Skip to main content

Arabic language processing toolkit

Project description

example workflow 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 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 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

    anltk::TafqitOptions opts;
    std::cout<< anltk::tafqit(15000120, opts) <<'\n';
    // خمسة عشر مليونًا ومائة وعشرون
}

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.

print(anltk.tafqit(15000120))
# خمسة عشر مليونًا ومائة وعشرون

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-0.5.9.tar.gz (163.6 kB view details)

Uploaded Source

Built Distributions

anltk-0.5.9-pp37-pypy37_pp73-win32.whl (130.8 kB view details)

Uploaded PyPy Windows x86

anltk-0.5.9-pp37-pypy37_pp73-manylinux2010_x86_64.whl (242.6 kB view details)

Uploaded PyPy manylinux: glibc 2.12+ x86-64

anltk-0.5.9-pp37-pypy37_pp73-macosx_10_9_x86_64.whl (196.4 kB view details)

Uploaded PyPy macOS 10.9+ x86-64

anltk-0.5.9-pp36-pypy36_pp73-win32.whl (130.8 kB view details)

Uploaded PyPy Windows x86

anltk-0.5.9-pp36-pypy36_pp73-manylinux2010_x86_64.whl (242.4 kB view details)

Uploaded PyPy manylinux: glibc 2.12+ x86-64

anltk-0.5.9-pp36-pypy36_pp73-macosx_10_9_x86_64.whl (196.3 kB view details)

Uploaded PyPy macOS 10.9+ x86-64

anltk-0.5.9-cp39-cp39-win_amd64.whl (147.1 kB view details)

Uploaded CPython 3.9 Windows x86-64

anltk-0.5.9-cp39-cp39-win32.whl (131.6 kB view details)

Uploaded CPython 3.9 Windows x86

anltk-0.5.9-cp39-cp39-manylinux2010_x86_64.whl (244.1 kB view details)

Uploaded CPython 3.9 manylinux: glibc 2.12+ x86-64

anltk-0.5.9-cp39-cp39-manylinux2010_i686.whl (256.2 kB view details)

Uploaded CPython 3.9 manylinux: glibc 2.12+ i686

anltk-0.5.9-cp39-cp39-macosx_10_9_x86_64.whl (197.2 kB view details)

Uploaded CPython 3.9 macOS 10.9+ x86-64

anltk-0.5.9-cp38-cp38-win_amd64.whl (150.3 kB view details)

Uploaded CPython 3.8 Windows x86-64

anltk-0.5.9-cp38-cp38-win32.whl (131.5 kB view details)

Uploaded CPython 3.8 Windows x86

anltk-0.5.9-cp38-cp38-manylinux2010_x86_64.whl (244.1 kB view details)

Uploaded CPython 3.8 manylinux: glibc 2.12+ x86-64

anltk-0.5.9-cp38-cp38-manylinux2010_i686.whl (256.0 kB view details)

Uploaded CPython 3.8 manylinux: glibc 2.12+ i686

anltk-0.5.9-cp38-cp38-macosx_10_9_x86_64.whl (197.0 kB view details)

Uploaded CPython 3.8 macOS 10.9+ x86-64

anltk-0.5.9-cp37-cp37m-win_amd64.whl (149.6 kB view details)

Uploaded CPython 3.7m Windows x86-64

anltk-0.5.9-cp37-cp37m-win32.whl (132.0 kB view details)

Uploaded CPython 3.7m Windows x86

anltk-0.5.9-cp37-cp37m-manylinux2010_x86_64.whl (248.8 kB view details)

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

anltk-0.5.9-cp37-cp37m-manylinux2010_i686.whl (260.2 kB view details)

Uploaded CPython 3.7m manylinux: glibc 2.12+ i686

anltk-0.5.9-cp37-cp37m-macosx_10_9_x86_64.whl (192.3 kB view details)

Uploaded CPython 3.7m macOS 10.9+ x86-64

anltk-0.5.9-cp36-cp36m-win_amd64.whl (149.6 kB view details)

Uploaded CPython 3.6m Windows x86-64

anltk-0.5.9-cp36-cp36m-win32.whl (132.0 kB view details)

