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Н Новости

Полмиллиона словоформ для ингушского языка, у которого не было ни анализатора, ни корпуса

У ингушского глагола на нашей карточке около сотни форм. Не «около сотни» в смысле «много», а буквально: у «деша» (читать, учиться) их 98 — от инфинитива до «уступительного перфекта отрицательного». Всего по словарю — 677 928 заполненных ячеек парадигм и 534 976 различных словоформ.

Интересно тут не число. Интересно, что почти для каждой формы пришлось отдельно решать вопрос, на который в языках с готовыми ресурсами отвечает библиотека: эта форма вообще существует?

Ниже — про то, как я на этот вопрос отвечал, где ошибался и почему половина работы оказалась не про морфологию, а про эпистемологию: как отличить «мы этого не нашли» от «этого нет».

Карточка «деша»
Карточка «деша»

Карточка «деша»: главные части, переводы с кодами изданий, а в оглавлении справа — «Парадигма · 98»


Что за язык

Ингушский — нахско-дагестанская языковая семья, около 500 тысяч говорящих. Язык, между прочим, не рядовой: на его материале Николс сформулировала типологическую дихотомию head-marking vs. dependent-marking, вошедшую в учебники. Для инженера важно вот что.

Классные показатели. У существительного есть грамматический класс, и глагол с прилагательным согласуются с ним буквой внутри слова: кӏаьнк воагӏа (мальчик идёт) — йоӏ йоагӏа (девочка идёт) — бераш доагӏа (дети идут). Показатель не приставка и не суффикс: он может стоять в начале, в середине, а иногда его нет вовсе — категория частичная, классный показатель принимает лишь около трети глагольных корней и каждый десятый адъективный. Это значит, что одна «форма» — на самом деле ряд из четырёх, хранить их надо вместе, а есть ли у конкретного глагола такой ряд — заранее неизвестно.

Чередование гласной в основе. Времена различаются не окончанием, а корнем: дешадеш (наст.) → дийшар (прош.) → дешаргда (буд.). Ряд «инфинитив — настоящее — прошедшее» и есть ключ ко всей парадигме; ошибёшься в одной ступени — поедет половина форм.

Эвиденциальность внутри времён. В глагольных временах смешаны время, вид и засвидетельствованность: аорист — «сделал, видел сам», перфект — «сделано, есть результат», для событий, которых говорящий не видел, — отдельные формы. Учебник даёт сетку семь времён на семь наклонений — 49 клеток ещё до подтипов; добавьте отрицательные и вопросительные формы и классные ряды — вот откуда у нас 128 слотов.

Глагольных корней — около двухсот. Это закрытый класс: новые глаголы язык собирает из имени и лёгкого глагола («де» — делать, «хила» — быть) и превербов. Для данных следствие двоякое: спряжение двух сотен корней разлетается по тысячам составных лемм, ошибка в одном корне тиражируется на всех наследников — а короткие частотные корни вроде «де» оказываются исключением чуть ли не в каждом правиле.

Палочка. Буква Ӏ, отдельная фонема. На клавиатуре её нет, поэтому в текстах вместо неё пишут латинскую I, цифру 1, вертикальную черту, строчную l. Для поиска это означает, что одно и то же слово в базе существует в пяти написаниях, и нормализация — не косметика, а условие работоспособности. Глубже лучше не заглядывать: шва, долгота и аллофония гласных устроены так, что Николс прямо пишет — строго фонематическую письменность для ингушского построить почти невозможно.

Кому интересна типология сама по себе — на сайте переведены обзор ингушского по Николс и шесть явлений, которыми ингушский интересен мировой лингвистике: там минимальная тоновая система, дальнодистантная рефлексивизация и прочие радости, до которых парадигмы пока не добрались.

И ещё одно, чисто практическое: когда я начинал, готового морфологического анализатора не существовало, размеченного корпуса промышленного размера — тоже. Учебники есть, но они писались для школы, а не для того, чтобы по ним программировать. И анализатор, и корпус пришлось строить самому — параллельно с парадигмами.


Из чего собирали

Четыре независимых канала, и ни один из них не главный.

