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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

215,759

Version

4.3-0

License

GPL (>= 2)

Issues

Pull Requests

Stars

Forks

Maintainer

Frank E Harrell Jr

Last Published

November 7th, 2019

Functions in Hmisc (4.3-0)

Save

Faciliate Use of save and load to Remote Directories
Merge

Merge Multiple Data Frames or Data Tables
Cs

Character strings from unquoted names
GiniMd

Gini's Mean Difference
abs.error.pred

Indexes of Absolute Prediction Error for Linear Models
Hmisc-internal

Internal Hmisc functions
Misc

Miscellaneous Functions
Lag

Lag a Numeric, Character, or Factor Vector
Ecdf

Empirical Cumulative Distribution Plot
HmiscOverview

Overview of Hmisc Library
approxExtrap

Linear Extrapolation
bootkm

Bootstrap Kaplan-Meier Estimates
binconf

Confidence Intervals for Binomial Probabilities
biVar

Bivariate Summaries Computed Separately by a Series of Predictors
aregImpute

Multiple Imputation using Additive Regression, Bootstrapping, and Predictive Mean Matching
all.is.numeric

Check if All Elements in Character Vector are Numeric
addMarginal

Add Marginal Observations
areg

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

Power of Interaction Test for Exponential Survival
cnvrt.coords

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

Representative Curves
cut2

Cut a Numeric Variable into Intervals
bpplot

Box-percentile plots
bpower

Power and Sample Size for Two-Sample Binomial Test
consolidate

Element Merging
contents

Metadata for a Data Frame
csv.get

Read Comma-Separated Text Data Files
cpower

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

Discrete Vector tools
deff

Design Effect and Intra-cluster Correlation
dotchart2

Enhanced Dot Chart
describe

Concise Statistical Description of a Vector, Matrix, Data Frame, or Formula
dotchart3

Enhanced Version of dotchart Function
dotchartpl

Enhanced Version of dotchart Function for plotly
capitalize

capitalize the first letter of a string
bystats

Statistics by Categories
mhgr

Miscellaneous Functions for Epidemiology
equalBins

Multicolumn Formating
data.frame.create.modify.check

Tips for Creating, Modifying, and Checking Data Frames
event.convert

Event Conversion for Time-to-Event Data
event.chart

Flexible Event Chart for Time-to-Event Data
errbar

Plot Error Bars
escapeRegex

Escapes any characters that would have special meaning in a reqular expression.
format.df