Uploaded CPython 3.6m Windows x86

anltk-0.5.9-cp36-cp36m-manylinux2010_x86_64.whl (248.3 kB view details)

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

anltk-0.5.9-cp36-cp36m-manylinux2010_i686.whl (259.6 kB view details)

Uploaded CPython 3.6m manylinux: glibc 2.12+ i686

anltk-0.5.9-cp36-cp36m-macosx_10_9_x86_64.whl (192.4 kB view details)

Uploaded CPython 3.6m macOS 10.9+ x86-64

anltk-0.5.9-cp35-cp35m-win_amd64.whl (149.6 kB view details)

Uploaded CPython 3.5m Windows x86-64

anltk-0.5.9-cp35-cp35m-win32.whl (132.0 kB view details)

Uploaded CPython 3.5m Windows x86

anltk-0.5.9-cp35-cp35m-manylinux2010_x86_64.whl (248.3 kB view details)

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

anltk-0.5.9-cp35-cp35m-manylinux2010_i686.whl (259.6 kB view details)

Uploaded CPython 3.5m manylinux: glibc 2.12+ i686

anltk-0.5.9-cp35-cp35m-macosx_10_9_x86_64.whl (192.4 kB view details)

Uploaded CPython 3.5m macOS 10.9+ x86-64

File details

Details for the file anltk-0.5.9.tar.gz.

File metadata

  • Download URL: anltk-0.5.9.tar.gz
  • Upload date:
  • Size: 163.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9.tar.gz
Algorithm Hash digest
SHA256 8701a2affc7f16958b45f359b06a60cc43f23525b377041884ba57aeb8645f12
MD5 e2734f8adfa5ea3a2f30e598f1b02548
BLAKE2b-256 123c3a2abc7709794b94097fdc3b4c9bbfd7b5b68ff4b8095483ea71e6031fec

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-pp37-pypy37_pp73-win32.whl.

File metadata

  • Download URL: anltk-0.5.9-pp37-pypy37_pp73-win32.whl
  • Upload date:
  • Size: 130.8 kB
  • Tags: PyPy, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-pp37-pypy37_pp73-win32.whl
Algorithm Hash digest
SHA256 52763813b9c011b9b62ea0a1ab65cdafc78e51ec98d96fe182e1a0ad1a88f1ae
MD5 1fda0140c31541074b5d33294d4c7102
BLAKE2b-256 bc5b8431c384938b82798dbb1b2cb5e2babbd5b7aaa21d00f050a98e799cfa24

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-pp37-pypy37_pp73-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-pp37-pypy37_pp73-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 242.6 kB
  • Tags: PyPy, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-pp37-pypy37_pp73-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 c8a5f12820c6600e26f4152ced97db3f63b65a4b2faad34ce8aebfb551bd8b51
MD5 eeb1693d78162511cba73fc86f24c5db
BLAKE2b-256 28730366a82e50612d5d57f767d95dd431373eca07309dc5f06c0722bad6c99d

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-pp37-pypy37_pp73-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-pp37-pypy37_pp73-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 196.4 kB
  • Tags: PyPy, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-pp37-pypy37_pp73-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 0502e1ee0ac4943706f2795d9f772d5b6888dcacb2df7960bee8e80434da4821
MD5 aa87777e44ca1e56a73cff5eade58625
BLAKE2b-256 c0224061040e2178a433bd2a63bfb1a8b7ba964e152799700a0e8e9c581eff52

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-pp36-pypy36_pp73-win32.whl.