канал

что это

объём

словарные статьи

печатная нотация в самих статьях: «къажар (къож, къежар)»

99 684 статьи, 49 505 гнёзд

орфографический словарь

отдельное издание, список словоформ

124 140 форм

корпус

оцифрованные книги и параллельные тексты

228 571 предложение

носители

модераторы, которые правят и подтверждают

87 070 курируемых ячеек (выверено + словарь)

Раздел «В источниках»
Раздел «В источниках»

Первый канал вживую: печатная нотация «деша (деш, дийшар, дийшад, дешаргда)» с кодами изданий и страницами. Выше — блок «Это же написание»: у «деша» три омонима

Каждая ячейка парадигмы на карточке помечена тем, откуда она взялась: выверено (подтвердил носитель), словарь (напечатано в издании), корпус (правило предложило, тексты подтвердили), синтетика (выведено правилом, человек не смотрел). Пометки эти в первую очередь рабочие: когда форма оказывается неверной, первое, что нужно знать, — кто её породил.

Тир «выверено» закреплён только за носителем. Соблазн подписать им корпусную находку большой — однажды такая пометка чуть не проскочила, остановил её вопрос на ревью: «выверено может же быть только у носителя, нет?». Пришлось заводить отдельный маркер для того, что подтверждено текстами. Разница принципиальная: корпус говорит «так пишут», носитель — «так правильно».


Слоты и правила

Слотов в парадигме сейчас 128. Не все из них — «падеж» или «время»: у глагола есть, например, «уступительное перфекта отрицательное» («даже если бы не сделал») или деепричастие «пока не». Каждый слот описан правилом вывода, и у каждого правила есть адрес в литературе.

Страница правил устроена так: слева название формы и вопрос к ней (по-ингушски и по-русски, плюс английский термин Николс с номером параграфа), в середине — разбор на морфемы и словесная формулировка, справа — примеры трёх видов.

Страница правил вывода
Страница правил вывода

Строка правила: разбор на морфемы, формулировка, источник с параграфом, примеры из текстов и заметка модератора

Пример разбора, который видно на снимке: деш + аш = дешаш, правило «основа настоящего + „-аш" (после „в" — „-ш")», источник — Николс 2011, §13.9.1.2 и Аушева 2021, форма взята из выверенной ячейки, а рядом заметка модератора: «Глагол „де" — исключение».

Конструктор формы «дешаш»
Конструктор формы «дешаш»

Раскрытая строка «дешаш»: конструктор по живым данным, источник с параграфом и заметка модератора

Всего таких строк 119. У всех указан источник, у 54 приведена дословная цитата, изданий в списке 16. Опор несколько: по глаголу — «Ingush Grammar» Джоанны Николс (2011), по именам и спряжениям — «Морфологи» Аушевой и Оздоевой (2021), там, где академические описания молчат, — школьные грамматики Оздоевых и статьи Барахоевой; заголовки статей и печатная нотация главных форм — из ингушско-русского словаря под редакцией Л. У. Тариевой и ещё трёх печатных словарей.

Реестр источников целиком — все 16
  • Николс 2011 — Nichols, Johanna. Ingush Grammar. Berkeley: University of California Press, 2011 (University of California Publications in Linguistics, vol. 143). Именное склонение — глава 6; глагол — главы 12–13.

  • Аушева/Оздоева 2021 — Аушева Э. А., Оздоева Э. Г. ХӀанзара гӏалгӏай мотт. Морфологи. 2021.

  • Оздоев 6–7 — Оздоев И. А., Оздоев Р. И. ГӀалгӏай метта грамматика. 6–7 классашта. 2011.

  • Оздоев 2011, синтаксис — Оздоев И. А., Оздоев Р. И. ГӀалгӏай метта грамматика. ШоллагӀа дакъа: Синтаксис. 8–9 классашта. Магас: Сердало, 2011. Таблица вопросов придаточных, вопросительные и условные формы.

  • Гандалоева 2018 — Гандалоева А. З. ХӀанзара гӏалгӏай мотт. Синтаксис. Назрань: КЕП, 2018. Вопросительные формы, причинные деепричастия, запретительное «ма».

