Look for MeCab dictionaries in various places besides this package

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Robyn Speer 2016-07-29 17:27:15 -04:00
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Tools for working with word frequencies from various corpora.
wordfreq is a Python library for looking up the frequencies of words in many
languages, based on many sources of data.
Author: Robyn Speer
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python3 setup.py install
Japanese and Chinese have additional external dependencies so that they can be
### Additional CJK setup
Chinese, Japanese, and Korean have additional external dependencies so that they can be
tokenized correctly.
To be able to look up word frequencies in Japanese, you need to additionally
install mecab-python3, which itself depends on libmecab-dev and its dictionary.
These commands will install them on Ubuntu:
sudo apt-get install mecab-ipadic-utf8 libmecab-dev
pip3 install mecab-python3
To be able to look up word frequencies in Chinese, you need Jieba, a
pure-Python Chinese tokenizer:
pip3 install jieba
These dependencies can also be requested as options when installing wordfreq.
For example:
To be able to look up word frequencies in Japanese or Korean, you need to additionally
install mecab-python3, which itself depends on libmecab-dev.
These commands will install them on Ubuntu:
pip3 install wordfreq[mecab,jieba]
sudo apt-get install libmecab-dev
pip3 install mecab-python3
If you installed wordfreq from Git, this should be all you need, because the
dictionary files are included. Otherwise, read on.
### Getting dictionary files for the PyPI version
If you installed wordfreq from PyPI (for example, using pip), and you want to
handle Japanese and Korean, you need to get their MeCab dictionary files
separately. We would prefer to include them in the package, but PyPI has a size
limit.
The Japanese dictionary is called 'mecab-ipadic-utf8', and is available as an Ubuntu
package by that name:
sudo apt-get install mecab-ipadic-utf8
The Korean dictionary does not have an Ubuntu package. One option, besides getting it
from wordfreq's Git repository, is to install it from source from:
https://bitbucket.org/eunjeon/mecab-ko-dic
## Usage
wordfreq provides access to estimates of the frequency with which a word is
used, in 18 languages (see *Supported languages* below).
used, in 27 languages (see *Supported languages* below).
It provides three kinds of pre-built wordlists:

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from pkg_resources import resource_filename
import MeCab
import unicodedata
import os
def find_mecab_dictionary(names):
"""
Find a MeCab dictionary with a given name. The dictionary might come as
part of this repository (if you got wordfreq from GitHub) or might have to
be installed separately (if you got wordfreq from PyPI).
We'd prefer to include MeCab in the repository all the time, but PyPI's
package size limits make that not an option.
"""
suggested_pkg = names[0]
paths = [
resource_filename('wordfreq', 'data'),
os.path.expanduser('~/.local/lib/mecab/dic'),
'/var/lib/mecab/dic',
'/var/local/lib/mecab/dic',
'/usr/lib/mecab/dic',
'/usr/local/lib/mecab/dic',
]
full_paths = [os.path.join(path, name) for path in paths for name in names]
for path in full_paths:
if os.path.exists(path):
return path
error_lines = [
"Couldn't find the MeCab dictionary named %r." % name,
"You should download or use your system's package manager to install",
"the %r package." % suggested_pkg,
"",
"We looked in the following locations:"
] + ["\t%s" % path for path in full_paths]
raise OSError('\n'.join(error_lines))
def make_mecab_analyzer(names):
"""
Get a MeCab analyzer object, given a list of names the dictionary might
have.
"""
filename = find_mecab_dictionary(names)
return MeCab.Tagger('-d %s' % filename)
# Instantiate the MeCab analyzers for each language.
MECAB_ANALYZERS = {
'ja': MeCab.Tagger('-d %s' % resource_filename('wordfreq', 'data/mecab-ja-ipadic')),
'ko': MeCab.Tagger('-d %s' % resource_filename('wordfreq', 'data/mecab-ko-dic'))
'ja': make_mecab_analyzer(['mecab-ipadic-utf8', 'mecab-ja-ipadic', 'ipadic-utf8']),
'ko': make_mecab_analyzer(['mecab-ko-dic', 'ko-dic'])
}