |
Plotting
function name | functionality |
---|---|
plot(x, y) | plot y against x |
:type = "?" | determine the type: |
::"p", "l", "b" | for points, lines or both |
::"c" | for the lines part alone of "b" |
::"o" | for both lines and points overplotted |
::"h" | for vertical lines (histogram like plot) |
::"s", "S" | for step function, across/op or reverse |
::"n" | no data plotted, only axes |
:main = "title" | provides plot title |
:xlim = c(a,b) | set lower and upper limits of x-axis |
:ylim = c(a,b) | set lower and upper limits of y-axis |
:xlab = "?", ylab = "?" | provide label for x-axis and y-axis |
:pch = k | set shape of points (k from 1 to 25) |
:lwd = ? | set line width, default 1 |
:col = "?" | set line and point colour |
colour(), color() | list R colours |
lines(x, y) | add lines to plot |
abline(h), abline(v) | draw horizontal and vertical lines |
points(x, y) | add points to plot |
text(x, y, labels) | place text on plot |
curve(f, from, to) | plot f |
par(?) | set graphical parameters: |
:mfrow = c(nr, nc) | create grid of plots with nr rows and nc columns filled by row (mfcol fills by col) |
:oma = c(b, l, t, r) | create outer margin around each plot |
:mar = c(b, l, t, r) | create margin around each plot |
:las = 1 | make y-axis labels horizontal |
:pty = "s" | force the plot shape to be square |
:cex = x | magnify symbols and text by a factor x |
:bty = "?" | determine box type drawn around plot |
Random numbers and probability distributions
function name | functionality |
---|---|
ddist(x, p1, ...) | P(X=x) or f(x) |
pdist(q, p1, ...) | P(X<=q) |
qdist(p, p1, ...) | p-th quantile, equivalently 100%-point |
rdist(n, p1, ...) | pseudu-random numbers |
dist p1, ... | distribution and parameters |
:unif min = 0, max = 1 | uniform |
:binom size, prob | binomial |
:geom prob | geometric |
:hyper m, n, k | hypergeometric |
:nbinom size, prob | negative binomial |
:poist lambda | Poisson |
:exp rate | exponential |
:chisq df | chi square |
:gamma shape, rate | gamma |
:norm mean, sd | normal |
:t df | t distribution |
:weibull shape, scale | Weibull |
set.seed(seed) | set position in pseudo-random sequence |
.Random.seed | state if the random number generator |
RNGkind() | which random number generator? |
sample(x, n, replace = TRUE) | sample size n from x |
Statistical tests
function name | functionality |
---|---|
t.test | en:Student's t-test |
aov | en:Analysis of variance |