src/python-doctr/docs/source/modules/datasets.rst

doctr.datasets
==============

.. currentmodule:: doctr.datasets

.. _datasets:

doctr.datasets
--------------

.. autoclass:: FUNSD

.. autoclass:: SROIE

.. autoclass:: CORD

.. autoclass:: IIIT5K

.. autoclass:: SVT

.. autoclass:: SVHN

.. autoclass:: SynthText

.. autoclass:: IC03

.. autoclass:: IC13

.. autoclass:: IMGUR5K

.. autoclass:: MJSynth

.. autoclass:: IIITHWS

.. autoclass:: DocArtefacts

.. autoclass:: WILDRECEIPT

.. autoclass:: COCOTEXT

Synthetic dataset generator
---------------------------

.. autoclass:: CharacterGenerator

.. autoclass:: WordGenerator

Custom dataset loader
---------------------

.. autoclass:: DetectionDataset

.. autoclass:: RecognitionDataset

.. autoclass:: OCRDataset

Dataset utils
-------------

.. autofunction:: translate

.. autofunction:: encode_string

.. autofunction:: decode_sequence

.. autofunction:: encode_sequences

.. autofunction:: pre_transform_multiclass

.. autofunction:: crop_bboxes_from_image

.. autofunction:: convert_target_to_relative

.. _vocabs:

Supported Vocabs
----------------

Since textual content has to be encoded properly for models to interpret them efficiently, docTR supports multiple sets
of vocabs.