Format a Data Frame or Matrix for LaTeX or HTML
format.pval

Format P Values
getRs

Interact with github rscripts Project
getZip

Open a Zip File From a URL.
getHdata

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

Gaussian Bayesian Posterior and Predictive Distributions
first.word

First Word in a String or Expression
dataRep

Representativeness of Observations in a Data Set
find.matches

Find Close Matches
hist.data.frame

Histograms for Variables in a Data Frame
hidingTOC

Moving and Hiding Table of Contents
hdquantile

Harrell-Davis Distribution-Free Quantile Estimator
histbackback

Back to Back Histograms
impute

Generic Functions and Methods for Imputation
html

Convert an S object to HTML
colorFacet

Miscellaneous ggplot2 and grid Helper Functions
event.history

Produces event.history graph for survival data
latexCheckOptions

Check whether the options for latex functions have been specified.
ggfreqScatter

Frequency Scatterplot
ffCompress

Transform Data Frame Into a Compact ff Object
knitrSet

knitr Setup and plotly Service Function
labcurve

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

Use plotly to Draw Stratified Spike Histogram and Box Plot Statistics
mgp.axis

Draw Axes With Side-Specific mgp Parameters
legendfunctions

Legend Creation Functions
mtitle

Margin Titles
list.tree

Pretty-print the Structure of a Data Object
latexTabular

Convert a Data Frame or Matrix to a LaTeX Tabular
multLines

Plot Multiple Lines
na.detail.response

Detailed Response Variable Information
na.delete

Row-wise Deletion na.action
latexTherm

Create LaTeX Thermometers and Colored Needles
latexDotchart

Enhanced Dot Chart for LaTeX Picture Environment with epic
minor.tick

Minor Tick Marks
%nin%

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

Do-nothing na.action
hoeffd

Matrix of Hoeffding's D Statistics
plotCorrPrecision

Plot Precision of Estimate of Pearson Correlation Coefficient
prnz

Print and Object with its Name
prselect

Selectively Print Lines of a Text Vector
nobsY

Compute Number of Observations for Left Hand Side of Formula
rcspline.restate

Re-state Restricted Cubic Spline Function
pstamp

Date/Time/Directory Stamp the Current Plot
plotlyM

plotly Multiple
rcspline.plot

Plot Restricted Cubic Spline Function
mApply

Apply a Function to Rows of a Matrix or Vector
rMultinom

Generate Multinomial Random Variables with Varying Probabilities
nstr

Creates a string of arbitry length
mChoice

Methods for Storing and Analyzing Multiple Choice Variables
num.intercepts

Extract number of intercepts
latex

Convert an S object to LaTeX, and Related Utilities
mdb.get

Read Tables in a Microsoft Access Database
plsmo

Plot smoothed estimates
makeNstr

creates a string that is a repeat of a substring
popower

Power and Sample Size for Ordinal Response
label

Label Attribute of an Object
rlegend

Special Version of legend for R
panel.bpplot

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

prints a list of lists in a visually readable format.
partition

Patitions an object into different sets
reShape

Reshape Matrices and Serial Data
pc1

First Principal Component
print.char.matrix

Function to print a matrix with stacked cells
rcorr.cens

Rank Correlation for Censored Data
rcorr

Matrix of Correlations and P-values
scat1d

One-Dimensional Scatter Diagram, Spike Histogram, or Density
samplesize.bin

Sample Size for 2-sample Binomial
sasxport.get

Enhanced Importing of SAS Transport Files using read.xport
spower

Simulate Power of 2-Sample Test for Survival under Complex Conditions
rm.boot

Bootstrap Repeated Measurements Model
score.binary

Score a Series of Binary Variables
redun

Redundancy Analysis
simplifyDims

List Simplification
show.pch

Display Colors, Plotting Symbols, and Symbol Numeric Equivalents
sedit

Character String Editing and Miscellaneous Character Handling Functions
spss.get

Enhanced Importing of SPSS Files
stata.get

Enhanced Importing of STATA Files
smean.sd

Compute Summary Statistics on a Vector
string.bounding.box

Determine Dimensions of Strings
solvet

solve Function with tol argument
somers2

Somers' Dxy Rank Correlation
rcorrp.cens

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

Display image from psfrag LaTeX strings
simRegOrd

Simulate Power for Adjusted Ordinal Regression Two-Sample Test
rcspline.eval

Restricted Cubic Spline Design Matrix
subplot

Embed a new plot within an existing plot
src

Source a File from the Current Working Directory
summaryS

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

Summarize Scalars or Matrices by Cross-Classification
summaryP

Multi-way Summary of Proportions
stat_plsmo

Add a lowess smoother without counfidence bands.
summary.formula

Summarize Data for Making Tables and Plots
symbol.freq

Graphic Representation of a Frequency Table
string.break.line

Break a String into Many Lines at Newlines
stringDims

String Dimentions
summaryM

Summarize Mixed Data Types vs. Groups
summaryRc

Graphical Summarization of Continuous Variables Against a Response
tabulr

Interface to Tabular Function
units

Units Attribute of a Vector
upData

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

Run Unix or Dos Depending on System
trunc.POSIXt

Return the floor, ceiling, or rounded value of date or time to specified unit.
tex

function for use in graphs that are used with the psfrag package in LaTeX
t.test.cluster

t-test for Clustered Data
translate

Translate Vector or Matrix of Text Strings
transcan

Transformations/Imputations using Canonical Variates
transace

Additive Regression and Transformations using ace or avas
ynbind

Combine Variables in a Matrix
xy.group

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

Get Number of Days in Year or Month
varclus

Variable Clustering
wtd.stats

Weighted Statistical Estimates
xtfrm.labelled

Auxiliary Function Method for Sorting and Ranking
xYplot

xyplot and dotplot with Matrix Variables to Plot Error Bars and Bands
upFirst

Change First Letters to Upper Case
valueTags

Store Discriptive Information About an Object