Miscellaneous Functions
This documents miscellaneous small functions in Hmisc that may be of interest to users.
clowess
runs lowess
but if the iter
argument
exceeds zero, sometimes wild values can result, in which case
lowess
is re-run with iter=0
.
confbar
draws multi-level confidence bars using small rectangles
that may be of different colors.
getLatestSource
fetches and source
s the most recent
source code for functions in GitHub.
grType
retrieves the system option grType
, which is
forced to be "base"
if the plotly
package is not
installed.
prType
retrieves the system option prType
, which is
set to "plain"
if the option is not set. print
methods
that allow for markdown/html/latex can be automatically invoked by
setting options(prType="html")
or
options(prType='latex')
.
htmlSpecialType
retrieves the system option
htmlSpecialType
, which is set to "unicode"
if the option
is not set. htmlSpecialType='unicode'
cause html-generating
functions in Hmisc
and rms
to use unicode for special
characters, and htmlSpecialType='&'
uses the older ampersand
3-digit format.
inverseFunction
generates a function to find all inverses of a
monotonic or nonmonotonic function that is tabulated at vectors (x,y),
typically 1000 points. If the original function is monotonic, simple linear
interpolation is used and the result is a vector, otherwise linear
interpolation is used within each interval in which the function is
monotonic and the result is a matrix with number of columns equal to the
number of monotonic intervals. If a requested y is not within any
interval, the extreme x that pertains to the nearest extreme y is
returned. Specifying what='sample' to the returned function will cause a
vector to be returned instead of a matrix, with elements taken as a
random choice of the possible inverses.
james.stein
computes James-Stein shrunken estimates of cell
means given a response variable (which may be binary) and a grouping
indicator.
keepHattrib
for an input variable or a data frame, creates a
list object saving special Hmisc attributes such as label
and
units
that might be lost during certain operations such as
running data.table
. restoreHattrib
restores these attributes.
km.quick
provides a fast way to invoke survfitKM
in the
survival
package to get Kaplan-Meier estimates for a
single stratum for a vector of time points (if times
is given) or to
get a vector of survival time quantiles (if q
is given).
latexBuild
takes pairs of character strings and produces a
single character string containing concatenation of all of them, plus
an attribute "close"
which is a character string containing the
LaTeX closure that will balance LaTeX code with respect to
parentheses, braces, brackets, or begin
vs. end
. When
an even-numbered element of the vector is not a left parenthesis,
brace, or bracket, the element is taken as a word that was surrounded
by begin
and braces, for which the corresponding end
is
constructed in the returned attribute.
lm.fit.qr.bare
is a fast stripped-down function for computing
regression coefficients, residuals, R^2, and fitted values. It
uses lm.fit
.
matxv
multiplies a matrix by a vector, handling automatic
addition of intercepts if the matrix does not have a column of ones.
If the first argument is not a matrix, it will be converted to one.
An optional argument allows the second argument to be treated as a
matrix, useful when its rows represent bootstrap reps of
coefficients. Then ab' is computed. matxv
respects the
"intercepts"
attribute if it is stored on b
by the
rms
package. This is used by orm
fits that are bootstrap-repeated by bootcov
where
only the intercept corresponding to the median is retained. If
kint
has nonzero length, it is checked for consistency with the
attribute.
makeSteps
is a copy of the dostep function inside the
survival
package's plot.survfit
function. It expands a
series of points to include all the segments needed to plot step
functions. This is useful for drawing polygons to shade confidence
bands for step functions.
nomiss
returns a data frame (if its argument is one) with rows
corresponding to NA
s removed, or it returns a matrix with rows
with any element missing removed.
outerText
uses axis()
to put right-justified text
strings in the right margin. Placement depends on
par('mar')[4]
plotlyParm
is a list of functions useful for specifying
parameters to plotly
graphics.
plotp
is a generic to handle plotp
methods to make
plotly
graphics.
sepUnitsTrans
converts character vectors containing values such
as c("3 days","3day","4month","2 years","2weeks","7")
to
numeric vectors
(here c(3,3,122,730,14,7)
) in a flexible fashion. The user can
specify a
vector of units of measurements and conversion factors. The units
with a conversion factor of 1
are taken as the target units,
and if those units are present in the character strings they are
ignored. The target units are added to the resulting vector as the
"units"
attribute.
strgraphwrap
is like strwrap
but is for the current
graphics environment.
tobase64image
is a function written by Dirk Eddelbuettel that
uses the base64enc
package to convert a png graphic file to
base64 encoding to include as an inline image in an html file.
trap.rule
computes the area under a curve using the trapezoidal
rule, assuming x
is sorted.
trellis.strip.blank
sets up Trellis or Lattice graphs to have a
clear background on the strips for panel labels.
unPaste
provides a version of the S-Plus unpaste
that
works for R and S-Plus.
whichClosePW
is a very fast function using weighted multinomial
sampling to determine which element of a vector is "closest" to each
element of another vector. whichClosest
quickly finds the closest
element without any randomness.
