Skip to main content

Arabic language processing toolkit

Project description

example workflow

Arabic Natural Language Toolkit (ANLTK)

ANLTK is a set of Arabic natural language processing tools. developed with focus on performance.

ANLTK is a C++ library, with python bindings.

Installation

for python :

pip install pybind11
pip install anltk

Building

Note: Currently only tested on Linux, prebuilt python wheels are available for Linux, Windows, Macos on pypi

Dependencies:

  • utfcpp, automatically downloaded.
  • utf8proc, automatically downlaoded.
  • C++ Compiler that supports c++17.
  • Python3, meson, ninja
pip install meson
pip install ninja
git clone --recurse-submodules https://github.com/Abdullah-AlAttar/anltk.git \
    && cd anltk/ \
    && meson build --buildtype=release -Dbuild_tests=false \
    && cd build \
    && ninja \
    && cd ../ \
    && python3 setup.py install

Usage Examples:

C++ API :

#include "anltk/anltk.hpp"
#include <iostream>
#include <string>

int main()
{

    std::string ar_text = "أبجد هوز حطي كلمن سعفص قرشت ثخذ ضظغ";

    std::cout << anltk::transliterate(ar_text, anltk::CharMapping::AR2BW) << '\n';
    // >bjd hwz HTy klmn sEfS qr$t vx* DZg

    std::string text = "فَرَاشَةٌ مُلَوَّنَةٌ تَطِيْرُ في البُسْتَانِ، حُلْوَةٌ مُهَنْدَمَةٌ تُدْهِشُ الإِنْسَانَ.";

    std::cout << anltk::remove_tashkeel(text) << '\n';
    // فراشة ملونة تطير في البستان، حلوة مهندمة تدهش الإنسان.

    // Third paramters is a stop_list, charactres in this list won't be removed
    std::cout << anltk::remove_non_alpha(text, " ") << '\n';
    // فراشة ملونة تطير في البستان حلوة مهندمة تدهش الإنسان
}

Python API

import anltk


ar = "أبجد هوز حطي كلمن سعفص قرشت ثخذ ضظغ"
bw = anltk.transliterate(ar, anltk.AR2BW)
print(bw)
# >bjd hwz HTy klmn sEfS qr$t vx* DZg

print(anltk.remove_tashkeel("فَرَاشَةٌ مُلَوَّنَةٌ تَطِيْرُ في البُسْتَانِ، حُلْوَةٌ مُهَنْدَمَةٌ تُدْهِشُ الإِنْسَانَ."))

# فراشة ملونة تطير في البستان، حلوة مهندمة تدهش الإنسان.

For list of features see Features.md

Benchmarks

Processing a file containing 500000 Line, 6787731 Word, 112704541 Character. the task is to remove diacritics / transliterate to buckwalter

Buckwatler transliteration

Method Time
anltk python-api 1.379 seconds
python camel_tools 11.46 seconds

Remove Diacritics

Method Time
anltk python-api 0.989 seconds
python camel_tools 4.892 seconds

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

anltk-0.5.2.tar.gz (23.1 kB view details)

Uploaded Source

Built Distributions

anltk-0.5.2-pp37-pypy37_pp73-win32.whl (109.5 kB view details)

Uploaded PyPy Windows x86

anltk-0.5.2-pp37-pypy37_pp73-manylinux2010_x86_64.whl (212.0 kB view details)

Uploaded PyPy manylinux: glibc 2.12+ x86-64

anltk-0.5.2-pp36-pypy36_pp73-win32.whl (109.5 kB view details)

Uploaded PyPy Windows x86

anltk-0.5.2-pp36-pypy36_pp73-manylinux2010_x86_64.whl (211.8 kB view details)

Uploaded PyPy manylinux: glibc 2.12+ x86-64

anltk-0.5.2-cp39-cp39-win_amd64.whl (125.4 kB view details)

Uploaded CPython 3.9 Windows x86-64

anltk-0.5.2-cp39-cp39-win32.whl (110.5 kB view details)

Uploaded CPython 3.9 Windows x86

anltk-0.5.2-cp39-cp39-manylinux2010_x86_64.whl (212.6 kB view details)

Uploaded CPython 3.9 manylinux: glibc 2.12+ x86-64

anltk-0.5.2-cp39-cp39-manylinux2010_i686.whl (223.5 kB view details)

