Nagisa is a python module for Japanese word segmentation/POS-tagging.
It is designed to be a simple and easy-to-use tool.
This tool has the following features.
- Based on recurrent neural networks.
- The word segmentation model uses character- and word-level features [池田+].
- The POS-tagging model uses tag dictionary information [Inoue+].
For more details refer to the following links.
- The documentation is available here.
- The article in Japanese is available here.
- The presentation slide at PyCon JP (2022) is available here.
Installation
You can install nagisa using pip:
pip install nagisa
Supported Platforms:
- 🐧 Linux: Python 3.6 - 3.14
- 🍎 macOS: Python 3.9 - 3.14
- 🪟 Windows: Python 3.9 - 3.14
Basic usage
Sample of word segmentation and POS-tagging for Japanese. The output tokens are normalized using Unicode NFKC normalization.
import nagisa
text = 'Pythonで簡単に使えるツールです'
words = nagisa.tagging(text)
print(words)
#=> Python/名詞 で/助詞 簡単/形状詞 に/助動詞 使える/動詞 ツール/名詞 です/助動詞
# Get a list of words
print(words.words)
#=> ['Python', 'で', '簡単', 'に', '使える', 'ツール', 'です']
# Get a list of POS-tags
print(words.postags)
#=> ['名詞', '助詞', '形状詞', '助動詞', '動詞', '名詞', '助動詞']
Post-processing functions
Filter and extarct words by the specific POS tags.
import nagisa
# Filter the words of the specific POS tags.
words = nagisa.filter(text, filter_postags=['助詞', '助動詞'])
print(words)
#=> Python/名詞 簡単/形状詞 使える/動詞 ツール/名詞
# Extarct only nouns.
words = nagisa.extract(text, extract_postags=['名詞'])
print(words)
#=> Python/名詞 ツール/名詞
# This is a list of available POS-tags in nagisa.
print(nagisa.tagger.postags)
#=> ['補助記号', '名詞', ... , 'URL']
Add the user dictionary in easy way.
import nagisa
# default
text = "3月に見た「3月のライオン」"
print(nagisa.tagging(text))
#=> 3/名詞 月/名詞 に/助詞 見/動詞 た/助動詞 「/補助記号 3/名詞 月/名詞 の/助詞 ライオン/名詞 」/補助記号
# If a word ("3月のライオン") is included in the single_word_list, it is recognized as a single word.
new_tagger = nagisa.Tagger(single_word_list=['3月のライオン'])
print(new_tagger.tagging(text))
#=> 3/名詞 月/名詞 に/助詞 見/動詞 た/助動詞 「/補助記号 3月のライオン/名詞 」/補助記号
Nagisa provides a built-in Japanese stopwords list.
import nagisa
# default
text = "日本語のストップワードを簡単に利用できます。"
tokens = nagisa.tagging(text)
print(tokens.words)
#=> ['日本', '語', 'の', 'ストップ', 'ワード', 'を', '簡単', 'に', '利用', 'でき', 'ます', '。']
# Filter out stopwords from the tokenized result
words = [word for word in tokens.words if word not in nagisa.stopwords]
print(words)
#=> ['日本', '語', 'ストップ', 'ワード', '簡単', '利用', '。']
Train a model
Nagisa provides a simple train method for a joint word segmentation and sequence labeling (e.g, POS-tagging, NER) model.
The format of the train/dev/test files is tsv.
Each line is word and tag and one line is represented by word \t(tab) tag.
Note that you put EOS between sentences.
Refer to sample datasets and tutorial (Train a model for Universal Dependencies).