.. list-table:: docTR Vocabs
   :widths: 20 5 50
   :header-rows: 1

   * - Name
     - size
     - characters
   * - latin
     - 94
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~
   * - english
     - 100
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿
   * - albanian
     - 104
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿çëÇË
   * - afrikaans
     - 114
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿èëïîôûêÈËÏÎÔÛÊ
   * - azerbaijani
     - 111
     - 0123456789abcdefghijklmnopqrstuvxyzABCDEFGHIJKLMNOPQRSTUVXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿çəğöşüÇƏĞÖŞÜ₼
   * - basque
     - 104
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ñçÑÇ
   * - bosnian
     - 102
     - 0123456789abcdefghijklmnoprstuvzABCDEFGHIJKLMNOPRSTUVZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿čćđšžČĆĐŠŽ
   * - catalan
     - 120
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿àèéíïòóúüçÀÈÉÍÏÒÓÚÜÇ
   * - croatian
     - 110
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ČčĆćĐ𩹮ž
   * - czech
     - 130
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿áčďéěíňóřšťúůýžÁČĎÉĚÍŇÓŘŠŤÚŮÝŽ
   * - danish
     - 106
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿æøåÆØÅ
   * - dutch
     - 114
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿áéíóúüñÁÉÍÓÚÜÑ
   * - estonian
     - 112
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿šžõäöüŠŽÕÄÖÜ
   * - esperanto
     - 105
     - 0123456789abcdefghijklmnoprstuvzABCDEFGHIJKLMNOPRSTUVZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ĉĝĥĵŝŭĈĜĤĴŜŬ₷
   * - french
     - 126
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿àâéèêëîïôùûüçÀÂÉÈÊËÎÏÔÙÛÜÇ
   * - finnish
     - 104
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿äöÄÖ
   * - frisian
     - 108
     - 0123456789abcdefghijklmnoprstuvwyzABCDEFGHIJKLMNOPRSTUVWYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿âêôûúÂÊÔÛÚƒƑ
   * - galician
     - 98
     - 0123456789abcdefghilmnopqrstuvxyzABCDEFGHILMNOPQRSTUVXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ñÑçÇ
   * - german
     - 108
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿äöüßÄÖÜẞ
   * - hausa
     - 101
     - 0123456789abcdefghijklmnorstuwyzABCDEFGHIJKLMNORSTUWYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ɓɗƙƴƁƊƘƳ₦
   * - hungarian
     - 114
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿áéíóöúüÁÉÍÓÖÚÜ
   * - icelandic
     - 114
     - 0123456789abdefghijklmnoprstuvxyzABDEFGHIJKLMNOPRSTUVXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ðáéíóúýþæöÐÁÉÍÓÚÝÞÆÖ