File metadata

  • Download URL: anltk-0.5.9-pp36-pypy36_pp73-win32.whl
  • Upload date:
  • Size: 130.8 kB
  • Tags: PyPy, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-pp36-pypy36_pp73-win32.whl
Algorithm Hash digest
SHA256 1761e9852436eb3755faa7c817886d07c1cf9600de3bc91cf38758c24e9a8342
MD5 75344ea66dfc485302dda964778e5245
BLAKE2b-256 2e30e77ddebaca42c531fabe79f414615398b556afcd2014f2a7c60f2d929232

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-pp36-pypy36_pp73-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-pp36-pypy36_pp73-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 242.4 kB
  • Tags: PyPy, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-pp36-pypy36_pp73-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 40741be7b82739a8646aa3121c4462b4e04cb52bd523b482a92cabf1a2174253
MD5 ea897476de86b52b8cfe9427195bf5b9
BLAKE2b-256 db1c297b15203f75cb7651cd0b1b4db3eb3341d25a96680220038fce599c9076

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-pp36-pypy36_pp73-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-pp36-pypy36_pp73-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 196.3 kB
  • Tags: PyPy, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-pp36-pypy36_pp73-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 51b5be475015e21e555a1557c7a4a1b3553e3a0b5c36b4420c0d9715cde68528
MD5 3f8aca97fad8bba91e19ef84469e6fbd
BLAKE2b-256 802526ffeeb853b670780fba237333cbd438ccc931246f71168a03199168e6a2

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 147.1 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 42aa87ccbd30bdb6cf8f55a6670d2825f27043c9aa969a680f0ded0828334267
MD5 84c6920b7804f2f7e13d0af7b781142b
BLAKE2b-256 d796ef4a5bd8e24d825f35148484bb73385ca5be8833658b7cb01c6e1e93b7df

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp39-cp39-win32.whl.

File metadata

  • Download URL: anltk-0.5.9-cp39-cp39-win32.whl
  • Upload date:
  • Size: 131.6 kB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 e6c5576b0e285226eaba70c80e0e38a5bd3bf907ac23cdb799edf8f920a874e3
MD5 ff1cda554fd09f61b47edb291429bebc
BLAKE2b-256 794116f21141e213a41c6e1cfbc97c6147b79a11724084bd8e2c33d0492ea96f

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp39-cp39-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp39-cp39-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 244.1 kB
  • Tags: CPython 3.9, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp39-cp39-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 86a3700ef9415cbb5a93a30eb2f29a9bb5c9517165e1d7eb6777c82a733d2e2a
MD5 f95aaa8f279e1b4a64b3105f020139c5
BLAKE2b-256 129108342bf55c571a182e68929ba1196922be311f37e607b71208fad20670cc

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp39-cp39-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.9-cp39-cp39-manylinux2010_i686.whl
  • Upload date:
  • Size: 256.2 kB
  • Tags: CPython 3.9, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp39-cp39-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 a4dc7a1e9c20a1f457f05064c3c74f1031714c22fb0b6aa3788e9869b32ce4ef
MD5 38baf55dc6694779742cf450b9c2941e
BLAKE2b-256 1be58ad4a3fd5d2367b40969d149a5d22e99577ea1f2947f09710ceaacd41432

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp39-cp39-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 197.2 kB
  • Tags: CPython 3.9, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 c37674ebcee4bedcef407f1ec74f017f33cc7594c2819a7446ee65fcd446ac02
MD5 2321157e3d420433c9206ce7ac1876ea
BLAKE2b-256 3a61dcb93e6b732b8fea0c9f71eb8b4ea37fdb314a574d5e83a173951d7f8a5d

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 150.3 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 8b9aef053dc96e06c53dd669d1171fb6173280e24b76f0a0f3174418103d4ebf
MD5 b2e9e12f4e6fddf2667aecaa2de656dd
BLAKE2b-256 9c204b136b3429ce750f873d1ee5836d05c880280413cc6a87a7fde8faf7ad97

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp38-cp38-win32.whl.

File metadata

  • Download URL: anltk-0.5.9-cp38-cp38-win32.whl
  • Upload date:
  • Size: 131.5 kB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp38-cp38-win32.whl
Algorithm Hash digest
SHA256 f063903da5cbe65bf5e60f8fddb97ae473e480619a98bf7b7d1b9ae3ac07df54
MD5 171293d8b1f110122a99674c3462e599
BLAKE2b-256 1f4f7c00265e8ccbaa86001437c5254346e7b677079b4a08ad343e94acc12e6c