Uploaded CPython 3.9 manylinux: glibc 2.12+ i686

anltk-0.5.2-cp39-cp39-macosx_10_9_x86_64.whl (173.5 kB view details)

Uploaded CPython 3.9 macOS 10.9+ x86-64

anltk-0.5.2-cp38-cp38-win_amd64.whl (127.9 kB view details)

Uploaded CPython 3.8 Windows x86-64

anltk-0.5.2-cp38-cp38-win32.whl (110.4 kB view details)

Uploaded CPython 3.8 Windows x86

anltk-0.5.2-cp38-cp38-manylinux2010_x86_64.whl (212.2 kB view details)

Uploaded CPython 3.8 manylinux: glibc 2.12+ x86-64

anltk-0.5.2-cp38-cp38-manylinux2010_i686.whl (223.4 kB view details)

Uploaded CPython 3.8 manylinux: glibc 2.12+ i686

anltk-0.5.2-cp38-cp38-macosx_10_9_x86_64.whl (172.7 kB view details)

Uploaded CPython 3.8 macOS 10.9+ x86-64

anltk-0.5.2-cp37-cp37m-win_amd64.whl (127.4 kB view details)

Uploaded CPython 3.7m Windows x86-64

anltk-0.5.2-cp37-cp37m-win32.whl (111.2 kB view details)

Uploaded CPython 3.7m Windows x86

anltk-0.5.2-cp37-cp37m-manylinux2010_x86_64.whl (215.8 kB view details)

Uploaded CPython 3.7m manylinux: glibc 2.12+ x86-64

anltk-0.5.2-cp37-cp37m-manylinux2010_i686.whl (227.1 kB view details)

Uploaded CPython 3.7m manylinux: glibc 2.12+ i686

anltk-0.5.2-cp37-cp37m-macosx_10_9_x86_64.whl (168.0 kB view details)

Uploaded CPython 3.7m macOS 10.9+ x86-64

anltk-0.5.2-cp36-cp36m-win_amd64.whl (127.4 kB view details)

Uploaded CPython 3.6m Windows x86-64

anltk-0.5.2-cp36-cp36m-win32.whl (111.2 kB view details)

Uploaded CPython 3.6m Windows x86

anltk-0.5.2-cp36-cp36m-manylinux2010_x86_64.whl (215.8 kB view details)

Uploaded CPython 3.6m manylinux: glibc 2.12+ x86-64

anltk-0.5.2-cp36-cp36m-manylinux2010_i686.whl (227.6 kB view details)

Uploaded CPython 3.6m manylinux: glibc 2.12+ i686

anltk-0.5.2-cp36-cp36m-macosx_10_9_x86_64.whl (168.0 kB view details)

Uploaded CPython 3.6m macOS 10.9+ x86-64

anltk-0.5.2-cp35-cp35m-win_amd64.whl (127.4 kB view details)

Uploaded CPython 3.5m Windows x86-64

anltk-0.5.2-cp35-cp35m-win32.whl (111.2 kB view details)

Uploaded CPython 3.5m Windows x86

anltk-0.5.2-cp35-cp35m-manylinux2010_x86_64.whl (215.8 kB view details)

Uploaded CPython 3.5m manylinux: glibc 2.12+ x86-64

anltk-0.5.2-cp35-cp35m-manylinux2010_i686.whl (227.6 kB view details)

Uploaded CPython 3.5m manylinux: glibc 2.12+ i686

File details

Details for the file anltk-0.5.2.tar.gz.

File metadata

  • Download URL: anltk-0.5.2.tar.gz
  • Upload date:
  • Size: 23.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2.tar.gz
Algorithm Hash digest
SHA256 875b54e11ae60d7246c156e22dabdc4d15eda932d49a1373da32238498f7407e
MD5 130102369b44d25536417f8e394ccadc
BLAKE2b-256 349485461b970f0159a5ede222364354b760a673a0b0861135bdf202bf5081d6

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-pp37-pypy37_pp73-win32.whl.

