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Физика текста. Часть 1. Символы

Физика текста. Часть 1. Символы +4

20.02.2020 22:41

alez13 7 2700 Источник

Символ — текстовый атом. Ни больше, ни меньше. В тексте каждый символ встречается определенное количество раз. Разобрав текст на символы, можно заметить некоторые особенности и закономерности. Давайте об этом и поговорим.

[Если без слов: исходники к статье]

Текст состоит из ограниченного набора символов. Алфавитом текста обозначим набор всех символов, встречающихся в тексте. И набор этот в большинстве случаев не является полным алфавитом.

Чтобы продемонстрировать то, о чем речь — рассмотрим пример текстового фрагмента: «старайтесь оформлять публикации так, чтобы их было удобно читать».

Символы (алфавит) текста: «абдеийклмнопрстуфхцчыья ,». Пробел и запятая — также входят в набор.

Символьный контекст можно условно разбить на классы(группы). Группы могут объединять заданные наборы символов по любым признакам. Основные группы, заслуживающие внимания: слово/пробел/знак.

В группу «слово» входят буквы и цифры. Сюда же можно отнести подчеркивание, если в тексте есть snake_case.

Группа «пробел» включает в себя символы отступов, перевода строк и подобные им.
К группе «знак» — относятся все остальные символы.

Этими группами мы будем пользоваться в дальнейшем.

Оформим все данные в одну структуру. Для этого создадим класс SymbolContext, в котором опишем следующие методы:

definedContext() — распределение предопределенных символов по группам

    definedContext() {
        return {
            isWord: "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyzАБВГДЕЁЖЗИЙКЛМНОПРСТУФХЦЧШЩЪЫЬЭЮЯабвгдеёжзийклмнопрстуфхцчшщъыьэюя0123456789_",
            isSpace: "\x08\x09\x0A\x0D\x20",
            isSign: ".,:;…—?!()<>{}[]\"«»/-+*&%$@=#"
        }
    }

Метод просто возвращает набор строк, содержащих все основные символы, объединенные в одну структуру.

definedSymbols() — строка предопределенных символов в контексте

    definedSymbols(){
        const knownContext = this.definedContext()
        return knownContext.isWord + knownContext.isSpace + knownContext.isSign
    }

Этот метод возвращает все предопределенные символы в виде одной строки. Может понадобиться, например, для предварительной проверки нет ли неизвестных символов в тексте.

textSymbols(src) — все символы, используемые в тексте

    textSymbols(src){
        const textSymbolsMap = new Map()
        for(let index in src){
            textSymbolsMap.set(src.charCodeAt(index), src.charAt(index))
        }
        const textSymbols = Array.from(textSymbolsMap).map(item => item[1]).sort((a, b) => {
            if(a < b) {
                return -1
            } else if(a > b) {
                return 1
            } else {
                return 0
            }
        }).join("")
        return textSymbols
    }

Набор уникальных символов заданного текста.

undefinedTextSymbols(src) — символы, используемые в тексте, которые не входят в предопределенный контекст

    undefinedTextSymbols(src){
        return  this.textSymbols(src).split("").filter(symbol => this.definedSymbols().indexOf(symbol) < 0).join("")
    }

Служит как правило для проверки на необходимость пополнить набор предопределенного контекста. Можно также сделать автоматическое добавление неизвестных символов в группу «sign», но стоит помнить, что в контексте не определены буквы со всякими точками и черточками сверху, иероглифы и т.д., а также группа «space» может содержать не все известные виды таких символов.