  • Барахоева, Костоева 2022 — Барахоева Н. М., Костоева Ф. М. Синтаксическая функция деепричастия в ингушском языке. 2022. Наши вопросы к деепричастиям — «фу деш?» и «фу даь?» — стоят на карточках дословно оттуда.

  • Оздоева и др. 2018 — Оздоева Э. Г., Алиева П. М., Дудургова Э. М. Временные формы глагола в ингушском языке // Филологические науки. Вопросы теории и практики. 2018. № 4 (82), ч. 1. С. 142–145.

  • Оздоева и др. 2019 — Оздоева Э. Г., Алиева П. М., Дудургова Э. М. Повелительное, условное и сослагательное наклонения в ингушском языке // Там же. 2019. Т. 12, вып. 5. С. 173–176.

  • Аушева 2019 — Аушева Э. А. Типы склонения в ингушском языке // Там же. 2019. Т. 12, вып. 4. С. 201–205.

  • Барахоева 2016 — Барахоева Н. М. Префиксальное словообразование глаголов в ингушском языке // Там же. 2016. № 7 (61), ч. 2. С. 48–51.

  • Ирезиев 2013 — Ирезиев С.-Х. С.-Э. Редукция согласных в структуре непроизводных глаголов в чеченском и ингушском языках при образовании временных форм. Чеченский государственный университет, 2013.

  • Яковлев 2001 — Яковлев Н. Ф. Синтаксис ингушского литературного языка. 2001.

  • Мальсагов 1963 — Мальсагов З. К. Грамматика ингушского языка. 2-е изд. Грозный, 1963.

  • БДИМТ09 — Ингушско-русский словарь под ред. Л. У. Тариевой, ~24 000 статей — опорный источник заголовков и печатной нотации.

  • КУР05 · КОД21 · КОД18 — печатные ингушско-русские словари, из которых взята нотация главных форм.

Внизу той же страницы — одиннадцать случаев, где общее правило не работает вовсе: четыре супплетива, дефектная связка «да», стянутое будущее у 69 глаголов («маргда», а не «моларгда» — и разобрать его обратно в причастие нельзя, такого причастия нет).

Отдельное удовольствие — сверять источники между собой. Сколько в ингушском спряжений? У Николс — 16 классов, у Аушевой — 12, в школьном учебнике Оздоева — 5 «плюс неправильное». Типов склонения насчитывают от трёх у Мальсагова до семнадцати в «Морфологии» 2012 года. Это не чей-то брак, а разные признаки деления — но правилу вывода нужно выбрать один, и этот выбор приходится документировать, как любое архитектурное решение.

Страница открыта: paydadosh.ru/grammar/forms — там все 119 правил с источниками, разбором и живыми примерами.

Собирается страница отдельным скриптом из того же кода, который строит карточки, и служит двум задачам: модератор видит, откуда взялась каждая форма и может оставить замечание прямо у правила, а я получаю место, где расхождение между «как описано» и «как исполняется» становится заметным. Дважды именно так и вышло — оба случая ниже, в инженерной части.

Правила не выводились из данных статистически. Они выписывались из книг, а потом проверялись на данных — и вот тут начинается самое интересное.


«Нет в текстах» ≠ «не существует»

Первое, обо что я разбился, — соблазн считать корпус арбитром.

Замер: взяли все курируемые ячейки — выверенные носителем или взятые из печатных изданий, то есть заведомо верные формы, — и поискали их в 228 тысячах предложений.

63,1 % не встретились ни разу (53 722 из 85 081 — столько курируемых ячеек было на момент замера).

Это не потому, что корпус плох. Это потому, что «уступительное перфекта отрицательное» от редкого глагола в художественной литературе просто не встречается. Отсутствие формы в текстах не говорит ничего.

Отсюда рабочее правило: корпус — подтверждающий канал, а не опровергающий. Если форма нашлась — хорошо, это доказательство. Если не нашлась — вопрос остаётся открытым, и решает его либо печатный источник, либо носитель.

Практическое следствие: любой замер «сколько наших форм подтверждается» надо делать по частотным леммам. На случайной выборке подтверждаемость синтетических форм у существительных вышла 23 %, а на частотных — 45 %. Вся разница — редкость слова, а не качество правила.


