The printr (read “printer” or “print R”) package is a companion package to knitr. Its main purpose is to extend the S3 generic function knit_print()
in knitr, which is the default value of the chunk option render
, as explained in the vignette knit_print.html.
To enable the printing methods defined in this package, just library(printr)
or loadNamespace('printr')
in a code chunk (in the beginning) of your knitr document. Then some objects will be printed differently with what you would have seen in a normal R console. For example:
?foo
or help(foo)
) can be rendered as HTML, LaTeX, or plain text, and you can also specify which section(s) of the help page to include in the outputbrowseVignettes()
, help.search()
, data()
, and vignette()
are rendered as tableslibrary(help = 'foo')
is rendered as plain textTo disable the printing methods in this package, you can call detach('package:printr', unload = TRUE)
if you attached the package via library(printr)
before, or unloadNamespace('printr')
if you loaded it via loadNamespace('printr')
.
This package aims to be portable in the sense that it should work in most document formats, including *.Rnw
(R + LaTeX), *.Rmd
(R Markdown), and *.Rhtml
(R + HTML) files, etc.
You can find the package source as well as installation instructions on Github, and you are welcome to contribute code via pull requests, or file feature requests and bug reports via Github issues.
First we take a look at a quick example of printing some R objects in the R console:
> # R uses plain text representation for data frames/matrices/...
> head(mtcars)
mpg cyl disp hp drat wt qsec vs am gear carb
Mazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4
Mazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4
Datsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1
Hornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1
Hornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2
Valiant 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1
> head(iris)
Sepal.Length Sepal.Width Petal.Length Petal.Width Species
1 5.1 3.5 1.4 0.2 setosa
2 4.9 3.0 1.4 0.2 setosa
3 4.7 3.2 1.3 0.2 setosa
4 4.6 3.1 1.5 0.2 setosa
5 5.0 3.6 1.4 0.2 setosa
6 5.4 3.9 1.7 0.4 setosa
Then we attach the printr package in this R session, and see how things change later:
library(printr)
## Registered S3 method overwritten by 'printr':
## method from
## knit_print.data.frame rmarkdown
Matrices and data frames are printed as tables using the kable()
function in knitr:
options(digits = 4)
set.seed(123)
= matrix(rnorm(40), 5)
x x
-0.5605 | 1.7151 | 1.2241 | 1.7869 | -1.0678 | -1.6867 | 0.4265 | 0.6886 |
-0.2302 | 0.4609 | 0.3598 | 0.4979 | -0.2180 | 0.8378 | -0.2951 | 0.5539 |
1.5587 | -1.2651 | 0.4008 | -1.9666 | -1.0260 | 0.1534 | 0.8951 | -0.0619 |
0.0705 | -0.6869 | 0.1107 | 0.7014 | -0.7289 | -1.1381 | 0.8781 | -0.3060 |
0.1293 | -0.4457 | -0.5558 | -0.4728 | -0.6250 | 1.2538 | 0.8216 | -0.3805 |
# with colunm names
dimnames(x) = list(NULL, head(LETTERS, ncol(x)))
x
A | B | C | D | E | F | G | H |
---|---|---|---|---|---|---|---|
-0.5605 | 1.7151 | 1.2241 | 1.7869 | -1.0678 | -1.6867 | 0.4265 | 0.6886 |
-0.2302 | 0.4609 | 0.3598 | 0.4979 | -0.2180 | 0.8378 | -0.2951 | 0.5539 |
1.5587 | -1.2651 | 0.4008 | -1.9666 | -1.0260 | 0.1534 | 0.8951 | -0.0619 |
0.0705 | -0.6869 | 0.1107 | 0.7014 | -0.7289 | -1.1381 | 0.8781 | -0.3060 |
0.1293 | -0.4457 | -0.5558 | -0.4728 | -0.6250 | 1.2538 | 0.8216 | -0.3805 |
# further customization via kable(), e.g. digits and captions
::kable(x, digits = 2, caption = 'A table produced by printr.') knitr
A | B | C | D | E | F | G | H |
---|---|---|---|---|---|---|---|
-0.56 | 1.72 | 1.22 | 1.79 | -1.07 | -1.69 | 0.43 | 0.69 |
-0.23 | 0.46 | 0.36 | 0.50 | -0.22 | 0.84 | -0.30 | 0.55 |
1.56 | -1.27 | 0.40 | -1.97 | -1.03 | 0.15 | 0.90 | -0.06 |
0.07 | -0.69 | 0.11 | 0.70 | -0.73 | -1.14 | 0.88 | -0.31 |
