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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

239,275

Version

4.0-2

License

GPL (>= 2)

Issues

Pull Requests

Stars

Forks

Maintainer

Frank E Harrell Jr

Last Published

December 31st, 2016

Functions in Hmisc (4.0-2)

bpower

Power and Sample Size for Two-Sample Binomial Test
aregImpute

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

Check if All Elements in Character Vector are Numeric
approxExtrap

Linear Extrapolation
binconf

Confidence Intervals for Binomial Probabilities
biVar

Bivariate Summaries Computed Separately by a Series of Predictors
abs.error.pred

Indexes of Absolute Prediction Error for Linear Models
addMarginal

Add Marginal Observations
bootkm

Bootstrap Kaplan-Meier Estimates
areg

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

Metadata for a Data Frame
cnvrt.coords

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

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

Character strings from unquoted names
consolidate

Element Merging
bpplot

Box-percentile plots
csv.get

Read Comma-Separated Text Data Files
bystats

Statistics by Categories
capitalize

capitalize the first letter of a string
ciapower

Power of Interaction Test for Exponential Survival
dataRep

Representativeness of Observations in a Data Set
data.frame.create.modify.check

Tips for Creating, Modifying, and Checking Data Frames
discrete

Discrete Vector tools
dotchart2

Enhanced Dot Chart
dotchartpl

Enhanced Version of dotchart Function for plotly
dotchart3

Enhanced Version of dotchart Function
ffCompress

Transform Data Frame Into a Compact ff Object
find.matches

Find Close Matches
deff

Design Effect and Intra-cluster Correlation
describe

Concise Statistical Description of a Vector, Matrix, Data Frame, or Formula
event.convert

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

Produces event.history graph for survival data
colorFacet

Miscellaneous ggplot2 and grid Helper Functions
histbackback

Back to Back Histograms
GiniMd

Gini's Mean Difference
cut2

Cut a Numeric Variable into Intervals
curveRep

Representative Curves
format.pval

Format P Values
gbayes

Gaussian Bayesian Posterior and Predictive Distributions
hdquantile

Harrell-Davis Distribution-Free Quantile Estimator
hist.data.frame

Histograms for Variables in a Data Frame
panel.bpplot

Box-Percentile Panel Function for Trellis
partition

Patitions an object into different sets
rcorrp.cens

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

Matrix of Correlations and P-values
latexTherm

Create LaTeX Thermometers and Colored Needles
histboxp

Use plotly to Draw Stratified Spike Histogram and Box Plot Statistics
legendfunctions