File metadata

  • Download URL: anltk-0.5.2-pp37-pypy37_pp73-win32.whl
  • Upload date:
  • Size: 109.5 kB
  • Tags: PyPy, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-pp37-pypy37_pp73-win32.whl
Algorithm Hash digest
SHA256 54341964219928d72be842e6792c5413a199c970e0a1d550ab80cd93fa54c18c
MD5 6aaf7d79a73bcd3d85719ec88d3993ea
BLAKE2b-256 47acc5ff1c9d304756dfef2e7d92a3f83341ae3a06915eb42e438760068350aa

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-pp37-pypy37_pp73-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-pp37-pypy37_pp73-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 212.0 kB
  • Tags: PyPy, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-pp37-pypy37_pp73-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 c76e050a34c68836d3294e81d5f3f1be1e7eff8dd1b1fd402d6e281a6cf8b68b
MD5 a26dc5c6d2b7c5acfc93e2288dc37d5b
BLAKE2b-256 2222e8db9aefbc5018108d919a60ff88933bf8c3bf6d84924d65498086ebc071

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-pp36-pypy36_pp73-win32.whl.

File metadata

  • Download URL: anltk-0.5.2-pp36-pypy36_pp73-win32.whl
  • Upload date:
  • Size: 109.5 kB
  • Tags: PyPy, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-pp36-pypy36_pp73-win32.whl
Algorithm Hash digest
SHA256 21e7f813838e68134b17ced9052747429fcbbf4cafde755ad457f5bf90e9697d
MD5 659c62552c7078cfa5662b91f12d1708
BLAKE2b-256 efe61d4a9ce7c9533456eb7fe9caf86c27a21fd26cccc3811d8b7c03d1ac8ba9

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-pp36-pypy36_pp73-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-pp36-pypy36_pp73-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 211.8 kB
  • Tags: PyPy, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-pp36-pypy36_pp73-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 0578071de6f6ac4857fd127a23f9fb48b9f2cd75c3aa1cce267a22ffa9fd334f
MD5 45b1a009c6d13c4b95fe24fcb7d68c54
BLAKE2b-256 d181f17a1e4374e5398448d95291d0b83fd39ec568c770b255198e62bfc17ab4

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 125.4 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 60fce5132e6bc66ff0a3751e6935e56d86f0003b7cceb48abf43be815212931d
MD5 e5f83985df2b89ce171f53ae713fc4d8
BLAKE2b-256 498c380424d78890a5cf85708e2a7da6165220802ccc0c32d84f3fc0d6091576

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp39-cp39-win32.whl.

File metadata

  • Download URL: anltk-0.5.2-cp39-cp39-win32.whl
  • Upload date:
  • Size: 110.5 kB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 9567af198afe126cf16bd3e90e279a3f7070aa48a4572c45364b6bdce7c27ae7
MD5 7ef138fc03057f15ac6d6186104498cf
BLAKE2b-256 538f380bfd17449978d08b3a04ec841f7449a10590abb67f57b3673ccfa72d03

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp39-cp39-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp39-cp39-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 212.6 kB
  • Tags: CPython 3.9, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp39-cp39-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 744ad48b986376154a2c7053039056c6a854ffe29a4e89bdfbe2ce2ac81cd5f8
MD5 a9be10f58e0b337905f47726d4cd174d
BLAKE2b-256 01a23350806c920451368aa5adc6322d47460f8c2337c537c000dd4085dc93ae

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp39-cp39-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.2-cp39-cp39-manylinux2010_i686.whl
  • Upload date:
  • Size: 223.5 kB
  • Tags: CPython 3.9, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp39-cp39-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 85ffca231058c87a7819cdbed414ea58e50fc055815f1bccd54b37182d0b36a4
MD5 19f422e3f72f5047950c782c85b7859f
BLAKE2b-256 e72c8d7e5562a8a909c294291ec62092a65bf48ae6464a01ed6e4800970a36e2

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp39-cp39-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 173.5 kB
  • Tags: CPython 3.9, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 8f3456b279838913bd533075693113aa455d41b56ecefd113e057ebcbd2760e4
MD5 12bb05c82f9d6c8d81a990c183d5eef3
BLAKE2b-256 9c2a59eaa0e2b89ac6f4b07436069d1a90a325b086987874f326390b1e9e722e

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 127.9 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 9fe21756e1623a59a6803e36f9c5662e73796a2fbe90737e04ee57034c6bdca8
MD5 6c1bd91a114445360e91bcba6eff5eba
BLAKE2b-256 1ace417e60afcfa32bc54cc5977a9917cdf51ff93d24d3c1ba170818f7d11eb5

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp38-cp38-win32.whl.