analytics(src) — получение данных для анализа текста

    analytics(src) {
        const items = [];
        let transitions = new Map()
        for(let index in src){
            const symbol = src.charAt(index)
            const code = src.charCodeAt(index)
            const prevCode = index > 0 ? src.charCodeAt(1 * index - 1) : -1
            const nextCode = (index < src.length - 1) ? src.charCodeAt(1 * index + 1) : -1
            const knownContext = this.definedContext()
            const isWord = knownContext.isWord.indexOf(symbol) >= 0
            const isSpace = knownContext.isSpace.indexOf(symbol) >= 0
            const isSign = knownContext.isSign.indexOf(symbol) >= 0
            const mask = isWord + isSpace * 2 + isSign * 4
            const context = {isWord, isSpace, isSign}
            const transition = transitions.get(code)
            if(transition != undefined){
                transition.indexes[code].push(index)
                if(transition.next[nextCode] == undefined) {
                    transition.next[nextCode] = [index]
                }else{
                    transition.next[nextCode].push(index)
                }
                if(transition.prev[prevCode] == undefined) {
                    transition.prev[prevCode] = [index]
                }else{
                    transition.prev[prevCode].push(index)
                }
                transition.count++
            }else{
                const indexes = {}
                const next = {}
                const prev = {}
                indexes[code] = [index]
                next[nextCode] = [index]
                prev[prevCode] = [index]
                transitions.set(code, {indexes, prev, next, count: 1, symbol, code})
            }
            items.push({symbol, code, mask, context})
        }
        transitions = Array.from(transitions).map(item => item[1]).sort((a, b) => {
            if(a.count < b.count) {
                return 1
            } else if(a.count > b.count) {
                return -1
            } else {
                if(a.code > b.code) {
                    return 1
                } else if(a.code < b.code) {
                    return -1
                } else {
                    return 0
                }
            }
        })
        return {items, transitions}
    }

Последний метод возвращает структуру. Разберем ее детальней.

{
  definedContext: {…}, 
  definedSymbols: "...",
  textSymbols: "...",
  undefinedTextSymbols: "...",
  analytics: {
    items: {...},
    transitions: {...}
  }
}

Секция items — массив элементов, каждый из которых соответствует одному символу в тексте и содержит:

сам символ (symbol),
его код(code),
принадлежность к defined-группам (context),
а также численное значение, соответствующее битовой маске контекста (mask).

Секция transitions — описывает переходные процессы в тексте для каждого уникального символа. Элемент этой секции содержит:

сам уникальный символ (symbol),
его код (code),
частота, с которой символ встречается в тексте (count),
индексы, по которым символ находится в тексте (indexes),
символы, предшествующие данному символу в тексте, а также позиции этих переходов (prev)
символы, встречающиеся за данным символом в тексте, а также позиции этих переходов (next)

И напоследок — поговорим о некоторых из особенностей, которые можно заметить в тексте.

Если упорядочить уникальные символы по их частоте использования в тексте, как это сделано в секции transitions, то можно заметить, что этот порядок очень схож для каждого конкретного языка. Этот порядок логично будет назвать символьным спектром. То есть уже только по этому признаку (спектру) можно обучить нейросеть определять язык текста на лету.

Если собрать общий символьный спектр для набора текстов/книг, то получим символьный спектр библиотеки. У каждой отдельной книги из этой библиотеки будет схожий символьный спектр с некоторыми девиациями (отклонениями) от общего.

Используя таблицу переходов (transitions) или ее некоторую часть, можно частично или полностью восстановить исходный текст. Это логически вытекает из таких соображений:

символы, встретившиеся в тексте один раз имеют в таблице переходов один предыдущий символ и один последующий, что позволяет однозначно объединить их в цепочку
для некоторых символов в тексте встречаются одинаковые наборы индексов prev и next, что также означает однозначное определение «кто за кем»
для остальных символов можно по крайней мере сократить однозначности и сделать выводы по объему недостающей информации для полного восстановления текста (в этом моменте я пока не углублялся, позже к нему еще вернусь)

Поскольку текст представляет собой однозначно упорядоченную последовательность символов, то можно считать его символьной функцией, зависящей от индекса (позиции в тексте).

Эта функция дискретна, дифференцируема.

По сути, таблица переходов описывает «символьную производную» первого порядка.

У нейросетей может быть скрытый интерес к производным более высших порядков, но это тема для отдельной статьи.

Пример структуры данных для небольшого текстового фрагмента, получаемой описанным выше способом