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp38-cp38-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp38-cp38-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 244.1 kB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp38-cp38-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 222f2808d25516fb9190487bc94eb12330fca07d0f65858b61cf9fdfeb58eaf4
MD5 51578bdde2c6564dd3e38fdc81e7a8b7
BLAKE2b-256 65104bc408a61f491accec760a3d13711f8a27cc0b90b65bb4183eb0d3c05981

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp38-cp38-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.9-cp38-cp38-manylinux2010_i686.whl
  • Upload date:
  • Size: 256.0 kB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp38-cp38-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 a8b7993692e2db8f08553c3bbca9297d022f3036e1b8711ef4b37902aa841e60
MD5 24de85c5b74a2c23bbd5f6872842bab7
BLAKE2b-256 96af48b831474675e260001b5969de4bae06c49b6e2dd4852722c967d9a2e4f1

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp38-cp38-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 197.0 kB
  • Tags: CPython 3.8, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 9ae1ac8fa61107cca4f3f73dfd608d8dc6f8d243d9e7142b541d4f09e3e2a6ca
MD5 860a4249f2fe42c32ac74282a1e43dc7
BLAKE2b-256 70e4ca946c16b37ee722c94ee421cf9125a2d8c4ec08e9e6e5e1b5fa8c938357

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 149.6 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 efa40989fbdbde8f15904f208feafc589a4e0caa71f9700d5de5ec868c8c26f8
MD5 83bee751e959b5bb94aec256d29c1de4
BLAKE2b-256 cc6eb9ea5e949d9847277b7bab01fd7a921b77b4fdf7478f661abf4053023c2a

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp37-cp37m-win32.whl.

File metadata

  • Download URL: anltk-0.5.9-cp37-cp37m-win32.whl
  • Upload date:
  • Size: 132.0 kB
  • Tags: CPython 3.7m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 9e68ed0f4ab1aef5eab262075449b854f909c3fe3036497fd8e0e9110ace93bb
MD5 ffdeeb79918c97e17ab75bf72bde2227
BLAKE2b-256 1fb8e811f52a8923cd35f865b4fc196d8304ee09c59a81b20680b0ab91bf8378

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp37-cp37m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp37-cp37m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 248.8 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp37-cp37m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 de96126fbd57dc00fa527e8ca7f6ec444f70fe3f3ae3672df4be5c61c7f5a3ca
MD5 57bbc7d1f72dadba52b330d794edab23
BLAKE2b-256 b13252e9f6409d2148853286a43b62454c441077424e4798ba55a22d38bb54f0

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp37-cp37m-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.9-cp37-cp37m-manylinux2010_i686.whl
  • Upload date:
  • Size: 260.2 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp37-cp37m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 388bdaf35e42e80e139bd6e31e52edd68d483e4815816b38a981e6bee4fdd0b3
MD5 99e18f4f8a9c257033f3340ff0c66888
BLAKE2b-256 b0cba23ed405d5483d490dbef091613acb65768b204838edc1b390eb6b29fbaa

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp37-cp37m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 192.3 kB
  • Tags: CPython 3.7m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 1c6e494d5b7a0ab1dbfa468225b75b6d8c5490ed6869871a91df6271de4d3797
MD5 09c0de9d60e5b02d1298a77bcc02fcad
BLAKE2b-256 47233932e7ade1cd048122b83406e540e3fb9d22b8ac1b56748275369cad5917

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 149.6 kB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 a1baabeb05cd5bf3177bba7881bead3c244ea2894971960d2ae7c153d2dbef8e
MD5 5d08fdc17b31233b394df354d3277a1d
BLAKE2b-256 178adeecfc663d4c5d87b02b02548429af035729fd576959d2fe58339171f706

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp36-cp36m-win32.whl.