File metadata

  • Download URL: anltk-0.5.2-cp38-cp38-win32.whl
  • Upload date:
  • Size: 110.4 kB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp38-cp38-win32.whl
Algorithm Hash digest
SHA256 4f1037cc911c38589015a075bd0c089b7c49e2cbdfe9226eb07bafdee35b8536
MD5 e7fa1380c7e05a61170a19b5ac3fa180
BLAKE2b-256 7cf35201ddcbe1b08c3e71ba642e2c3fc111bc546a2c332223c952c25f360e83

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp38-cp38-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp38-cp38-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 212.2 kB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp38-cp38-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 82118f13d4379e20662d44e8a7bbb79e0b18311c24b7d4f619750a109cae9e7d
MD5 a32f7a367a1c08abd8d2531538cac668
BLAKE2b-256 19b36a930e24fe7a5dba8d95cc1b56fe77e3512a94f2888458e1b2f07b230239

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp38-cp38-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.2-cp38-cp38-manylinux2010_i686.whl
  • Upload date:
  • Size: 223.4 kB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp38-cp38-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 71f2dbeab92673503365305403430a5fcf0464c436320a08e26640c7445fbcf0
MD5 18af216a3b4c306c7a8e6a8517bb58d9
BLAKE2b-256 dd68f117ba9d621d8c56fd1a4389890df8f432ab4b36bcd85a65e42ce249eba2

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp38-cp38-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 172.7 kB
  • Tags: CPython 3.8, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 127cd36214d9c87b63aaab96a4e315aefd1fbe92ca2a27946718951c5c3a0a26
MD5 c6db5dcf146a08c3b31bff00fc33d949
BLAKE2b-256 a1680d43c54015653a0298a84940c855fd78a7df979fd88c0ec28932fe617e0d

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 127.4 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 9a19bc18d2752470a4b8512b7c69a9c417cfdb9e3b51c54fff8a4e6c6bf5e360
MD5 ff8c466cd4ade864a594d90ac7dbff8a
BLAKE2b-256 ddcf6d407dc444d61fea598481d6669cd3f8eb8819cfb4ca541382e48934074c

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp37-cp37m-win32.whl.

File metadata

  • Download URL: anltk-0.5.2-cp37-cp37m-win32.whl
  • Upload date:
  • Size: 111.2 kB
  • Tags: CPython 3.7m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 2b8b4e8ef07b75677719b2913111e475683ce66c8571753379c20ac0dc6445a8
MD5 3326b17a82216ce89635d28f7cfda038
BLAKE2b-256 202117afa76539dbbb76b9e2284718566336e3e08090194a2a37b83b5d484ee7

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp37-cp37m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp37-cp37m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 215.8 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp37-cp37m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 86cbf42cf9ae13bdd22f4dde7b1e1306e1ebb08b7e0ffbd05d801aa034b5b655
MD5 0a68fe1183ec882036ac6ce735ccd11d
BLAKE2b-256 00df3872265a352d958d28b9300afe4dff5f7fb0450bac426579bc283856ea0f

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp37-cp37m-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.2-cp37-cp37m-manylinux2010_i686.whl
  • Upload date:
  • Size: 227.1 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp37-cp37m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 9c167767757273054b03989aa550a586a8e5307493551a51dfd501776f6ead54
MD5 62741f1dc1b8b7d8738a0c9ba972916a
BLAKE2b-256 55f538ed3aa9fc70145cac60caa49c6d1e6e4fab04e1a480be5d5af0e2a24bde

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp37-cp37m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 168.0 kB
  • Tags: CPython 3.7m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 cb492d9fde5758a9db44c5de8c6da43c358af29788b59b89aa300525cd20ae75
MD5 b95a9266865592a65d4ca77c27526f6c
BLAKE2b-256 87f13dbef6b6c39cdbace9c5eef7f1954d53778699c75d3c6eb0c4aa57df9bf7

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 127.4 kB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 edfc26d31213402875f44c2a8606d1592f32d717c6e4efd406d8b9039747025f
MD5 2ca3001f8c3147c702928ca1f69a5fb3
BLAKE2b-256 920a20bf2cdd22b08858b7e3b7202ef79e1c98b017f1dc9e48751f41968379d0

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp36-cp36m-win32.whl.