{
srcData: "Видеть энергию так, как она течет во Вселенной, означало, по словам дона Хуана, способность видеть человеческие существа в облике светящегося яйца, или светящегося шара энергии, и различать в этом светящемся шаре энергии определенные черты, свойственные всем людям в целом — например, точку повышенной яркости в достаточно ярком светящемся энергетическом коконе. Шаманы утверждали, что именно в этой точке повышенной яркости, которую они называли точкой сборки, и собирается восприятие. Логическое развитие этой мысли означает, что в этой точке повышенной яркости вырабатывается наша система познания мира. Каким бы странным это ни казалось, дон Хуан Матус был прав в том смысле, что именно так все и происходит. Таким образом, процесс восприятия шаманов существенно отличался от восприятия обычного человека. Шаманы утверждали, что прямое восприятие энергии привело их к тому, что они называли энергетическими фактами. Под энергетическими фактами они понимали вызываемое непосредственным видением энергии зрелище, которое приводит к окончательным и несократимым выводам — эти выводы не подчиняются логическим соображениям или попыткам согласовать их с привычной нам системой интерпретации. Дон Хуан говорил, что для шаманов его линии энергетическим фактом было то, что окружающий нас мир определяется процессами познания и эти процессы не являются неизменными — они не есть нечто непреложное. Эти процессы зависят от подготовки, они связаны с практичностью и пользой. Эта мысль получает свое развитие в другом энергетическом факте: процессы привычного нам познания представляют собой только следствия воспитания — и ничего больше.",
definedContext: {
isWord: "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyzАБВГДЕЁЖЗИЙКЛМНОПРСТУФХЦЧШЩЪЫЬЭЮЯабвгдеёжзийклмнопрстуфхцчшщъыьэюя0123456789_",
isSpace: " ",
isSign: ".,:;…—?!()<>{}[]"«»/-+*&%$@=#"
},
definedSymbols: "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyzАБВГДЕЁЖЗИЙКЛМНОПРСТУФХЦЧШЩЪЫЬЭЮЯабвгдеёжзийклмнопрстуфхцчшщъыьэюя0123456789_ .,:;…—?!()<>{}[]"«»/-+*&%$@=#",
textSymbols: " ,.:ВДКЛМПТХШЭабвгдежзийклмнопрстуфхцчшщыьэюя—",
undefinedTextSymbols: "",
analytics: {
items: [
{
symbol: "В",
code: 1042,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "и",
code: 1080,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "д",
code: 1076,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "е",
code: 1077,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "т",
code: 1090,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "ь",
code: 1100,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
}
},
{
symbol: "э",
code: 1101,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "н",
code: 1085,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "е",
code: 1077,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "р",
code: 1088,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "г",
code: 1075,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "и",
code: 1080,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "ю",
code: 1102,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
}
},
{
symbol: "т",
code: 1090,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "а",
code: 1072,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "к",
code: 1082,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: ",",
code: 44,
mask: 4,
context: {
isWord: false,
isSpace: false,
isSign: true
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
}
},
{
symbol: "к",
code: 1082,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "а",
code: 1072,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "к",
code: 1082,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
}
},
{
symbol: "о",
code: 1086,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "н",
code: 1085,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "а",
code: 1072,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
}
},
{
symbol: "т",
code: 1090,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "е",
code: 1077,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "ч",
code: 1095,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "е",
code: 1077,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "т",
code: 1090,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
}
},
{
symbol: "в",
code: 1074,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "о",
code: 1086,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
}
},
{
symbol: "В",
code: 1042,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "с",
code: 1089,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "е",
code: 1077,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "л",
code: 1083,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "е",
code: 1077,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "н",
code: 1085,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "н",
code: 1085,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "о",
code: 1086,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "й",
code: 1081,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: ",",
code: 44,
mask: 4,
context: {
isWord: false,
isSpace: false,
isSign: true
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
}
},
{
symbol: "о",
code: 1086,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "з",
code: 1079,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "н",
code: 1085,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "а",
code: 1072,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "ч",
code: 1095,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "а",
code: 1072,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "л",
code: 1083,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "о",
code: 1086,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: ",",
code: 44,
mask: 4,
context: {
isWord: false,
isSpace: false,
isSign: true
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
}
},
{
symbol: "п",
code: 1087,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "о",
code: 1086,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
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isSign: false
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isSpace: false,
isSign: false
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code: 1061,
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isSpace: false,
isSign: false
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isWord: true,
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isSign: false
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isSign: false
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isSign: false
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isSign: false
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isWord: true,
isSpace: false,
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isSpace: true,
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isSpace: false,
isSign: false
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isSpace: false,
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isSpace: false,
isSign: false
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code: 1090,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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mask: 1,
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isSign: false
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symbol: "е",
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mask: 1,
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isSpace: false,
isSign: false
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "я",
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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mask: 2,
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isWord: false,
isSpace: true,
isSign: false
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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isWord: true,
isSpace: false,
isSign: false
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symbol: "е",
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isWord: true,
isSpace: false,
isSign: false
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isWord: true,
isSpace: false,
isSign: false
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isWord: true,
isSpace: false,
isSign: false
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isWord: true,
isSpace: false,
isSign: false