Пять случаев, где интуиция подвела

1. Сослагательное строится не от того, от чего кажется

Форма «зная, что делает» (дешалга) выводилась у нас от основы настоящего. Модератор Коазой Рашид прислал: у глагола «де» правильная форма — делга, а не дулга.

Проверять начали с частотности: взяли 62 глагола, у которых обе основы известны, и посмотрели, какая версия встречается в текстах. Настоящее выиграло 31 против 20 у инфинитива. По этому счёту надо было оставить как есть.

Приговор вынесла другая цифра. У форм, построенных от настоящего, оказался нулевой классный ряд — то есть в-, й- и б-варианты не встречались нигде, хотя для настоящей формы они обязаны существовать. Живая форма без класса — это не форма, а артефакт. Правило переписали на инфинитив, задело 1 322 глагола.

Мораль: частотность отвечает на вопрос «что чаще», а не на вопрос «что верно». Иногда решает структурный признак, а не счётчик.

2. Соседние суффиксы ведут себя противоположно

Деепричастие «пока не» требует удвоения согласной: диккъалца. Соседнее «прежде чем» — не требует: дикъалехь.

Цифры: у «-алца» удвоение подтвердилось на 57 глаголах из 65, у «-алехь» — на 29 из 29 без удвоения (против 4 с удвоением).

Выведи я правило по аналогии — «суффиксы похожи, значит ведут себя одинаково» — слот сломался бы целиком. Каждый суффикс проверяется отдельно, даже если он выглядит как сосед.

3. Транслитерация из грамматики — источник системных ошибок

Основной источник по глаголу — «Ingush Grammar» Джоанны Николс (2011), там ингушский записан латиницей: d.iesha, qoss, hwed. Латиница диграфная: q — это «кх», q' — «къ», hw — «хь», gh — «гӏ», ou — «ов», aa — «а», ä — «е».

Я трижды подряд передавал диграфы как две буквы. Каждый раз это ловила не внимательность, а сверка по базе: берёшь транслитерированную форму и ищешь её в словаре и орфографическом словаре. Из 22 пар таблицы 14-1 не находилось 9 — и все девять содержали ou или aa. После починки сошлись все 22.

Отдельно выяснилось, что мой парсер книги резал диакритику: mälar осел в данных как «лар», lätar — как «тар». Двадцать девять лемм терялось, две попадали в чужие слова.

Правило, которое из этого выросло: любая транслитерация проверяется поиском по собственной базе, а не глазами. Если форма из книги не находится ни в одном из четырёх каналов — сначала подозревай свою транслитерацию, потом книгу.

4. Множественное число глагола: правило есть, но применять его нельзя

В ингушском по числу меняются не все глаголы, а немногие: кӏаьнк водакӏаьнкаш болх (мальчик идёт — мальчики идут). Николс перечисляет 23 пары и пишет, что категория «could be viewed as either a lexical category or a partial derivational category».

Позже нашлось правило — у Аушевой и Оздоевой (2021, с. 97): гласные основы [а, о, и] меняются на [ов, ув], согласные [лл, д] — на [хк, лх]. Казалось бы, можно выводить.

Нельзя. Там же, абзацем ниже, сам источник оговаривает: «дукха да хандешаш» с теми же самыми звуками число не различаютговр къехкговраш къехк. Форма основы не является достаточным условием. И добавляет, что показ числа гласной — «къаьнара гӏулакх», архаика на выходе из употребления.

Заводили списком: 17 глаголов, каждый проверен по орфографическому словарю.

Приятный побочный результат: школьный учебник третьего класса даёт трёхчастную типологию, которой нет ни у Николс, ни у Аушевой — (а) меняется только классный показатель, (б) меняются все звуки основы, (в) не меняется вовсе. Третий тип объясняет, почему у большинства глаголов такой формы нет законно, а не потому, что она просто не нашлась.

5. Каждая восьмая форма принадлежит нескольким словам

Замер по всем выверенным ячейкам: из 64 305 различных форм 7 802 (12 %) принадлежат больше чем одному гнезду. Чемпионы: «вахар» — 13 слов (уход, опьянение, жизнь, лишение…), «дехкар» — 10, «деша» — 5.