File metadata

  • Download URL: anltk-0.5.9-cp36-cp36m-win32.whl
  • Upload date:
  • Size: 132.0 kB
  • Tags: CPython 3.6m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 d838399129d2ed0f80173440dbaeee511952e99ff50c6d153af88210c5fae3fd
MD5 0ff901d49e7de9d611853016c07177aa
BLAKE2b-256 9267dd8df9420c4ef0fea702d5b01b8ad4b685451330bb9874f49de18e22584a

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp36-cp36m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp36-cp36m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 248.3 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp36-cp36m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 14de21d8109be2687c35ec6ab57687f5c26aaaf337fe6805d1ea5b2fb5ced974
MD5 f71b420984706ce4c5b6d7b10954e66e
BLAKE2b-256 b1a6d7668d1326d9097b15a372135524fd1d7c1072c27acd1aaf5c5c1e37b06c

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp36-cp36m-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.9-cp36-cp36m-manylinux2010_i686.whl
  • Upload date:
  • Size: 259.6 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp36-cp36m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 58c2d1f8b96e459c0b4a188049ba689781b115c41d0d3bc1dea6c7e6eeaf6de6
MD5 f9d495cad7f4f3c5288584fd5fd87f9e
BLAKE2b-256 391ccd087417d64929a6abbd5074fb72d135b263251a9d0e627c70a9dad354fc

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp36-cp36m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 192.4 kB
  • Tags: CPython 3.6m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 c0012bf93ded9528f75a468c286508cd74c6bf2e607623a844ce8ae118c1b3c3
MD5 df7a3ed8e0056d3a0a434480e44ed3a7
BLAKE2b-256 1dcd622ecb42b54bb39d9b04cb3d81c8a85cebf4c10853d9ff28e222cb5a25f0

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp35-cp35m-win_amd64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp35-cp35m-win_amd64.whl
  • Upload date:
  • Size: 149.6 kB
  • Tags: CPython 3.5m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp35-cp35m-win_amd64.whl
Algorithm Hash digest
SHA256 e998d6764b3636e8398f8ca732ec91490c3b3535eae71afe72c13d753d346f10
MD5 1246964cd96cae7e9dd3ba2653981b7c
BLAKE2b-256 8be52b366504ce261bb75a9cb9d14cf8acc928eaadaac363c78feddc186753ae

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp35-cp35m-win32.whl.

File metadata

  • Download URL: anltk-0.5.9-cp35-cp35m-win32.whl
  • Upload date:
  • Size: 132.0 kB
  • Tags: CPython 3.5m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp35-cp35m-win32.whl
Algorithm Hash digest
SHA256 95d183d56d5c7b4b859c2c2928d8a099dcd22b8c41325eb26c4886c29d0053ad
MD5 4d35ef5ead86262decad4cf29398b675
BLAKE2b-256 3da23e04e888c4b997f0b5c70ab35453d6999f00b4d5ae4f6ef019e11389ea6d

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp35-cp35m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp35-cp35m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 248.3 kB
  • Tags: CPython 3.5m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp35-cp35m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 dd23a64a431ceed30488058157fd2a79b7f34f0e59487455e25b05e03a6cc106
MD5 7825655515742a9862efac27e06c4ad9
BLAKE2b-256 5e6d5834137bf54fcafca81e9f11cc16ed30f9849c77428f09ff30c2bc5e6402

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp35-cp35m-manylinux2010_i686.whl.

File metadata

  • Download URL: anltk-0.5.9-cp35-cp35m-manylinux2010_i686.whl
  • Upload date:
  • Size: 259.6 kB
  • Tags: CPython 3.5m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp35-cp35m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 59c6794c6eafc7c9d47122d9f0c67cbc1b8a79534ac7b0c40212f90d5c14706a
MD5 85cbf37cc6e84f13be29ca9d85118b97
BLAKE2b-256 c369d597f62398776f1ed3d7b4013a1be91b7c61d78c988dce68fc64b98a0735

See more details on using hashes here.

File details

Details for the file anltk-0.5.9-cp35-cp35m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: anltk-0.5.9-cp35-cp35m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 192.4 kB
  • Tags: CPython 3.5m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.7.1 importlib_metadata/4.10.0 pkginfo/1.8.2 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.61.2 CPython/3.9.5

File hashes

Hashes for anltk-0.5.9-cp35-cp35m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 05aa546f5b92f49972b24fdcf513c2f49dc6cf06440c700235afdbc741c9778e
MD5 a838f6113b0744680efbb70ae60bca85
BLAKE2b-256 06729dde9b8469d5578a37caed6b88e0e041b79e409197cb12c8301b80be31d8

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