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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isSpace: false,
isSign: false
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isWord: true,
isSpace: false,
isSign: false
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isWord: true,
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isSpace: false,
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isSpace: false,
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symbol: " ",
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symbol: "Ш",
code: 1064,
mask: 1,
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isSpace: false,
isSign: false
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symbol: "а",
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{
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{
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{
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isSign: false
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{
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isSpace: false,
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isSign: false
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isSign: false
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isSign: false
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isSpace: false,
isSign: false
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isSign: false
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mask: 1,
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isSign: false
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isSpace: false,
isSign: false
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isSpace: false,
isSign: false
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{
symbol: "и",
code: 1080,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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mask: 1,
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isSpace: false,
isSign: false
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isSign: false
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isSign: false
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "с",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "я",
code: 1103,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: " ",
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mask: 2,
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isWord: false,
isSpace: true,
isSign: false
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symbol: "в",
code: 1074,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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{
symbol: "о",
code: 1086,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "с",
code: 1089,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "п",
code: 1087,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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{
symbol: "р",
code: 1088,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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{
symbol: "и",
code: 1080,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "я",
code: 1103,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "т",
code: 1090,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "и",
code: 1080,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "е",
code: 1077,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: ".",
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mask: 4,
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isWord: false,
isSpace: false,
isSign: true
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},
{
symbol: " ",
code: 32,
mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
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},
{
symbol: "Л",
code: 1051,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
}
},
{
symbol: "о",
code: 1086,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "г",
code: 1075,
mask: 1,
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isSpace: false,
isSign: false
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symbol: "и",
code: 1080,
mask: 1,
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isWord: true,
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isSign: false
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isSign: false
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mask: 1,
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isSign: false
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symbol: "с",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "к",
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isWord: true,
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isSign: false
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symbol: "о",
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isWord: true,
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isSign: false
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symbol: "е",
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isWord: true,
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symbol: " ",
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isSpace: true,
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symbol: "р",
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isWord: true,
isSpace: false,
isSign: false
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symbol: "а",
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mask: 1,
context: {
isWord: true,
isSpace: false,
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symbol: "з",
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mask: 1,
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isSpace: false,
isSign: false
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mask: 1,
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isSpace: false,
isSign: false
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mask: 1,
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isSign: false
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mask: 1,
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isSign: false
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mask: 2,
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isSpace: true,
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mask: 1,
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isSpace: false,
isSign: false
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isSpace: false,
isSign: false
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symbol: "о",
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isSpace: false,
isSign: false
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symbol: "й",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: " ",
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isSign: false
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symbol: "ы",
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mask: 1,
context: {
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isSign: false
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symbol: "с",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "л",
code: 1083,
mask: 1,
context: {
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isSpace: false,
isSign: false
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{
symbol: "и",
code: 1080,
mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: " ",
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mask: 2,
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isSpace: true,
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isSign: false
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isSpace: false,
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isWord: true,
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isWord: false,
isSpace: true,
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isWord: true,
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isWord: true,
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{
symbol: " ",
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symbol: "Ш",
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isSign: false
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symbol: "а",
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Рис.1 Изменение символьного спектра при постепенном укорачивании текстового фрагмента до нуля (слева-направо). Зелеными линиями обозначен срез для каждого символа