Это меняет постановку любой задачи поиска. Запрос «найди лемму по форме» не имеет однозначного ответа, и наивная реализация — SELECT ... WHERE form = ? LIMIT 1 — не поиск, а лотерея.

За один день я наступил на это трижды:

  • разбор слова «шо» брал первую статью с таким заголовком, а ею оказался «пшав» — и парадигма местоимения не находилась;

  • батч, заводивший парадигмы местоимений, целился по той же логике в глагол «хье» (месить) вместо возвратного «хье» (сам);

  • две ячейки множественного числа легли не туда: «ховш» приписалось глаголу «ха» (знать) вместо «ха» (насесть), «кхохк» — «кхолла» (создать) вместо «кхолла» (набросить).

Последнее поймала сплошная сверка с английскими глоссами Николс: xou 'sit down' не может быть «знать». Различитель нашёлся именно в источнике — не в частотности, не в длине, а в переводе.


Инженерная часть

Несколько вещей, которые к морфологии отношения не имеют, но съели времени не меньше.

Сборка правил не влезает в память прода. Три с лишним десятка тысяч парадигм, пик больше 1,9 ГБ. Первый прогон разбудил глобальный OOM-киллер, и тот выбирал жертву сам — мог выбрать веб-процесс. Лечится запуском в отдельной cgroup-области: systemd-run --scope -p MemoryMax=2400M. Локально не собирается, потому что локальная копия базы меньше боевой, тянуть ее каждый раз на локалку проблемно, и числа выходят другие.

Таблица классных хвостов годится переключателю классов, но не разбору. У деепричастия будущего в таблице записано «долаш/волаш/йолаш/болаш» — для переключателя верно, хвост меняется целиком. Как граница морфемы это давало разбор «дешаргда − да + долаш», будто классный показатель убирают и тут же возвращают. А исполняется правило «убрать конечное „а" + олаш». Соседний слот PartFut записи в таблице не имеет и разбирался правильно — расхождение видно только сравнением соседей.

Аналитические формы нельзя разбирать суффиксально. Отрицательный имперфект — два слова, «дешаш дацар» (деепричастие + отрицательная связка). Разбор всё равно пытался и печатал «дешаш · дешац · −ешац · +ацар».

Заслон «страница против кода». Страница правил собирается отдельным скриптом, и легко получить ситуацию, когда описание разошлось с тем, что реально исполняется. Поэтому в сборщик вшита проверка: взять формулу из таблицы вывода, применить её к образцу и сравнить с тем, что печатается. Она и поймала оба случая выше. Сплошная сверка «текст правила против разбора на кусочки» по всем 119 строкам дала 4 срабатывания: 1 настоящий брак и 3 промаха самой проверки — у двухветочных правил («+ш после гласного, иначе +аш») надо сравнивать с обеими ветками.

Измерительный инструмент врёт чаще, чем кажется. Оговорка: речь не про «посмотреть страницу» — глазами или скриншотом одну карточку проверить проще простого. Речь про проверки, которые после каждой сборки гоняет скрипт: 119 строк правил, сотни карточек, DOM вместо глаз. Три случая за неделю:

  • getBoundingClientRect() у потомков свёрнутого <details> возвращает ненулевую высоту — Chrome принудительно раскладывает скрытое поддерево, когда его о геометрии спрашивают. Проверка «видно 119 строк из 119» была ложью; честный ответ даёт checkVisibility();

  • innerText у скрытого элемента возвращает текст (по спецификации — textContent). Проверка «текст на месте» ничего не доказывает: блок был скрыт CSS, и правки на карточках не показывались;

  • импорт приложения отдельным процессом даёт другую реальность: app.state.db не поднят, и функция, разрешающая имя пользователя, уходила в запасную ветку «moderator #347». Я успел решить, что сломано разрешение имён, — сломан был мой скрипт.

Общее правило после этого: проверять надо тем, что решает, а не тем, что кажется относящимся к делу. Высоту — высотой, видимость — checkVisibility, состояние базы — базой.