   * - indonesian
     - 100
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿
   * - irish
     - 110
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿áéíóúÁÉÍÓÚ
   * - italian
     - 120
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿àèéìíîòóùúÀÈÉÌÍÎÒÓÙÚ
   * - latvian
     - 116
     - 0123456789abcdefghijklmnoprstuvyzABCDEFGHIJKLMNOPRSTUVYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿āčēģīķļņšūžĀČĒĢĪĶĻŅŠŪŽ
   * - lithuanian
     - 112
     - 0123456789abcdefghijklmnoprstuvyzABCDEFGHIJKLMNOPRSTUVYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ąčęėįšųūžĄČĘĖĮŠŲŪŽ
   * - luxembourgish
     - 110
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿äöüéëÄÖÜÉË
   * - malagasy
     - 94
     - 0123456789abdefghijklmnoprstvyzABDEFGHIJKLMNOPRSTVYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ôñÔÑ
   * - malay
     - 100
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿
   * - maltese
     - 104
     - 0123456789abdefghijklmnopqrstuvwxzABDEFGHIJKLMNOPQRSTUVWXZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ċġħżĊĠĦŻ
   * - maori
     - 84
     - 0123456789aeghikmnprtuwAEGHIKMNPRTUW!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿āēīōūĀĒĪŌŪ
   * - montenegrin
     - 103
     - 0123456789abcdefghijklmnoprstuvzABCDEFGHIJKLMNOPRSTUVZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿čćšžźČĆŠŚŽŹ
   * - norwegian
     - 106
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿æøåÆØÅ
   * - polish
     - 118
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ąćęłńóśźżĄĆĘŁŃÓŚŹŻ
   * - portuguese
     - 128
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿áàâãéêíïóôõúüçÁÀÂÃÉÊÍÏÓÔÕÚÜÇ
   * - quechua
     - 90
     - 0123456789acehiklmnopqrstuwyACEHIKLMNOPQRSTUWY!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ñÑĉĈçÇ
   * - romanian
     - 110
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ăâîșțĂÂÎȘȚ
   * - scottish_gaelic
     - 94
     - 0123456789abcdefghilmnoprstuABCDEFGHILMNOPRSTU!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿àèìòùÀÈÌÒÙ
   * - serbian_latin
     - 110
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿čćđžšČĆĐŽŠ
   * - slovak
     - 134
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ôäčďľňšťžáéíĺóŕúýÔÄČĎĽŇŠŤŽÁÉÍĹÓŔÚÝ
   * - slovene
     - 102
     - 0123456789abcdefghijklmnoprstuvzABCDEFGHIJKLMNOPRSTUVZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿čćđšžČĆĐŠŽ
   * - somali
     - 94
