This package, RcppMeCab, is a Rcpp wrapper for the part-of-speech morphological analyzer MeCab. It supports native utf-8 encoding in C++ code and CJK (Chinese, Japanese, and Korean) MeCab library. This package fully utilizes the power Rcpp brings R computation to analyze texts faster.
Please see this for easy installation and usage examples in Korean.
- Single character vector input in
pos()will return a character vector, not a list. pos()andposParallel()return lists, not named lists. We decided to remove original texts in results, since it does not fit to R way.- Some typos in code and explanations are revised.
First, install MeCab of your language-of-choice.
- Japanese:
MeCabfrom github - Korean:
MeCab-Kofrom Bitbucket repository - Chinese:
MeCabandMeCab Chinese Dicfrom MeCab-Chinese
Second, you can install RcppMeCab from CRAN with:
install.packages("RcppMeCab") # build from source
# install.packages("devtools")
install_github("junhewk/RcppMeCab") # install developmental version
You should set the language you want to use for the analysis with the environment variable MECAB_LANG. The default value is ko and if you want to analyze Japanese or Chinese, please set it as ja before install the package.
install.packages("RcppMeCab") # for installing Korean version
# or, install for Japanese
Sys.setenv(MECAB_LANG = 'ja') # for installing Japanese developmental version
install.packages("RcppMeCab", type="source") # build from source
# install.packages("devtools")
install_github("junhewk/RcppMeCab") # install developmental version
For analyzing, you also need MeCab binary and dictionary.
For Korean:
Install mecab-ko-msvc and mecab-ko-dic-msvc up to your 32-bit or 64-bit Windows version in C:\mecab. Provide directory location to RcppMeCab function.
Current mecab-ko-msvc is not working in R. Please use mecab-ko-msvc 0.9.2 or lower.
For Japanese:
Install mecab binary. Provide directory location to RcppMeCab function. For example: pos(sentence, sys_dic = "C:/PROGRA~2/mecab/dic/ipadic")
This package has pos and posParallel function.
pos(sentence) # returns list, sentence will present on the names of the list
pos(sentence, join = FALSE) # for yielding morphemes only (tags will be given on the vector names)
pos(sentence, format = "data.frame") # the result will returned as a data frame format
pos(sentence, user_dic) # gets a compiled user dictionary
posParallel(sentence, user_dic) # parallelized version uses more memory, but much faster than the loop in single threading
- sentence: a text for being analyzed
- join: If it gets TRUE, output form is (morpheme/tag). If it gets FALSE, output form is (morpheme) + tag in attribute.
- format: The default is a list. If you set this as
"data.frame", the function will return the result in a data frame format. - sys_dic: a directory in which
dicrc,model.bin, and other files are located, default value is "" or you can set your default value usingoptions(mecabSysDic = "") - user_dic: a user dictionary file compiled by
mecab_dict_index, default value is also ""
You should not use simplified dictionary entry, e.g. tilde expression (~/). Please provide full path name in sys_dic and user_dic.
MeCab API has DictionaryCompiler, but it contains die(). Hence, calling it in Rcpp crashes down entire R session. This will not be included in RcppMeCab functions.
Please refer to Mecab for Japanese.
You should have model_file if you want the library to estimate cost automatically.
- Japanese: model_file in ipadic
- Korean:
model.binin mecab-ko-dic
You need entire mecab-ko-dic source if you want to compile Korean user dictionary. User dictionary should also be prepared in CSV file. CSV structure is found in Japanese and Korean.
Compile:
$ /usr/local/libexec/mecab/mecab-dict-index -m `model_file` -d `mecab_dic_location` -u `user_dictionary_file_name` -f `CSV file charset` -t `original dictionary charset` `target_csv
# example
$ /usr/local/libexec/mecab/mecab-dict-index -m /usr/local/lib/mecab/dic/mecab-ko-dic/model.bin -d ~/mecab-ko-dic-2.0.3-20170922 -u userdic.dic -f utf8 -t utf8 ~/person.csv
- Korean:
mecab-ko-msvchasmecab-dict-index.exe. - Japanese:
MeCabbinary version hasmecab-dict-index.exe.
You can use it in the same way the Linux binary compiles the dictionary.
- Provide multilanguage manuals for international support
Junhewk Kim ([email protected])
Kato Akiru