whichClosek
is a slow function that finds, after jittering the
lookup table, the k
closest matchest to each element of the
other vector, and chooses from among these one at random.
xless
is a function for Linux/Unix users to invoke the system
xless
command to pop up a window to display the result of
print
ing an object.
confbar(at, est, se, width, q = c(0.7, 0.8, 0.9, 0.95, 0.99), col = gray(c(0, 0.25, 0.5, 0.75, 1)), type = c("v", "h"), labels = TRUE, ticks = FALSE, cex = 0.5, side = "l", lwd = 5, clip = c(-1e+30, 1e+30), fun = function(x) x, qfun = function(x) ifelse(x == 0.5, qnorm(x), ifelse(x < 0.5, qnorm(x/2), qnorm((1 + x)/2)))) getLatestSource(x=NULL, package='Hmisc', recent=NULL, avail=FALSE) grType() prType() htmlSpecialType() inverseFunction(x, y) james.stein(y, group) keepHattrib(obj) km.quick(S, times, q) latexBuild(..., insert, sep='') lm.fit.qr.bare(x, y, tolerance, intercept=TRUE, xpxi=FALSE, singzero=FALSE) matxv(a, b, kint=1, bmat=FALSE) nomiss(x) outerText(string, y, cex=par('cex'), ...) plotlyParm plotp(data, ...) restoreHattrib(obj, attribs) sepUnitsTrans(x, conversion=c(day=1, month=365.25/12, year=365.25, week=7), round=FALSE, digits=0) strgraphwrap(x, width = 0.9 * getOption("width"), indent = 0, exdent = 0, prefix = "", simplify = TRUE, units='user', cex=NULL) tobase64image(file, Rd = FALSE, alt = "image") trap.rule(x, y) trellis.strip.blank() unPaste(str, sep="/") whichClosest(x, w) whichClosePW(x, w, f=0.2) whichClosek(x, w, k) xless(x, ..., title)
a |
a numeric matrix or vector |
alt,Rd |
see |
at |
x-coordinate for vertical confidence intervals, y-coordinate for horizontal |
attribs |
an object returned by |
avail |
set to |
b |
a numeric vector |
cex |
character expansion factor |
clip |
interval to truncate limits |
col |
vector of colors |
conversion |
a named numeric vector |
data |
an object having a |
digits |
number of digits used for |
est |
vector of point estimates for confidence limits |
f |
a scaling constant |
file |
a file name |
fun |
function to transform scale |
group |
a categorical grouping variable |
insert |
a list of 3-element lists for |
intercept |
set to |
k |
get the |
kint |
which element of |
bmat |
set to |
labels |
set to |
lwd |
line widths |
package |
name of package for |
obj |
a variable, data frame, or data table |
q |
vector of confidence coefficients or quantiles |
qfun |
quantiles on transformed scale |
recent |
an integer telling |
round |
set to |
S |
a |
se |
vector of standard errors |
sep |
a single character string specifying the delimiter. For
|
side |
for |
str |
a character string vector |
string |
a character string vector |
ticks |
set to |
times |
a numeric vector of times |
title |
a character string to title a window or plot |
tolerance |
tolerance for judging singularity in matrix |
type |
|
w |
a numeric vector |
width |
width of confidence rectanges in user units, or see
|
x |
a numeric vector (matrix for |
xpxi |
set to |
singzero |
set to |
y |
a numeric vector. For |
indent, exdent, prefix |
see |
simplify |
see |
units |
see |
... |
arguments passed through to another function. For
|
Frank Harrell and Charles Dupont
trap.rule(1:100,1:100) unPaste(c('a;b or c','ab;d','qr;s'), ';') sepUnitsTrans(c('3 days','4 months','2 years','7')) set.seed(1) whichClosest(1:100, 3:5) whichClosest(1:100, rep(3,20)) whichClosePW(1:100, rep(3,20)) whichClosePW(1:100, rep(3,20), f=.05) whichClosePW(1:100, rep(3,20), f=1e-10) x <- seq(-1, 1, by=.01) y <- x^2 h <- inverseFunction(x,y) formals(h)$turns # vertex a <- seq(0, 1, by=.01) plot(0, 0, type='n', xlim=c(-.5,1.5)) lines(a, h(a)[,1]) ## first inverse lines(a, h(a)[,2], col='red') ## second inverse a <- c(-.1, 1.01, 1.1, 1.2) points(a, h(a)[,1]) d <- data.frame(x=1:2, y=3:4, z=5:6) d <- upData(d, labels=c(x='X', z='Z lab'), units=c(z='mm')) a <- keepHattrib(d) d <- data.frame(x=1:2, y=3:4, z=5:6) d2 <- restoreHattrib(d, a) sapply(d2, attributes) ## Not run: getLatestSource(recent=5) # source() most recent 5 revised files in Hmisc getLatestSource('cut2') # fetch and source latest cut2.s getLatestSource('all') # get everything getLatestSource(avail=TRUE) # list available files and latest versions ## End(Not run)
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