     - 0123456789abcdefghijklmnoqrstuwxyABCDEFGHIJKLMNOQRSTUWXY!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿
   * - spanish
     - 116
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿áéíóúüñÁÉÍÓÚÜÑ¡¿
   * - swahili
     - 96
     - 0123456789abcdefghijklmnoprstuvwyzABCDEFGHIJKLMNOPRSTUVWYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿
   * - swedish
     - 106
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿åäöÅÄÖ
   * - tagalog
     - 95
     - 0123456789abdefghijklmnoprstuvyzABDEFGHIJKLMNOPRSTUVYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ñÑ₱
   * - turkish
     - 113
     - 0123456789abcdefghijklmnoprstuvyzABCDEFGHIJKLMNOPRSTUVYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿çğıöşüâîûÇĞİÖŞÜÂÎÛ₺
   * - uzbek_latin
     - 110
     - 0123456789abcdefghijklmnopqrstuvxyzABCDEFGHIJKLMNOPQRSTUVXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿çğɉñöşÇĞɈÑÖŞ
   * - vietnamese
     - 235
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿áàảạãăắằẳẵặâấầẩẫậđéèẻẽẹêếềểễệóòỏõọôốồổộỗơớờởợỡúùủũụưứừửữựíìỉĩịýỳỷỹỵÁÀẢẠÃĂẮẰẲẴẶÂẤẦẨẪẬĐÉÈẺẼẸÊẾỀỂỄỆÓÒỎÕỌÔỐỒỔỘỖƠỚỜỞỢỠÚÙỦŨỤƯỨỪỬỮỰÍÌỈĨỊÝỲỶỸỴ₫
   * - welsh
     - 102
     - 0123456789abcdefghijlmnoprstuwyABCDEFGHIJLMNOPRSTUWY!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿âêîôŵŷÂÊÎÔŴŶ
   * - yoruba
     - 97
     - 0123456789abdefghijklmnoprstuwyABDEFGHIJKLMNOPRSTUWY!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ẹọṣẸỌṢ₦
   * - zulu
     - 100
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿
   * - russian
     - 114
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭъЪ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿₽
   * - belarusian
     - 116
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿ўiЎI₽
   * - ukrainian
     - 114
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿ґіїєҐІЇЄ₴
   * - tatar
     - 124
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭъЪ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿₽ӘәҖҗҢңӨөҮү
   * - tajik
     - 125
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭъЪ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿ҒғҚқҲҳҶҷӢӣӮӯ
   * - kazakh
     - 132
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭъЪ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿ӘәҒғҚқҢңӨөҰұҮүҺһІі₸
   * - kyrgyz
     - 119
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭъЪ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿ҢңӨөҮү
   * - bulgarian
     - 107
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯъЪ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿
   * - macedonian