Что получилось в числах

лемм со словоизменительными парадигмами

28 280 из 49 505

заполненных ячеек парадигм

677 928

различных словоформ

534 976

курируемых ячеек (выверено + словарь)

87 070 у 20 058 гнёзд

словник проверки орфографии

237 377 словоформ

слотов

128

правил с указанным источником

119 из 119

Ячейка и словоформа — не одно и то же: одна ячейка держит до четырёх классных вариантов, а одна форма может закрывать несколько ячеек, поэтому строк на карточках показывается заметно больше, чем «различных словоформ» в таблице.

Вся парадигма «деша»
Вся парадигма «деша»

Вся парадигма «деша», свёрнутая до оглавления: 14 групп, 98 форм

Пролистать парадигму по группам
Нефинитные формы
Нефинитные формы

Нефинитные: инфинитив, масдар, деепричастия и причастия

Настоящее, прошедшие и будущее
Настоящее, прошедшие и будущее

Настоящее, прошедшие и будущее: у отрицательного имперфекта источник «корпус», у отрицательного перфекта — «словарь», у отрицательного настоящего — «авто»

Повелительное и свёрнутые группы
Повелительное и свёрнутые группы

Пять повелительных и оптатив, ниже — свёрнутые группы со счётчиками форм

Уступительные
Уступительные

Та самая группа из первого абзаца: «уступительное перфекта отрицательное» — дийшадоацашшехьа, «даже если не сделал»

На карточке пять групп раскрыты сразу — от нефинитных до повелительного, — и ещё девять свёрнуты: деепричастия времени и причины, изъяснительные, уступительные, вопросительные, условные, запретительные и другие. У каждой формы вопрос на двух языках, ряд классных вариантов и подпись, откуда форма взялась.


Что осталось нерешённым

  • Плюративность (однократное против многократного действия) — категория, которой у нас нет. Таблица 14-2 у Николс даёт 39 пар; обе леммы нашлись у 19, и то после ручной сверки: сопоставление по русскому переводу дало 90 % мусора.

  • Начинательный и взаимный залоги. Суффикс начинательного известен (-lu против каузативного -d.u), но пометы в словаре нет, а выводить морфологией после двух неудач с плюративом я не рискую.

  • Тоновые пометы. В ингушском минимальная тоновая система, и у Николс тон различает формы: имперфект — тон на первом слоге (môlar), аорист — на окончании (mälâr). При оцифровке пометы слетели. Латиница стоит без них: дорисовывать помету, которой нет, я не стал.

  • 1 705 гнёзд без части речи. Пока часть речи неизвестна, вид парадигмы выбрать нельзя, и слово остаётся без форм вовсе.

  • Спорные формы. Есть пары, где источники расходятся, а носитель не уверен. Я их не сглаживаю: если два издания спорят, на странице так и написано, что это спор. Иногда с печатью спорит сам язык: аорист от «дала» (дать) напечатан как «далар», но в живых текстах 367 раз стоит «делар» против 105 — клетка помечена спорной, читателю видны обе формы.


Что бы я сделал иначе

Раньше завёл бы тиры источников. Первые месяцы всё лежало одной кучей «выверенных» форм, и когда обнаружилась ошибка, нельзя было ответить на вопрос «откуда она взялась». Пометка источника у каждой ячейки — инструмент отладки: без неё каждая ошибка анонимна.

Раньше начал бы мерить до, а не после. Половина правок, которые «очевидно улучшают», на замере давали ноль или уходили в минус. Одна правка ударения дала ровно ноль изменений, и это выяснилось только потому, что счётчик снимали до деплоя.

Не доверял бы аналогии между похожими вещами. Соседние суффиксы, соседние слоты, соседние омонимы — три разных случая, где «оно же такое же» стоило дороже всего.

И главное: в языке без готовых ресурсов основная работа не в том, чтобы сгенерировать формы, а в том, чтобы обосновать каждую. Генератор пишется за неделю. Ответ на вопрос «а эта форма точно есть?» пишется год — и состоит он не из кода, а из четырёх независимых каналов, дисциплины замера и готовности выбросить собственное красивое правило, когда оно не сходится с текстами.


