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Hmisc

Harrell Miscellaneous

Current Goals

Web Sites

To Do

  • Consider using the haven package for importing SAS, Stata, and SPSS files; haven stores labels as the label attribute of each variable as does Hmisc; it converts date and time variables automatically and allows one to specify a format catalog along with the primary dataset
  • See if the readstata13 package has advantages over the foreign package for Stata file import
  • Consider creating xl.get using the readxl package to read .xls and .xlsx Excel files
  • In impute.transcan, sense if a variable in data is not a factor whereas it was treated as a factor during aregImpute; it should be converted to factor before the line v[sub] <- ... levels(as.integer...)) is run

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Version

Install

install.packages('Hmisc')

Monthly Downloads

158,871

Version

4.0-0

License

GPL (>= 2)

Issues

Pull Requests

Stars

Forks

Maintainer

Frank E Harrell Jr

Last Published

November 1st, 2016

Functions in Hmisc (4.0-0)

binconf

Confidence Intervals for Binomial Probabilities
addMarginal

Add Marginal Observations
approxExtrap

Linear Extrapolation
abs.error.pred

Indexes of Absolute Prediction Error for Linear Models
biVar

Bivariate Summaries Computed Separately by a Series of Predictors
areg

Additive Regression with Optimal Transformations on Both Sides using Canonical Variates
bootkm

Bootstrap Kaplan-Meier Estimates
bpower

Power and Sample Size for Two-Sample Binomial Test
all.is.numeric

Check if All Elements in Character Vector are Numeric
aregImpute

Multiple Imputation using Additive Regression, Bootstrapping, and Predictive Mean Matching
Cs

Character strings from unquoted names
contents

Metadata for a Data Frame
capitalize

capitalize the first letter of a string
bystats

Statistics by Categories
consolidate

Element Merging
cpower

Power of Cox/log-rank Two-Sample Test
ciapower

Power of Interaction Test for Exponential Survival
cnvrt.coords

Convert between the 5 different coordinate sytems on a graphical device
bpplot

Box-percentile plots
csv.get

Read Comma-Separated Text Data Files
data.frame.create.modify.check

Tips for Creating, Modifying, and Checking Data Frames
dotchart2

Enhanced Dot Chart
describe

Concise Statistical Description of a Vector, Matrix, Data Frame, or Formula
cut2

Cut a Numeric Variable into Intervals
dotchart3

Enhanced Version of dotchart Function
discrete

Discrete Vector tools
deff

Design Effect and Intra-cluster Correlation
dataRep

Representativeness of Observations in a Data Set
curveRep

Representative Curves
dotchartpl

Enhanced Version of dotchart Function for plotly
mhgr

Miscellaneous Functions for Epidemiology
event.convert

Event Conversion for Time-to-Event Data
ffCompress

Transform Data Frame Into a Compact ff Object
errbar

Plot Error Bars
Ecdf

Empirical Cumulative Distribution Plot
find.matches

Find Close Matches
event.history

Produces event.history graph for survival data
equalBins

Multicolumn Formating
escapeRegex

Escapes any characters that would have special meaning in a reqular expression.
event.chart

