Spaces:

MikeTrizna
/

doctr_demo_fork

Running

File size: 27,386 Bytes

f3270e6

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!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿ČčĆćĐđŠšŽž
   * - 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
     - 0123456789가각갂갃간갅갆갇갈갉갊틹틺틻틼틽틾틿팀폨폩...흿힀힁힂힃힄힅힆힇히힉힊힋힌힍힎힏힐힑힒힓힔힕힖힗힘힙힚힛힜힝힞힟힠힡힢힣!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~。・〜°—、「」『』【】゛》《〉〈£€¥¢฿₩
   * - simplified_chinese
     - 6656
     - 0123456789㐀㐁㐂㐃㐄㐅㐆㐇㐈㐉㐊㐋㐌㐍㐎㐏㐐㐑㐒㐓㐔㐕㐖㐗㐘㐙㐚...䶮䶯䶰䶱䶲䶳䶴䶵䶶䶷䶸䶹䶺䶻䶼䶽䶾䶿!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~。・〜°—、「」『』【】゛》《〉〈£€¥¢฿
   * - multilingual
     - 726
     - 0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~°£€¥¢฿çëÇËèïîôûêÈÏÎÔÛÊəğöşüƏĞÖŞÜ₼ñÑčćđšžČĆĐŠŽàéíòóúÀÉÍÒÓÚáďěňřťůýÁĎĚŇŘŤŮÝæøåÆØÅõäÕÄĉĝĥĵŝŭĈĜĤĴŜŬ₷âùÂÙƒƑßẞɓɗƙƴƁƊƘƳ₦ðþÐÞìÌāēģīķļņūĀĒĢĪĶĻŅŪąęėįųĄĘĖĮŲōŌċġħżĊĠĦŻźŚŹłńśŁŃãÃășțĂȘȚľĺŕĽĹŔ¡¿₱ıİ₺ɉɈảạắằẳẵặấầẩẫậẻẽẹếềểễệỏọốồổộỗơớờởợỡủũụưứừửữựỉĩịỳỷỹỵẢẠẮẰẲẴẶẤẦẨẪẬẺẼẸẾỀỂỄỆỎỌỐỒỔỘỖƠỚỜỞỢỠỦŨỤƯỨỪỬỮỰỈĨỊỲỶỸỴ₫ŵŷŴŶṣṢ§абвгдежзийклмнопрстуфхцчшщьюяАБВГДЕЖЗИЙКЛМНОПРСТУФХЦЧШЩЬЮЯёыэЁЫЭъЪ₽ўЎґіїєҐІЇЄ₴ӘәҖҗҢңӨөҮүҒғҚқҲҳҶҷӢӣӮӯҰұҺһ₸ЃѓЅѕЈјЉљЊњЌќЏџ᠐᠑᠒᠓᠔᠕᠖᠗᠘᠙₮ҔҕҤҥЂђЋћαβγδεζηθικλμνξοπρστςυφχψωΑΒΓΔΕΖΗΘΙΚΛΜΝΞΟΠΡΣΤΥΦΧΨΩάέήίϊΐόύϋΰώΆΈΉΊΪΌΎΫΏאבגדהוזחטיךכלםמןנסעףפץצקרשתְֱֲֳִֵֶַָׇֹֺֻֽ־ֿ׀ׁׂ׃ׅׄ׆׳״֑֖֛֢֣֤֥֦֧֪֚֭֮֒֓֔֕֗֘֙֜֝֞֟֠֡֨֩֫֬֯ׯװױײיִﬞײַﬠﬡﬢﬣﬤﬥﬦﬧﬨ﬩שׁשׂשּׁשּׂאַאָאּבּגּדּהּוּזּטּיּךּכּלּמּנּסּףּפּצּקּרּשּתּוֹבֿכֿפֿﭏ₪