     - 119
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿ЃѓЅѕЈјЉљЊњЌќЏџ
   * - mongolian
     - 128
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭъЪ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿ӨөҮү᠐᠑᠒᠓᠔᠕᠖᠗᠘᠙₮
   * - yakut
     - 124
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭъЪ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿ҔҕҤҥӨөҺһҮү₽
   * - serbian_cyrillic
     - 107
     - абвгдежзиклмнопрстуфхцчшАБВГДЕЖЗИКЛМНОПРСТУФХЦЧШJjЂђЉљЊњЋћЏџ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿
   * - uzbek_cyrillic
     - 121
     - абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭъЪ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~£€¥¢฿ЎўҚқҒғҲҳ
   * - greek
     - 106
     - !"#$%&'()*+,-./:;<=>?@[\]^_`{|}~αβγδεζηθικλμνξοπρστςυφχψωΑΒΓΔΕΖΗΘΙΚΛΜΝΞΟΠΡΣΤΥΦΧΨΩ£€¥¢฿άέήίϊΐόύϋΰώΆΈΉΊΪΌΎΫΏ
   * - greek_extended
     - 301
     - !"#$%&'()*+,-./:;<=>?@[\]^_`{|}~αβγδεζηθικλμνξοπρστςυφχψωΑΒΓΔΕΖΗΘΙΚΛΜΝΞΟΠΡΣΤΥΦΧΨΩ£€¥¢฿άέήίϊΐόύϋΰώΆΈΉΊΪΌΎΫΏͶͷϜϝἀἁἂἃἄἅἆἇἈἉἊἋἌἍἎἏἐἑἒἓἔἕἘἙἚἛἜἝἠἡἢἣἤἥἦἧἨἩἪἫἬἭἮἯἰἱἲἳἴἵἶἷἸἹἺἻἼἽἾἿὀὁὂὃὄὅὈὉὊὋὌὍὐὑὒὓὔὕὖὗὙὛὝὟὠὡὢὣὤὥὦὧὨὩὪὫὬὭὮὯὰὲὴὶὸὺὼᾀᾁᾂᾃᾄᾅᾆᾇᾈᾉᾊᾋᾌᾍᾎᾏᾐᾑᾒᾓᾔᾕᾖᾗᾘᾙᾚᾛᾜᾝᾞᾟᾠᾡᾢᾣᾤᾥᾦᾧᾨᾩᾪᾫᾬᾭᾮᾯᾲᾳᾴᾶᾷᾺᾼῂῃῄῆῇῈῊῌῒΐῖῗῚῢΰῤῥῦῧῪῬῲῳῴῶῷῸῺῼ
   * - hebrew
     - 176
     - 0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~אבגדהוזחטיךכלםמןנסעףפץצקרשתְֱֲֳִֵֶַָׇֹֺֻֽ־ֿ׀ׁׂ׃ׅׄ׆׳״֑֖֛֢֣֤֥֦֧֪֚֭֮֒֓֔֕֗֘֙֜֝֞֟֠֡֨֩֫֬֯ׯװױײיִﬞײַﬠﬡﬢﬣﬤﬥﬦﬧﬨ﬩שׁשׂשּׁשּׂאַאָאּבּגּדּהּוּזּטּיּךּכּלּמּנּסּףּפּצּקּרּשּתּוֹבֿכֿפֿﭏ₪
   * - arabic
     - 116
     - 0123456789٠١٢٣٤٥٦٧٨٩ءآأؤإئابةتثجحخدذرزسشصضطظعغـفقكلمنهوىيٱپچژڢڤگکیًٌٍَُِّْٕٓٔٚ؟؛«»—،!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~
   * - persian
     - 116
     - 0123456789٠١٢٣٤٥٦٧٨٩ءآأؤإئابةتثجحخدذرزسشصضطظعغـفقكلمنهوىيٱپچژڢڤگکیًٌٍَُِّْٕٓٔٚ؟؛«»—،!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~
   * - urdu
     - 124
     - 0123456789٠١٢٣٤٥٦٧٨٩ءآأؤإئابةتثجحخدذرزسشصضطظعغـفقكلمنهوىيٱپچژڢڤگکیًٌٍَُِّْٕٓٔٚ؟؛«»—،!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ٹڈڑںھےہۃ
   * - pashto
     - 126
     - 0123456789٠١٢٣٤٥٦٧٨٩ءآأؤإئابةتثجحخدذرزسشصضطظعغـفقكلمنهوىيٱپچژڢڤگکیًٌٍَُِّْٕٓٔٚ؟؛«»—،!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ټډړږښځڅڼېۍ
   * - kurdish
     - 121
     - 0123456789٠١٢٣٤٥٦٧٨٩ءآأؤإئابةتثجحخدذرزسشصضطظعغـفقكلمنهوىيٱپچژڢڤگکیًٌٍَُِّْٕٓٔٚ؟؛«»—،!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ڵڕۆێە
   * - uyghur
     - 123
     - 0123456789٠١٢٣٤٥٦٧٨٩ءآأؤإئابةتثجحخدذرزسشصضطظعغـفقكلمنهوىيٱپچژڢڤگکیًٌٍَُِّْٕٓٔٚ؟؛«»—،!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ەېۆۇۈڭھ
   * - sindhi
     - 133