0.13 | -0.45 | -0.56 | -0.47 | -0.63 | 1.25 | 0.82 | -0.38 |
head(mtcars)
mpg | cyl | disp | hp | drat | wt | qsec | vs | am | gear | carb | |
---|---|---|---|---|---|---|---|---|---|---|---|
Mazda RX4 | 21.0 | 6 | 160 | 110 | 3.90 | 2.620 | 16.46 | 0 | 1 | 4 | 4 |
Mazda RX4 Wag | 21.0 | 6 | 160 | 110 | 3.90 | 2.875 | 17.02 | 0 | 1 | 4 | 4 |
Datsun 710 | 22.8 | 4 | 108 | 93 | 3.85 | 2.320 | 18.61 | 1 | 1 | 4 | 1 |
Hornet 4 Drive | 21.4 | 6 | 258 | 110 | 3.08 | 3.215 | 19.44 | 1 | 0 | 3 | 1 |
Hornet Sportabout | 18.7 | 8 | 360 | 175 | 3.15 | 3.440 | 17.02 | 0 | 0 | 3 | 2 |
Valiant | 18.1 | 6 | 225 | 105 | 2.76 | 3.460 | 20.22 | 1 | 0 | 3 | 1 |
head(iris, 10)
Sepal.Length | Sepal.Width | Petal.Length | Petal.Width | Species |
---|---|---|---|---|
5.1 | 3.5 | 1.4 | 0.2 | setosa |
4.9 | 3.0 | 1.4 | 0.2 | setosa |
4.7 | 3.2 | 1.3 | 0.2 | setosa |
4.6 | 3.1 | 1.5 | 0.2 | setosa |
5.0 | 3.6 | 1.4 | 0.2 | setosa |
5.4 | 3.9 | 1.7 | 0.4 | setosa |
4.6 | 3.4 | 1.4 | 0.3 | setosa |
5.0 | 3.4 | 1.5 | 0.2 | setosa |
4.4 | 2.9 | 1.4 | 0.2 | setosa |
4.9 | 3.1 | 1.5 | 0.1 | setosa |
For contingency tables, 1-d tables are printed as a 1-row matrix, 2-d tables are printed an \(n \times m\) matrix, and tables of higher dimensions are printed as data frames with frequencies.
= sample(letters[1:3], 1000, TRUE)
x1 = sample(letters[1:3], 1000, TRUE)
x2 = sample(letters[1:3], 1000, TRUE)
x3 table(x1)
a | b | c |
---|---|---|
320 | 331 | 349 |
table(x1, x2)
x1/x2 | a | b | c |
---|---|---|---|
a | 103 | 109 | 108 |
b | 108 | 115 | 108 |
c | 123 | 103 | 123 |
table(x1, x2, x3)
x1 | x2 | x3 | Freq |
---|---|---|---|
a | a | a | 41 |
b | 26 | ||
c | 36 | ||
b | a | 34 | |
b | 31 | ||
c | 44 | ||
c | a | 34 | |
b | 33 | ||
c | 41 | ||
b | a | a | 37 |
b | 36 | ||
c | 35 | ||
b | a | 40 | |
b | 31 | ||
c | 44 | ||
c | a | 36 | |
b | 38 | ||
c | 34 | ||
c | a | a | 31 |
b | 46 | ||
c | 46 | ||
b | a | 25 | |
b | 35 | ||
c | 43 | ||
c | a | 46 | |
b | 46 | ||
c | 31 |
help.search()
Here are some examples demonstrating the results of help.search()
, or you can also use ??
to search for a string.
??sunflower
Package | Topic | Title |
---|---|---|
grDevices | xyTable | Multiplicities of (x,y) Points, e.g., for a Sunflower Plot |
graphics | sunflowerplot | Produce a Sunflower Scatter Plot |
help.search('contourplot')
Package | Topic | Type | Title |
---|---|---|---|
MSG | ChinaPop | demo | symbols characterizing the Chinese population based on a contour plot |
MSG | contourPop | demo | a contour plot of the data ChinaLifeEdu |
MSG | volcano | demo | a filled contour plot of the volcano data |
raster | contour | help | Contour plot |
raster | filledContour | help | Filled contour plot |
graphics | filled.contour | help | Level (Contour) Plots |
lattice | levelplot | help | Level plots and contour plots |
lattice | panel.levelplot | help | Panel Functions for levelplot and contourplot |
help.search('foo', package = 'base')
Package | Topic | Title |
---|---|---|
base | is.things | Explore some properties of R objects and is.FOO() functions. Not for newbies! |
help.search('foooooooo', package = 'utils')
## No results found
In a normal R session, the results will be displayed as an HTML page by default, but normally these functions are meant to be called in an interactive R session, and knitr documents are often compiled in non-interactive R sessions, so we changed the printing behavior of these results, and readers will get the basic idea of these functions when reading the knitr output. If they want to run these functions by themselves, they can do it in an interactive R session.
When you want to read the help page of a certain R object, you normally use ?
or help()
, which will launch a separate help page from the R session, and require human interaction. Again, we may not desire human interactions in knitr documents, so the help pages are printed as static documents here.