Тизер: в следующей статье поработаем со словами.

Комментарии (7)

empenoso
21.02.2020 07:53
#21305410
+1
Спасибо, может быть немного не в тему, но есть вопрос — каким образом можно рассчитать эмоциональную окраску текста?

То есть на входе: текст на русском языке, а на выходе какое-то число, обозначающее эмоциональную окраску этого текста, исходя из которого можно с определенностью сказать позитивный этот текст или негативный.
1. Alex_ME
  21.02.2020 08:37
  #21305494
  С помощью нейронных сетей. На Kaggle были соревнования по этой задаче.
1. Yermack
  21.02.2020 08:39
  #21305498
  https://habr.com/ru/post/263171/ здесь про тональности
  https://habr.com/ru/post/478790/ — здесь общий обзор всяких nlp штук с кучей ссылок
1. alez13 Автор
  21.02.2020 09:59
  #21305726
  В этой части речь идет лишь о символах. Пока не очевидно и затруднительно заметить какие либо факторы, связывающие символьный контекст и эмоциональную окраску. Но интуитивно можно хотя бы предположить, что даже в символьном спектре есть отголоски эмоций, сопровождающих текст.
  Текст можно представить себе как набор чисел. А все числа между собой имеют однозначные взаимоотношения. Это хорошо чувствуется, когда некоторое время изучаешь простые числа и то, как они формируют другие числа, выполняя роль их простых множителей. На тему простых чисел тоже можно углубиться так, что всего не озвучить. И все же кое-что полезное можно выразить в словах и формулах.
  Нейросети позволяют «прочувствовать» свойства, которые наше привычное восприятие описывает как «слишком сложно, чтобы вдаваться в детали», тем не менее использовать их никто не мешает. Результат зависит от правильности внутренней организации нейросети под конкретные условия, представление входных данных и пр.
  Существует уже множество более-менее универсальных типов нейросетей. Одним из ключевых факторов является качество «корма», которым вы свою нейросеть кормите. Это, кстати, относится и к нейросети реального мозга. В современном обществе люди не придают большого значения ни тому, что едят, ни тому, чем кормят мозг через свое восприятие. Результаты — печальны.
  Я постараюсь затронуть в будущих статьях, когда речь пойдет о синтаксисе и словах, эту тему. Если не напрямую, то хотя бы косвенно.
  На данный момент могу сказать, что, к примеру, по форме символьного спектра, можно сделать выводы насколько агрессивно настроен автор и стоит ли читать его текст. Все в данном случае, конечно, относительно и выражается вероятностью. Так что подобный фильтр может выступать как первая линия обороны на защите экологии сознания.
  И взаимно благодарю вас за проявленный интерес к данной теме.
  1. empenoso
    21.02.2020 11:40
    #21306320
    Спасибо

berez
21.02.2020 13:16
#21306772
Если упорядочить уникальные символы по их частоте использования в тексте, как это сделано в секции transitions, то можно заметить, что этот порядок очень схож для каждого конкретного языка. Этот порядок логично будет назвать символьным спектром. То есть уже только по этому признаку (спектру) можно обучить нейросеть определять язык текста на лету.

ЕМНИП, это называется «гистограмма» или «частотный анализ».
И нет, по гистограмме не получится хорошо определить язык, слишком уж она изменчива на коротких текстах (никакие нейросети тут не помогут). Для этого хорошо подходит метод н-грамм. Но и он хорошо работает только на языках с алфавитной письменностью. На иероглифах и слоговой письменности — лажает безбожно.

Данные для анализа текста у вас, конечно, прекрасные, но на больших текстовых корпусах вы быстренько исчерпаете всю память. У вас на каждый символ текста заводится целая структура — и не одна. Зачем вам это — абсолютно непонятно: класс символа (alpha/number/whitespace/punct) можно очень быстро установить просто по самому символу. Опять же, зачем хранить все позиции символа в тексте? Только чтобы была возможность полностью восстановить текст? Странное желание.
С практической точки зрения интересно, скажем, разобрать текст на символьные фрагменты (от 1 до n символов длиной) и посчитать их частоты. Так вы найдете наиболее употребимые морфемы и даже слова. Еще интересно посчитать цепи Маркова для цепочек символов разной длины (по факту это своится к определению вероятности появления символа N после некой цепочки символов XYZ).
1. alez13 Автор
  21.02.2020 21:44
  #21308658
  Вы правы, на коротких текстах такие вещи не сработают. И все же с некоторого порога все тексты, например на русском языке очень схожи.
  Структура данных такая всеобъемлющая потому что нет определенной цели, под которую следует что-то в ней оптимизировать. Я описал в ней моменты, с которыми в дальнейшем изложении соприкоснусь и отметил особенности, которые как минимум намерен в дальнейшем исследовать. Описанные вами интересные моменты дополняют этот список. Спасибо, когда хватит времени и внимания — к ним обязательно вернемся.
  Когда задумываешься о возможности применения подобных вещей, то мысли очень быстро разбегаются во всех направлениях и приходится что-то выбирать.
  И сначала хочется как можно меньше говорить об известных алгоритмах и фамилиях, чтобы иметь возможность не идти по уже натоптанным тропам. Это не значит, что я против их обсуждения, это значит, что я не успею поговорить обо всем. И для меня это все еще не профессиональное направление, я здесь как любитель-исследователь, которому все это очень интересно. Не судите строго, мне еще хотелось бы многое озвучить и я рад получать подобную обратную связь, чтобы иметь ссылки на уже известные направления и точки соприкосновения с ними.

Физика текста. Часть 1. Символы +4

Комментарии (7)

empenoso

Alex_ME

Yermack

alez13 Автор

empenoso

berez

alez13 Автор