- Approximate matching, fuzzy text search, and string distance calculations for R.
- All distance and matching operations are system- and encoding-independent.
- Built for speed, using openMP for parallel computing.
Please cite the R-Journal article
@article{RJ-2014-011,
author = {Mark P.J. van der Loo},
title = {{The stringdist Package for Approximate String Matching}},
year = {2014},
journal = {{The R Journal}},
doi = {10.32614/RJ-2014-011},
url = {https://doi.org/10.32614/RJ-2014-011},
pages = {111--122},
volume = {6},
number = {1}
}
The package offers the following main functions:
stringdist
computes pairwise distances between two input character vectors (shorter one is recycled)stringdistmatrix
computes the distance matrix for one or two vectorsstringsim
computes a string similarity between 0 and 1, based onstringdist
amatch
is a fuzzy matching equivalent of R's nativematch
functionain
is a fuzzy matching equivalent of R's native%in%
operatorafind
finds the location of fuzzy matches of a short string in a long string.seq_dist
,seq_distmatrix
,seq_amatch
andseq_ain
for distances between, and matching of integer sequences. (see also the hashr package).
These functions are built upon C
-code that re-implements some common (weighted) string
distance functions. Distance functions include:
- Hamming distance;
- Levenshtein distance (weighted);
- Restricted Damerau-Levenshtein distance (weighted, a.k.a. Optimal String Alignment);
- Full Damerau-Levenshtein distance (weighted);
- Longest Common Substring distance;
- Q-gram distance
- cosine distance for q-gram count vectors (= 1-cosine similarity)
- Jaccard distance for q-gram count vectors (= 1-Jaccard similarity)
- Jaro, and Jaro-Winkler distance
- Soundex-based string distance.
Also, there are some utility functions:
qgrams()
tabulates the qgrams in one or morecharacter
vectors.seq_qrams()
tabulates the qgrams (somtimes called ngrams) in one or moreinteger
vectors.phonetic()
computes phonetic codes of strings (currently only soundex)printable_ascii()
is a utility function that detects non-printable ascii or non-ascii characters.
As of version 0.9.5.0
you can call a number of stringdist
functions directly
from the C
code of your R package. The description of the API can be found
- By typing
?stringdist_api
in the R console - By browsing the package's help index to
User guides, package vignettes and other documentation
and clicking ondoc/stringdist_api.pdf
. - Or you can find the file's location as follows
system.file("doc/stringdist_api.pdf", package="stringdist")
Examples of packages that link to stringdist
can be found here and
here.
To install the latest release from CRAN, open an R terminal and type
install.packages('stringdist')
To obtain the package from the very latest source code open a bash
terminal (or git bash
if you work under Windows
with msysgit
) and type
git clone https://github.com/markvanderloo/stringdist.git
cd stringdist
bash ./build.bash
R CMD INSTALL output/stringdist_*.tar.gz
Warning: the github version can change any time and may not even build properly. As most
of the code is written in C
, the development version may crash your R
-session.
The following arguments have been obsolete since 2015 and have been removed in the 0.9.5.0 release (spring 2018)
- Argument
cluster
for functionstringdistmatrix
. - Argument
maxDist
for functionsstringdist
andstringdistmatrix
(notamatch
). - Argument
ncores
for functionstringdistmatrix
Parallelization used to be based on R's parallel
package, that works by spawning several R sessions in the background. As of version 0.9.0, stringdist
uses the more efficient openMP
protocol to parallelize everything under the hood.
The following arguments have become obsolete and will be removed somewhere in 2016:
- Argument
cluster
for functionstringdistmatrix
. - Argument
maxDist
for functionsstringdist
andstringdistmatrix
(notamatch
). - Argument
ncores
for functionstringdistmatrix