?coef
coef | R Documentation |
coef
is a generic function which extracts model coefficients from objects returned by modeling functions. coefficients
is an alias for it.
coef(object, ...) coefficients(object, ...) ## Default S3 method: coef(object, complete = TRUE, ...) ## S3 method for class 'aov' coef(object, complete = FALSE, ...)
object
|
an object for which the extraction of model coefficients is meaningful. |
complete
|
for the default (used for |
…
|
other arguments. |
All object classes which are returned by model fitting functions should provide a coef
method or use the default one. (Note that the method is for coef
and not coefficients
.)
The “aov”
method does not report aliased coefficients (see alias
) by default where complete = FALSE
.
The complete
argument also exists for compatibility with vcov
methods, and coef
and aov
methods for other classes should typically also keep the complete = *
behavior in sync. By that, with p <- length(coef(obj, complete = TF))
, dim(vcov(obj, complete = TF)) == c(p,p)
will be fulfilled for both complete
settings and the default.
Coefficients extracted from the model object object
.
For standard model fitting classes this will be a named numeric vector. For “maov”
objects (produced by aov
) it will be a matrix.
Chambers, J. M. and Hastie, T. J. (1992) Statistical Models in S. Wadsworth & Brooks/Cole.
fitted.values
and residuals
for related methods; glm
, lm
for model fitting.
x <- 1:5; coef(lm(c(1:3, 7, 6) ~ x))
When help pages are really long, we can use the chunk option printr.help.sections
to select a few sections to display, e.g. we only show the sections description
and usage
of the paste()
function:
?paste
paste | R Documentation |
Concatenate vectors after converting to character.
paste (..., sep = " ", collapse = NULL, recycle0 = FALSE) paste0(..., collapse = NULL, recycle0 = FALSE)
We can print the lists of vignettes and datasets in packages using vignette()
and data()
, respectively.
vignette(package = 'rpart')
Item | Title |
---|---|
longintro | Introduction to Rpart (source, pdf) |
usercode | User Written Split Functions (source, pdf) |
vignette(package = c('rpart', 'knitr'))
Item | Title |
---|---|
longintro | Introduction to Rpart (source, pdf) |
usercode | User Written Split Functions (source, pdf) |
data(package = 'lattice')
Item | Title |
---|---|
USMortality | Mortality Rates in US by Cause and Gender |
USRegionalMortality | Mortality Rates in US by Cause and Gender |
barley | Yield data from a Minnesota barley trial |
environmental | Atmospheric environmental conditions in New York City |
ethanol | Engine exhaust fumes from burning ethanol |
melanoma | Melanoma skin cancer incidence |
singer | Heights of New York Choral Society singers |
data(package = c('rpart', 'lattice'))
Package | Item | Title |
---|---|---|
rpart | car.test.frame | Automobile Data from ‘Consumer Reports’ 1990 |
rpart | car90 | Automobile Data from ‘Consumer Reports’ 1990 |
rpart | cu.summary | Automobile Data from ‘Consumer Reports’ 1990 |
rpart | kyphosis | Data on Children who have had Corrective Spinal Surgery |
rpart | solder | Soldering of Components on Printed-Circuit Boards |
rpart | solder.balance (solder) | Soldering of Components on Printed-Circuit Boards |
rpart | stagec | Stage C Prostate Cancer |
lattice | USMortality | Mortality Rates in US by Cause and Gender |
lattice | USRegionalMortality | Mortality Rates in US by Cause and Gender |
lattice | barley | Yield data from a Minnesota barley trial |
lattice | environmental | Atmospheric environmental conditions in New York City |
lattice | ethanol | Engine exhaust fumes from burning ethanol |
lattice | melanoma | Melanoma skin cancer incidence |
lattice | singer | Heights of New York Choral Society singers |
data(package = 'knitr') # no datasets here
## Data sets not found
browseVignettes(package = 'knitr')
## No vignettes found
A description of a package can be printed via library(help = 'foo')
:
library(help = 'printr')
Information on package 'printr'
Description:
Package: printr
Type: Package
Title: Automatically Print R Objects to Appropriate Formats According to the
'knitr' Output Format
Version: 0.2
Author: Yihui Xie
Maintainer: Yihui Xie <xie@yihui.name>
Description: Extends the S3 generic function knit_print() in 'knitr' to
automatically print some objects using an appropriate format such as
Markdown or LaTeX. For example, data frames are automatically printed
as tables, and the help() pages can also be rendered in 'knitr'
documents.
Imports: knitr (>= 1.31)
Suggests: tools, rmarkdown
License: GPL
URL: https://yihui.org/printr/
BugReports: https://github.com/yihui/printr/issues
VignetteBuilder: knitr
RoxygenNote: 7.1.1
Encoding: UTF-8
Built: R 4.1.1; ; 2021-09-27 19:39:24 UTC; unix
Index:
printr Print R objects in 'knitr' documents nicely