Legend Creation Functions
Misc

Miscellaneous Functions
mtitle

Margin Titles
na.detail.response

Detailed Response Variable Information
rMultinom

Generate Multinomial Random Variables with Varying Probabilities
rm.boot

Bootstrap Repeated Measurements Model
showPsfrag

Display image from psfrag LaTeX strings
src

Source a File from the Current Working Directory
stat_plsmo

Add a lowess smoother without counfidence bands.
equalBins

Multicolumn Formating
show.pch

Display Colors, Plotting Symbols, and Symbol Numeric Equivalents
errbar

Plot Error Bars
first.word

First Word in a String or Expression
format.df

Format a Data Frame or Matrix for LaTeX or HTML
html

Convert an S object to HTML
impute

Generic Functions and Methods for Imputation
print.char.matrix

Function to print a matrix with stacked cells
print.char.list

prints a list of lists in a visually readable format.
na.keep

Do-nothing na.action
rcspline.restate

Re-state Restricted Cubic Spline Function
solvet

solve Function with tol argument
redun

Redundancy Analysis
Lag

Lag a Numeric, Character, or Factor Vector
latex

Convert an S object to LaTeX, and Related Utilities
mChoice

Methods for Storing and Analyzing Multiple Choice Variables
mApply

Apply a Function to Rows of a Matrix or Vector
num.intercepts

Extract number of intercepts
nstr

Creates a string of arbitry length
prnz

Print and Object with its Name
escapeRegex

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

Flexible Event Chart for Time-to-Event Data
getRs

Interact with github rscripts Project
getHdata

Download and Install Datasets for Hmisc, rms, and Statistical Modeling
list.tree

Pretty-print the Structure of a Data Object
hoeffd

Matrix of Hoeffding's D Statistics
Hmisc-internal

Internal Hmisc functions
prselect

Selectively Print Lines of a Text Vector
reShape

Reshape Matrices and Serial Data
rlegend

Special Version of legend for R
simplifyDims

List Simplification
subplot

Embed a new plot within an existing plot
smean.sd

Compute Summary Statistics on a Vector
makeNstr

creates a string that is a repeat of a substring
Merge

Merge Multiple Data Frames or Data Tables
mdb.get

Read Tables in a Microsoft Access Database
%nin%

Find Matching (or Non-Matching) Elements
nobsY

Compute Number of Observations for Left Hand Side of Formula
somers2

Somers' Dxy Rank Correlation
plsmo

Plot smoothed estimates
summaryM

Summarize Mixed Data Types vs. Groups
spower

Simulate Power of 2-Sample Test for Survival under Complex Conditions
summary.formula

Summarize Data for Making Tables and Plots
spss.get

Enhanced Importing of SPSS Files
summarize

Summarize Scalars or Matrices by Cross-Classification
summaryRc

Graphical Summarization of Continuous Variables Against a Response
summaryP

Multi-way Summary of Proportions
upFirst

Change First Letters to Upper Case
ynbind

Combine Variables in a Matrix
valueTags

Store Discriptive Information About an Object
Ecdf

Empirical Cumulative Distribution Plot
mhgr

Miscellaneous Functions for Epidemiology
ggfreqScatter

Frequency Scatterplot
getZip

Open a Zip File From a URL.
inc-dec

Increment and Decrement
knitrSet

knitr Setup and plotly Service Function
summaryS

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

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

Translate Vector or Matrix of Text Strings
symbol.freq

Graphic Representation of a Frequency Table
trunc.POSIXt

return the floor, ceiling, or rounded value of date or time to specified unit.
xtfrm.labelled

Auxiliary Function Method for Sorting and Ranking
latexDotchart

Enhanced Dot Chart for LaTeX Picture Environment with epic
xy.group

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

Convert a Data Frame or Matrix to a LaTeX Tabular
multLines

Plot Multiple Lines
na.delete

Row-wise Deletion na.action
pc1

First Principal Component
rcspline.eval

Restricted Cubic Spline Design Matrix
plotCorrPrecision

Plot Precision of Estimate of Pearson Correlation Coefficient
stata.get

Enhanced Importing of STATA Files
popower

Power and Sample Size for Ordinal Response
string.bounding.box

Determine Dimensions of Strings
sys

Run Unix or Dos Depending on System
t.test.cluster

t-test for Clustered Data
varclus

Variable Clustering
label

Label Attribute of an Object
mgp.axis

Draw Axes With Side-Specific mgp Parameters
pstamp

Date/Time/Directory Stamp the Current Plot
minor.tick

Minor Tick Marks
rcorr.cens

Rank Correlation for Censored Data
samplesize.bin

Sample Size for 2-sample Binomial
sasxport.get

Enhanced Importing of SAS Transport Files using read.xport
wtd.stats

Weighted Statistical Estimates
rcspline.plot

Plot Restricted Cubic Spline Function
score.binary

Score a Series of Binary Variables
sedit

Character String Editing and Miscellaneous Character Handling Functions
transace

Additive Regression and Transformations using ace or avas
xYplot

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

Transformations/Imputations using Canonical Variates
yearDays

Get Number of Days in Year or Month
Save

Faciliate Use of save and load to Remote Directories
scat1d

One-Dimensional Scatter Diagram, Spike Histogram, or Density
string.break.line

Break a String into Many Lines at Newlines
stringDims

String Dimentions
tabulr

Interface to Tabular Function
tex

function for use in graphs that are used with the psfrag package in LaTeX
units

Units Attribute of a Vector
upData

Update a Data Frame or Cleanup a Data Frame after Importing