File metadata

  • Download URL: anltk-0.5.2-cp36-cp36m-win32.whl
  • Upload date:
  • Size: 111.2 kB
  • Tags: CPython 3.6m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 ff43f18b3d327d7b513066e785515e2cdb5c7398ea76ccc41b7a2d042b275e6a
MD5 ea6f6d312248ce4f0f0bd4d1d69387d3
BLAKE2b-256 483898a09058640c85d883525c3e5df426e825e1d7ab67a7a5e535868de89040

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp36-cp36m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp36-cp36m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 215.8 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp36-cp36m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 cc6d3b1667754f8e6254e995e468d3e129eb409f1347c83add7c6ce42357b6da
MD5 3beebb85453462ce863e53ccb0878f7a
BLAKE2b-256 81d0d8b35e87e782c4d4e65f5618ed7db06ce675a037beee8a89b254fde5b855

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp36-cp36m-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.2-cp36-cp36m-manylinux2010_i686.whl
  • Upload date:
  • Size: 227.6 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp36-cp36m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 e0cad920e293f0d14f3aae5555b9c2a1bf664cdefdd5af2800a68cc5863ba8e6
MD5 7bcc7d9302722794226d1d855b033185
BLAKE2b-256 fe6673e8fee5c0867c91fc3dcff6653c1063802870732bf2c72f5f6e882fec6b

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp36-cp36m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 168.0 kB
  • Tags: CPython 3.6m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 e7f89ce3337af1fa062ca2ab04075da5985af1948e6ef36e5b0ee7123462cb67
MD5 4ce6dbb30bd750aaafed8a4294389c95
BLAKE2b-256 89134387cb5aa0e41aeeb36a7d28f07c1444369f4cd654ac29d9544678fe1cec

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp35-cp35m-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp35-cp35m-win_amd64.whl
  • Upload date:
  • Size: 127.4 kB
  • Tags: CPython 3.5m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp35-cp35m-win_amd64.whl
Algorithm Hash digest
SHA256 aababdcfbc8983ffa7af27eba5c78bd71a5180efcab54f041e00dd98e225ad69
MD5 342d6585fd1163e757001f78be60406f
BLAKE2b-256 f2a0effa09949c054dc02f142e7fd97ae67841f953bbdb3de5238f7d9884af93

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp35-cp35m-win32.whl.

File metadata

  • Download URL: anltk-0.5.2-cp35-cp35m-win32.whl
  • Upload date:
  • Size: 111.2 kB
  • Tags: CPython 3.5m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp35-cp35m-win32.whl
Algorithm Hash digest
SHA256 3a00a70c4f36542303603763e15b63b4ef584b3cddfa06a658de56526b9b0315
MD5 5caabe5115e4dc9e506a0b017db2da70
BLAKE2b-256 63fbb2c06fb74d255545faa0298f2da7fbd7a9dd7d90f8bd81453e3761575fab

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp35-cp35m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.2-cp35-cp35m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 215.8 kB
  • Tags: CPython 3.5m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp35-cp35m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 aabf0ace076bae2ad10121d00560f15aba6bad37dea0bd6f0a8309de51392abb
MD5 101c89430f521df365fe88e4baf78d91
BLAKE2b-256 fdf57692c1efa756dd441e90307a0ef231c9ffb7c357340c9290802f1e28c08b

See more details on using hashes here.

File details

Details for the file anltk-0.5.2-cp35-cp35m-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.2-cp35-cp35m-manylinux2010_i686.whl
  • Upload date:
  • Size: 227.6 kB
  • Tags: CPython 3.5m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.8.5

File hashes

Hashes for anltk-0.5.2-cp35-cp35m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 5d3a485f8d05d589ae031de271b29b2b218b702235ae03baac03d23167aed7a2
MD5 83d03ff969165be876e2082b53daa404
BLAKE2b-256 b23fddbc5bcfcada452b1b81acf8f0cc4a06d38aeff934c79ed8edbcf0a1762b

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page