/neologdn

Japanese text normalizer for mecab-neologd

Primary LanguageCythonApache License 2.0Apache-2.0

neologdn

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neologdn is a Japanese text normalizer for mecab-neologd.

The normalization is based on the neologd's rules: https://github.com/neologd/mecab-ipadic-neologd/wiki/Regexp.ja

Contributions are welcome!

NOTE: Installing this module requires C++11 compiler.

Installation

$ pip install neologdn

Usage

import neologdn
neologdn.normalize("ﾊﾝｶｸｶﾅ")
# => 'ハンカクカナ'
neologdn.normalize("全角記号！？＠＃")
# => '全角記号!?@#'
neologdn.normalize("全角記号例外「・」")
# => '全角記号例外「・」'
neologdn.normalize("長音短縮ウェーーーーイ")
# => '長音短縮ウェーイ'
neologdn.normalize("チルダ削除ウェ~∼∾〜〰～イ")
# => 'チルダ削除ウェイ'
neologdn.normalize("いろんなハイフン˗֊‐‑‒–⁃⁻₋−")
# => 'いろんなハイフン-'
neologdn.normalize("   ＰＲＭＬ  副 読 本   ")
# => 'PRML副読本'
neologdn.normalize(" Natural Language Processing ")
# => 'Natural Language Processing'
neologdn.normalize("かわいいいいいいいいい", repeat=6)
# => 'かわいいいいいい'
neologdn.normalize("無駄無駄無駄無駄ァ", repeat=1)
# => '無駄ァ'
neologdn.normalize("1995〜2001年", tilde="normalize")
# => '1995~2001年'
neologdn.normalize("1995~2001年", tilde="normalize_zenkaku")
# => '1995〜2001年'
neologdn.normalize("1995〜2001年", tilde="ignore")  # Don't convert tilde
# => '1995〜2001年'
neologdn.normalize("1995〜2001年", tilde="remove")
# => '19952001年'
neologdn.normalize("1995〜2001年")  # Default parameter
# => '19952001年'

Benchmark

# Sample code from
# https://github.com/neologd/mecab-ipadic-neologd/wiki/Regexp.ja#python-written-by-hideaki-t--overlast
import normalize_neologd

%timeit normalize(normalize_neologd.normalize_neologd)
# => 9.55 s ± 29.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)


import neologdn
%timeit normalize(neologdn.normalize)
# => 6.66 s ± 35.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)

neologdn is about x1.43 faster than sample code.

details are described as the below notebook: https://github.com/ikegami-yukino/neologdn/blob/master/benchmark/benchmark.ipynb

License

Apache Software License.

Contribution

Contributions are welcome! See: https://github.com/ikegami-yukino/neologdn/blob/master/.github/CONTRIBUTING.md

Cited by

Book

山本 和英. テキスト処理の要素技術. 近代科学者. P.41. 2021.

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