$ cat sample.train
唯一 NOUN
の ADP
趣味 NOU
は ADP
料理 NOUN
EOS
とても ADV
おいしかっ ADJ
た AUX
です AUX
。 PUNCT
EOS
ドル NOUN
は ADP
主要 ADJ
通貨 NOUN
EOS
import nagisa
# After finish training, save the three model files (*.vocabs, *.params, *.hp).
nagisa.fit(train_file="sample.train", dev_file="sample.dev", test_file="sample.test", model_name="sample")
# Build the tagger by loading the trained model files.
sample_tagger = nagisa.Tagger(vocabs='sample.vocabs', params='sample.params', hp='sample.hp')
text = "福岡・博多の観光情報"
words = sample_tagger.tagging(text)
print(words)
#> 福岡/PROPN ・/SYM 博多/PROPN の/ADP 観光/NOUN 情報/NOUN
1 maintainer
Metadata
1 maintainer
Release files for nagisa 0.3.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| nagisa-0.3.0.tar.gz | 21.1 MB | Details |
Built distributions (wheels)
Total release size: 1.1 GB
Release files / nagisa-0.3.0.tar.gz
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| Tags | CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 |
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| Tags | CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 |
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Release files / nagisa-0.3.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | nagisa-0.3.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
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Release files / nagisa-0.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | nagisa-0.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
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| Size | 22.3 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
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No |
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twine/6.2.0 CPython/3.14.5
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Release files / nagisa-0.3.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | nagisa-0.3.0-cp312-cp312-macosx_11_0_arm64.whl |
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| Size | 21.5 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
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Release files / nagisa-0.3.0-cp311-cp311-win_amd64.whl
| Download URL | nagisa-0.3.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 21.5 MB |
| Tags | CPython 3.11 Windows x86-64 |
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No |
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twine/6.2.0 CPython/3.14.5
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Release files / nagisa-0.3.0-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | nagisa-0.3.0-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
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Release files / nagisa-0.3.0-cp311-cp311-musllinux_1_2_aarch64.whl
| Download URL | nagisa-0.3.0-cp311-cp311-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.11 Linux musl 1.2+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
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Release files / nagisa-0.3.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | nagisa-0.3.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | nagisa-0.3.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
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| Size | 22.3 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
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Release files / nagisa-0.3.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | nagisa-0.3.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 21.5 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp310-cp310-win_amd64.whl
| Download URL | nagisa-0.3.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 21.5 MB |
| Tags | CPython 3.10 Windows x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | nagisa-0.3.0-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp310-cp310-musllinux_1_2_aarch64.whl
| Download URL | nagisa-0.3.0-cp310-cp310-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 22.2 MB |
| Tags | CPython 3.10 Linux musl 1.2+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | nagisa-0.3.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | nagisa-0.3.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | nagisa-0.3.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 21.5 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp39-cp39-win_amd64.whl
| Download URL | nagisa-0.3.0-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 21.5 MB |
| Tags | CPython 3.9 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp39-cp39-musllinux_1_2_x86_64.whl
| Download URL | nagisa-0.3.0-cp39-cp39-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.9 Linux musl 1.2+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp39-cp39-musllinux_1_2_aarch64.whl
| Download URL | nagisa-0.3.0-cp39-cp39-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 22.2 MB |
| Tags | CPython 3.9 Linux musl 1.2+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | nagisa-0.3.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | nagisa-0.3.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 22.2 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | nagisa-0.3.0-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 21.5 MB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp38-cp38-win_amd64.whl
| Download URL | nagisa-0.3.0-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 21.5 MB |
| Tags | CPython 3.8 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp38-cp38-musllinux_1_2_x86_64.whl
| Download URL | nagisa-0.3.0-cp38-cp38-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.8 Linux musl 1.2+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | nagisa-0.3.0-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 22.3 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp37-cp37m-musllinux_1_2_x86_64.whl
| Download URL | nagisa-0.3.0-cp37-cp37m-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 22.2 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.2+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp37-cp37m-musllinux_1_2_i686.whl
| Download URL | nagisa-0.3.0-cp37-cp37m-musllinux_1_2_i686.whl |
|---|---|
| Size | 22.2 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.2+ x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | nagisa-0.3.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 22.1 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / nagisa-0.3.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | nagisa-0.3.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 22.1 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
d8f68f3c09ad0ea70fc551a3d69905a3a96954dc6698eaf7ae949ec4df015a45
|
|
BLAKE2b-256 checksum How to use checksums |
ad3b48be0c86782c6f4128903dc556684d7d818afb03004c552e720a3753918e
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