     - 0123456789٠١٢٣٤٥٦٧٨٩ءآأؤإئابةتثجحخدذرزسشصضطظعغـفقكلمنهوىيٱپچژڢڤگکیًٌٍَُِّْٕٓٔٚ؟؛«»—،!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ڀٿٺٽڦڄڃڇڏڌڊڍڙڳڱڻھ
   * - devanagari
     - 151
     - कखगघङचछजझञटठडढणतथदधनपफबभमयरलवशषसहऴऩळक़ख़ग़ज़ड़ढ़फ़य़ऱॺॻॼॽॾअआइईउऊऋऌऍऎएऐऑऒओऔॠॡॲऄॵॶॳॴॷॸॹ०१२३४५६७८९़ंँः॒॑ािीुूृॄॅॆेैॉॊोौॢॣॏॎ्।॥॰ऽꣲ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~₹
   * - hindi
     - 151
     - कखगघङचछजझञटठडढणतथदधनपफबभमयरलवशषसहऴऩळक़ख़ग़ज़ड़ढ़फ़य़ऱॺॻॼॽॾअआइईउऊऋऌऍऎएऐऑऒओऔॠॡॲऄॵॶॳॴॷॸॹ०१२३४५६७८९़ंँः॒॑ािीुूृॄॅॆेैॉॊोौॢॣॏॎ्।॥॰ऽꣲ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~₹
   * - sanskrit
     - 151
     - कखगघङचछजझञटठडढणतथदधनपफबभमयरलवशषसहऴऩळक़ख़ग़ज़ड़ढ़फ़य़ऱॺॻॼॽॾअआइईउऊऋऌऍऎएऐऑऒओऔॠॡॲऄॵॶॳॴॷॸॹ०१२३४५६७८९़ंँः॒॑ािीुूृॄॅॆेैॉॊोौॢॣॏॎ्।॥॰ऽꣲ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~₹
   * - marathi
     - 151
     - कखगघङचछजझञटठडढणतथदधनपफबभमयरलवशषसहऴऩळक़ख़ग़ज़ड़ढ़फ़य़ऱॺॻॼॽॾअआइईउऊऋऌऍऎएऐऑऒओऔॠॡॲऄॵॶॳॴॷॸॹ०१२३४५६७८९़ंँः॒॑ािीुूृॄॅॆेैॉॊोौॢॣॏॎ्।॥॰ऽꣲ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~₹
   * - nepali
     - 151
     - कखगघङचछजझञटठडढणतथदधनपफबभमयरलवशषसहऴऩळक़ख़ग़ज़ड़ढ़फ़य़ऱॺॻॼॽॾअआइईउऊऋऌऍऎएऐऑऒओऔॠॡॲऄॵॶॳॴॷॸॹ०१२३४५६७८९़ंँः॒॑ािीुूृॄॅॆेैॉॊोौॢॣॏॎ्।॥॰ऽꣲ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~₹
   * - gujarati
     - 121
     - કખગઘઙચછજઝઞટઠડઢણતથદધનપફબભમયરલળવશષસહઅઆઇઈઉઊઋઌઍએઐઑઓઔ૦૧૨૩૪૫૬૭૮૯ઁંઃ઼ાિીુૂૃૄૅેૈૉોૌૢૣૺૻૼ૽૾૿્ઽ॥!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ૐ૰૱
   * - bengali
     - 116
     - কখগঘঙচছজঝঞটঠডঢণতথদধনপফবভমযরলশষসহড়ঢ়য়ৰৱৼঅআইঈউঊঋঌএঐওঔৠৡ০১২৩৪৫৬৭৮৯ািীুূৃেৈোৌৗ্ঽৎ৽৺৻!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ঁংঃ়৳
   * - tamil
     - 98
     - கஙசஞடணதநபமயரலவழளறனஅஆஇஈஉஊஎஏஐஒஓஔ௦௧௨௩௪௫௬௭௮௯ாிீுூெேைொோௌ்௰௱௲!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~௳௴௵௶௷௸௹௺ஃௐ₹
   * - telugu
     - 119
     - కఖగఘఙచఛజఝఞటఠడఢణతథదధనపఫబభమయరఱలళవశషసహఴఅఆఇఈఉఊఋఌఎఏఐఒఓఔౠౡ౦౧౨౩౪౫౬౭౮౯౸౹౺౻ాిీుూృౄెేైొోౌౢౣ్ఽ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ఁంః₹
   * - kannada
     - 114
     - ಕಖಗಘಙಚಛಜಝಞಟಠಡಢಣತಥದಧನಪಫಬಭಮಯರಲವಶಷಸಹಳಅಆಇಈಉಊಋॠಌೡಎಏಐಒಓಔ೦೧೨೩೪೫೬೭೮೯ಾಿೀುೂೃೄೆೇೈೊೋೌ್।॥ೱೲ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ಂಃಁ₹
   * - sinhala
     - 113
     - කඛගඝඞචඡජඣඤටඨඩඪණතථදධනපඵබභමයරලවශෂසහළෆඅආඇඈඉඊඋඌඍඎඏඐඑඒඓඔඕඖ෦෧෨෩෪෫෬෭෮෯ාැෑිීුූෙේෛොෝෞ්෴!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ංඃ₹
   * - malayalam
     - 116
     - കഖഗഘങചഛജഝഞടഠഡഢണതഥദധനപഫബഭമയരറലളഴവശഷസഹഅആഇഈഉഊഋൠഌൡഎഏഐഒഓഔ൦൧൨൩൪൫൬൭൮൯ാിീുൂൃൄൢൣെേൈൊോൌ്!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ഃ൹ഽ൏ം₹
   * - punjabi
     - 112