Причём тут другие языки

Ингушский в этой истории можно заменить почти на любой из десятков языков России и сотен языков мира в том же положении: печатные словари и грамматики есть, цифровых ресурсов нет, а большие языковые модели такой язык почти не видели в обучающих данных. На прямой вопрос LLM уверенно порождает несуществующие словоформы, и пользователь не может отличить правильное от правдоподобного — для учителя это опаснее отсутствия ответа.

Методика из этой статьи от языка не зависит: реестр печатных источников с паспортизацией (код источника стоит у 99,9 % наших статей), правила из академических описаний вместо статистики, независимые каналы подтверждения и тир доверия у каждой ячейки. Эта же обвязка позволила посадить поверх данных ИИ-помощника, который отвечает только тем, что подтверждено базой, а при невозможности разбора прямо говорит об этом. В разделе вопросов схема доведена до конца: ИИ даёт предварительный разбор, отвечает носитель, его правка возвращается в базу эталоном. Человек здесь не проверяет машину постфактум — он следующее звено того же конвейера.

Спрос на такие инструменты обычно недооценивают. Платформой без рекламы пользуются около 6 900 человек в месяц из 77 регионов России и более чем 60 стран — заметная часть аудитории это диаспора, у которой нет языковой среды: средний визит из Испании длится двенадцать с половиной минут.

Кто мне помогал

Разбор спорных форм, вопросы, на которых выросли новые слоты, и проверка всего, что не выводится правилом, — модераторы Коазой Рашид и Stella Nova. Двадцать форм, которых на карточке не было вовсе — сослагательное, уступительное, «пока не», «прежде чем», — появились по их вопросам; все двадцать потом нашлись в грамматике Николс, ни одной выдуманной.

Отдельно стоит сказать, зачем это нужно называть. В таких проектах легко представить дело так, будто формы «сгенерированы»: написали правило, прогнали скрипт, получили миллион строк. На деле каждое спорное место упиралось в вопрос, на который отвечает только человек, знающий язык, — и половина историй выше начинается со слов «модератор прислал».


Парадигмы — только часть платформы. За кадром остались проверка орфографии на 237 377 словоформ (Hunspell-словарь и расширение для LibreOffice / OpenOffice), проверка грамматики с классным согласованием, библиотека на 150 книг с поиском по корпусу, викторина с дуэлями, офлайн-приложения и ИИ-помощник Оатхал — хроника по неделям лежит в обновлениях.

Открытого API пока нет: он живёт внутри — на нём работают ИИ-тесты и инструменты модерации; появятся ресурсы на масштабирование — откроем. Как устроены права на данные, разобрано на странице «О проекте»: наша разметка, сведение и переводы поверх печатных изданий, для научной работы — со ссылкой на PaydaDosh и на исходное издание. Дальше в планах озвучка (TTS) и курс уроков с ней.

Я уже писал на Хабре, как устроена платформа и как работает морфоанализатор — написанное там про архитектуру в силе, но цифры устарели: словарь с апреля вырос в полтора раза, а парадигм на карточках тогда не было вовсе.

Если вы работали с морфологией других языков — особенно эргативных или с классным согласованием — буду рад сравнить грабли в комментариях.


Проект: paydadosh.ru — ингушско-русский словарь. Открытая часть: карточки слов с парадигмами, корпус, разговорник, раздел вопросов. Стек: Python, FastAPI, SQLite (FTS5), aiogram для телеграм-бота — нарочно скучный: вся сложность здесь живёт в данных, а не в инфраструктуре

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  • 20.06.26 14:57 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

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  • 21.06.26 11:16 علیرضا گلشن

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  • 22.06.26 21:51 kimberlyhebert786

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  • 22.06.26 21:51 kimberlyhebert786

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  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 01:58 robertalfred175

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  • 24.06.26 14:16 Universina da Mota

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  • 24.06.26 14:21 Elizabeth Thompson

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  • 24.06.26 15:33 Júlia Castro

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  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

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  • 26.06.26 02:56 Asunción Herrera

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  • 26.06.26 15:05 Riley Stephens

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 06.07.26 16:33 Jaran Løvlien

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 12.07.26 03:30 Kora Baltacha

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:42 پریا رضایی

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

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