Flexible Event Chart for Time-to-Event Data
ggfreqScatter

Frequency Scatterplot
getHdata

Download and Install Datasets for Hmisc, rms, and Statistical Modeling
getRs

Interact with github rscripts Project
colorFacet

Miscellaneous ggplot2 and grid Helper Functions
first.word

First Word in a String or Expression
format.df

Format a Data Frame or Matrix for LaTeX or HTML
getZip

Open a Zip File From a URL.
GiniMd

Gini's Mean Difference
format.pval

Format P Values
gbayes

Gaussian Bayesian Posterior and Predictive Distributions
impute

Generic Functions and Methods for Imputation
knitrSet

knitr Setup and plotly Service Function
hist.data.frame

Histograms for Variables in a Data Frame
hdquantile

Harrell-Davis Distribution-Free Quantile Estimator
inc-dec

Increment and Decrement
hoeffd

Matrix of Hoeffding's D Statistics
histbackback

Back to Back Histograms
html

Convert an S object to HTML
Hmisc-internal

Internal Hmisc functions
labcurve

Label Curves, Make Keys, and Interactively Draw Points and Curves
latexTherm

Create LaTeX Thermometers and Colored Needles
legendfunctions

Legend Creation Functions
list.tree

Pretty-print the Structure of a Data Object
makeNstr

creates a string that is a repeat of a substring
mApply

Apply a Function to Rows of a Matrix or Vector
latexDotchart

Enhanced Dot Chart for LaTeX Picture Environment with epic
latexTabular

Convert a Data Frame or Matrix to a LaTeX Tabular
Lag

Lag a Numeric, Character, or Factor Vector
latex

Convert an S object to LaTeX, and Related Utilities
label

Label Attribute of an Object
mtitle

Margin Titles
multLines

Plot Multiple Lines
minor.tick

Minor Tick Marks
Misc

Miscellaneous Functions
Merge

Merge Multiple Data Frames or Data Tables
mgp.axis

Draw Axes With Side-Specific mgp Parameters
mChoice

Methods for Storing and Analyzing Multiple Choice Variables
mdb.get

Read Tables in a Microsoft Access Database
na.delete

Row-wise Deletion na.action
na.detail.response

Detailed Response Variable Information
prselect

Selectively Print Lines of a Text Vector
%nin%

Find Matching (or Non-Matching) Elements
na.keep

Do-nothing na.action
pstamp

Date/Time/Directory Stamp the Current Plot
sasxport.get

Enhanced Importing of SAS Transport Files using read.xport
partition

Patitions an object into different sets
Save

Faciliate Use of save and load to Remote Directories
pc1

First Principal Component
rcorr

Matrix of Correlations and P-values
rcorr.cens

Rank Correlation for Censored Data
rcspline.plot

Plot Restricted Cubic Spline Function
rcspline.restate

Re-state Restricted Cubic Spline Function
string.bounding.box

Determine Dimensions of Strings
plotCorrPrecision

Plot Precision of Estimate of Pearson Correlation Coefficient
plsmo

Plot smoothed estimates
samplesize.bin

Sample Size for 2-sample Binomial
rMultinom

Generate Multinomial Random Variables with Varying Probabilities
smean.sd

Compute Summary Statistics on a Vector
solvet

solve Function with tol argument
t.test.cluster

t-test for Clustered Data
summarize

Summarize Scalars or Matrices by Cross-Classification
summary.formula

Summarize Data for Making Tables and Plots
tabulr

Interface to Tabular Function
trunc.POSIXt

return the floor, ceiling, or rounded value of date or time to specified unit.
xy.group

Mean x vs. function of y in groups of x
units

Units Attribute of a Vector
rcorrp.cens

Rank Correlation for Paired Predictors with a Possibly Censored Response, and Integrated Discrimination Index
xYplot

xyplot and dotplot with Matrix Variables to Plot Error Bars and Bands
rcspline.eval

Restricted Cubic Spline Design Matrix
showPsfrag

Display image from psfrag LaTeX strings
summaryM

Summarize Mixed Data Types vs. Groups
simplifyDims

List Simplification
summaryP

Multi-way Summary of Proportions
upData

Update a Data Frame or Cleanup a Data Frame after Importing
upFirst

Change First Letters to Upper Case
string.break.line

Break a String into Many Lines at Newlines
summaryRc

Graphical Summarization of Continuous Variables Against a Response
summaryS

Summarize Multiple Response Variables and Make Multipanel Scatter or Dot Plot
nobsY

Compute Number of Observations for Left Hand Side of Formula
nstr

Creates a string of arbitry length
popower

Power and Sample Size for Ordinal Response
rlegend

Special Version of legend for R
print.char.list

prints a list of lists in a visually readable format.
rm.boot

Bootstrap Repeated Measurements Model
somers2

Somers' Dxy Rank Correlation
spower

Simulate Power of 2-Sample Test for Survival under Complex Conditions
num.intercepts

Extract number of intercepts
panel.bpplot

Box-Percentile Panel Function for Trellis
print.char.matrix

Function to print a matrix with stacked cells
redun

Redundancy Analysis
prnz

Print and Object with its Name
scat1d

One-Dimensional Scatter Diagram, Spike Histogram, or Density
reShape

Reshape Matrices and Serial Data
stat_plsmo

Add a lowess smoother without counfidence bands.
score.binary

Score a Series of Binary Variables
tex

function for use in graphs that are used with the psfrag package in LaTeX
stata.get

Enhanced Importing of STATA Files
transace

Additive Regression and Transformations using ace or avas
valueTags

Store Discriptive Information About an Object
stringDims

String Dimentions
subplot

Embed a new plot within an existing plot
wtd.stats

Weighted Statistical Estimates
xtfrm.labelled

Auxiliary Function Method for Sorting and Ranking
yearDays

Get Number of Days in Year or Month
varclus

Variable Clustering
sedit

Character String Editing and Miscellaneous Character Handling Functions
ynbind

Combine Variables in a Matrix
show.pch

Display Colors, Plotting Symbols, and Symbol Numeric Equivalents
spss.get

Enhanced Importing of SPSS Files
src

Source a File from the Current Working Directory
symbol.freq

Graphic Representation of a Frequency Table
sys

Run Unix or Dos Depending on System
transcan

Transformations/Imputations using Canonical Variates
translate

Translate Vector or Matrix of Text Strings