     - ਕਖਗਘਙਚਛਜਝਞਟਠਡਢਣਤਥਦਧਨਪਫਬਭਮਯਰਲਵਸ਼ਸਹਖ਼ਗ਼ਜ਼ਫ਼ੜਲ਼ਅਆਇਈਉਊਏਐਓਔੲੳ੦੧੨੩੪੫੬੭੮੯ਂ਼ਾਿੀੁੂੇੈੋੌੑੰੱੵ੍।॥!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ੴ₹
   * - odia
     - 121
     - କଖଗଘଙଚଛଜଝଞଟଠଡଢଣତଥଦଧନପଫବଭମଯରଲଳଵଶଷସହୟୱଡ଼ଢ଼ଅଆଇଈଉଊଋଌଏଐଓଔୡୠ୦୧୨୩୪୫୬୭୮୯୲୳୴୵୶୷ାିୀୁୂୃୄେୈୋୌୢୣ୍ଽ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ଂଃଁ଼୰₹
   * - khmer
     - 134
     - កខគឃងចឆជឈញដឋឌឍណតថទធនបផពភមយរលវឝឞសហឡអឣឤឥឦឧឨឩឪឫឬឭឮឯឰឱឲឳ០១២៣៤៥៦៧៨៩ាិីឹឺុូួើឿៀេែៃោៅ្ំះៈ៉៊់៌៍៎៏័៑៓៝។៕៖៘៙៚ៗៜ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~៛
   * - armenian
     - 131
     - ԱԲԳԴԵԶԷԸԹԺԻԼԽԾԿՀՁՂՃՄՅՆՇՈՉՊՋՌՍՎՏՐՑՒՓՔՕՖՙՠաբգդեզէըթժիլխծկհձղճմյնշոչպջռսվտրցւփքօֆևֈ0123456789!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~՚՛՜՝՞՟։֊֏
   * - sudanese
     - 106
     - 0123456789᮰᮱᮲᮳᮴᮵᮶᮷᮸᮹ᮊᮋᮌᮍᮎᮏᮐᮑᮒᮓᮔᮕᮖᮗᮘᮙᮚᮛᮜᮝᮞᮟᮠᮮᮯᮺᮻᮼᮽᮾᮿᮃᮄᮅᮆᮇᮈᮉᮀᮁᮂᮡᮢᮣᮤᮥᮦᮧᮨᮩ᮪᮫ᮬᮭ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~
   * - thai
     - 129
     - 0123456789๐๑๒๓๔๕๖๗๘๙!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~๏๚๛ๆฯกขฃคฅฆงจฉชซฌญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรฤลฦวศษสหฬอฮะาำเแโใไๅัิีึืฺุู็่้๊๋์ํ๎฿
   * - lao
     - 124
     - 0123456789໐໑໒໓໔໕໖໗໘໙!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ໆໞໟຯກຂຄຆງຈຉຊຌຍຎຏຐຑຒຓດຕຖທຘນບປຜຝພຟຠມຢຣລວຨຩສຫຬອຮະາຳຽເແໂໃໄໜໝັິີຶື຺ຸູົຼ່້໊໋໌ໍ
   * - burmese
     - 130
     - 0123456789၀၁၂၃၄၅၆၇၈၉႐႑႒႓႔႕႖႗႘႙ကခဂဃငစဆဇဈဉညဋဌဍဎဏတထဒဓနပဖဗဘမယရလဝသဟဠအၐၑၒၓၔၕၚၛၜၝၡၥၦၮၯၰၵၶၷၸၹၺၻၼၽၾၿႀႁႎဣဤဥဦဧဩဪဿ့းံါာိီုူေဲဳဴဵျြွှ္်၊။၌၍၎၏ၤၗ
   * - javanese
     - 124
     - 0123456789꧐꧑꧒꧓꧔꧕꧖꧗꧘꧙ꦏꦐꦑꦒꦓꦔꦕꦖꦗꦘꦙꦚꦛꦜꦝꦞꦟꦠꦡꦢꦣꦤꦥꦦꦧꦨꦩꦪꦫꦬꦭꦮꦯꦰꦱꦲꦄꦅꦆꦇꦈꦉꦊꦋꦌꦍꦎꦴꦵꦶꦷꦸꦹꦺꦻꦼꦀꦁꦂꦃ꦳ꦽꦾꦿ꧀꧈꧉꧊꧋꧌꧍ꧏ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~
   * - georgian
     - 131
     - 0123456789ႠႡႢႣႤႥႦႧႨႩႪႫႬႭႮႯႰႱႲႳႴႵႶႷႸႹႺႻႼႽႾႿჀჁჂჃჄჅჇჍაბგდევზთიკლმნოპჟრსტუფქღყშჩცძწჭხჯჰჱჲჳჴჵჶჷჸჹჺჼჽჾჿ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~჻₾
   * - ethiopic
     - 362
     - ሀሁሂሃሄህሆሇለሉሊላሌልሎሏሐሑሒሓሔሕሖሗመሙሚማሜምሞሟሠሡሢሣሤሥሦሧረሩሪራሬርሮሯሰሱሲሳሴስሶሷሸሹሺሻሼሽሾሿቀቁቂቃቄቅቆቇቈቊቋቌቍቐቑቒቓቔቕቖቘቚቛቜቝበቡቢባቤብቦቧቨቩቪቫቬቭቮቯተቱቲታቴትቶቷቸቹቺቻቼችቾቿኀኁኂኃኄኅኆኇኈኊኋኌኍነኑኒናኔንኖኗኘኙኚኛኜኝኞኟአኡኢኣኤእኦኧከኩኪካኬክኮኯኰኲኳኴኵኸኹኺኻኼኽኾዀዂዃዄዅወዉዊዋዌውዎዏዐዑዒዓዔዕዖዘዙዚዛዜዝዞዟዠዡዢዣዤዥዦዧየዩዪያዬይዮዯደዱዲዳዴድዶዷዸዹዺዻዼዽዾዿጀጁጂጃጄጅጆጇገጉጊጋጌግጎጏጐጒጓጔጕጘጙጚጛጜጝጞጟጠጡጢጣጤጥጦጧጨጩጪጫጬጭጮጯጰጱጲጳጴጵጶጷጸጹጺጻጼጽጾጿፀፁፂፃፄፅፆፇፈፉፊፋፌፍፎፏፐፑፒፓፔፕፖፗፘፙፚᎀᎁᎂᎃᎄᎅᎆᎇᎈᎉᎊᎋᎌᎍᎎᎏ፩፪፫፬፭፮፯፰፱፲፳፴፵፶፷፸፹፺፻፼
   * - japanese
     - 2383
     - 0123456789ぁあぃいぅうぇえぉおかがきぎく...路露老労弄郎朗浪廊楼漏籠六録麓論和話賄脇惑枠湾腕!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~。・〜°—、「」『』【】゛》《〉〈£€¥¢฿
   * - korean
     - 11237
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   * - simplified_chinese
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   * - multilingual
     - 726
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