मजकुराचे भौतिकशास्त्र. भाग 1. चिन्हे

चिन्ह एक मजकूर अणू आहे. ना कमी ना जास्त. प्रत्येक वर्ण मजकूरात ठराविक वेळा दिसून येतो. मजकूराचे चिन्हांमध्ये विश्लेषण केल्यावर, आपण काही वैशिष्ट्ये आणि नमुने लक्षात घेऊ शकता. याविषयी बोलूया.

[शब्दांशिवाय: लेखासाठी स्रोत]
मजकुरात वर्णांचा मर्यादित संच असतो. मजकूर वर्णमाला मजकूरात आढळलेल्या सर्व वर्णांचा संच आहे. आणि बहुतेक प्रकरणांमध्ये हा संच पूर्ण वर्णमाला नाही.

आम्ही कशाबद्दल बोलत आहोत हे दाखवण्यासाठी, मजकूराच्या तुकड्याचे उदाहरण पाहू: "तुमची प्रकाशने फॉर्मेट करण्याचा प्रयत्न करा जेणेकरून ते वाचण्यास सोपे जातील."

मजकूराची चिन्हे (वर्णमाला): “abdeiiklmnoprstufkhtchyya,”. सेटमध्ये जागा आणि स्वल्पविराम देखील समाविष्ट आहेत.

प्रतीकात्मक संदर्भ वर्गांमध्ये (गट) विभागले जाऊ शकतात. गट कोणत्याही निकषांवर आधारित वर्णांचे निर्दिष्ट संच एकत्र करू शकतात. लक्ष देण्यास पात्र असलेले मुख्य गट आहेत: शब्द/स्पेस/चिन्ह.

"शब्द" गटामध्ये अक्षरे आणि संख्या समाविष्ट आहेत. मजकुरात snake_case असल्यास त्यात अधोरेखित करणे देखील समाविष्ट असू शकते.

स्पेस ग्रुपमध्ये इंडेंटेशन, लाइन फीड आणि तत्सम वर्ण समाविष्ट आहेत.
"चिन्ह" गटात इतर सर्व चिन्हे समाविष्ट आहेत.

आम्ही भविष्यात या गटांचा वापर करू.

चला सर्व डेटा एका स्ट्रक्चरमध्ये ठेवूया. हे करण्यासाठी, आम्ही एक SymbolContext वर्ग तयार करू ज्यामध्ये आम्ही खालील पद्धतींचे वर्णन करू:

definedContext() पूर्वनिर्धारित चिन्हांचे गटांमध्ये वितरण

    definedContext() {
        return {
            isWord: "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyzАБВГДЕЁЖЗИЙКЛМНОПРСТУФХЦЧШЩЪЫЬЭЮЯабвгдеёжзийклмнопрстуфхцчшщъыьэюя0123456789_",
            isSpace: "x08x09x0Ax0Dx20",
            isSign: ".,:;…—?!()<>{}[]"«»/-+*&%$@=#"
        }
    }

पद्धत फक्त एका संरचनेत एकत्रित केलेल्या सर्व मूलभूत वर्ण असलेल्या स्ट्रिंगचा संच परत करते.

परिभाषित चिन्हे() — संदर्भातील पूर्वनिर्धारित वर्णांची स्ट्रिंग

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

ही पद्धत एकल स्ट्रिंग म्हणून सर्व पूर्वनिर्धारित वर्ण परत करते. उदाहरणार्थ, मजकूरात अज्ञात वर्ण आहेत की नाही हे पूर्व-तपासणे आवश्यक असू शकते.

मजकूर चिन्ह(src) - मजकूरात वापरलेली सर्व चिन्हे

    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
    }

दिलेल्या मजकुरासाठी अद्वितीय वर्णांचा संच.

अपरिभाषित मजकूर चिन्ह(src) - मजकूरात वापरलेले वर्ण जे पूर्वनिर्धारित संदर्भामध्ये समाविष्ट नाहीत

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

सामान्यत: पूर्वनिर्धारित संदर्भांचा संच पुन्हा भरणे आवश्यक आहे की नाही हे तपासण्यासाठी वापरले जाते. आपण "चिन्ह" गटामध्ये स्वयंचलितपणे अज्ञात वर्ण देखील जोडू शकता, परंतु हे लक्षात ठेवण्यासारखे आहे की संदर्भ सर्व प्रकारचे ठिपके आणि शीर्षस्थानी डॅश, चित्रलिपी इत्यादीसह अक्षरे परिभाषित करत नाही आणि "स्पेस" गटामध्ये असू शकत नाही. अशा वर्णांचे सर्व ज्ञात प्रकार.

विश्लेषण(src) - मजकूर विश्लेषणासाठी डेटा प्राप्त करणे

    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}
    }

शेवटची पद्धत रचना परत करते. चला त्याचे अधिक तपशीलवार विश्लेषण करूया.

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

विभाग आयटम — घटकांचा अ‍ॅरे, ज्यापैकी प्रत्येक मजकूरातील एका वर्णाशी संबंधित आहे आणि त्यात समाविष्ट आहे:

• चिन्ह स्वतः (प्रतीक),
• त्याचा कोड (कोड),
• परिभाषित गटांशी संबंधित (संदर्भ),
• तसेच संदर्भ बिट मास्क (मास्क) शी संबंधित अंकीय मूल्य.

विभाग संक्रमण — प्रत्येक अद्वितीय वर्णासाठी मजकूरातील क्षणिक प्रक्रियांचे वर्णन करते. या विभागातील घटकामध्ये हे समाविष्ट आहे:

• अद्वितीय चिन्ह स्वतःच (प्रतीक),
• त्याचा कोड (कोड),
• मजकुरात वर्ण ज्या वारंवारतेने येतो (गणना),
• अनुक्रमणिका ज्यावर वर्ण मजकूरात स्थित आहे (अनुक्रमणिका),
• मजकूरातील दिलेल्या वर्णापूर्वीचे वर्ण, तसेच या संक्रमणांची स्थिती (मागील)
• मजकूरातील दिलेल्या वर्णानंतर येणारे वर्ण, तसेच या संक्रमणांची स्थिती (पुढील)

आणि शेवटी, मजकूरात लक्षात येऊ शकणार्‍या काही वैशिष्ट्यांबद्दल बोलूया.

संक्रमण विभागात केल्याप्रमाणे तुम्ही मजकूरातील त्यांच्या वापराच्या वारंवारतेनुसार अनन्य अक्षरांची ऑर्डर दिल्यास, तुमच्या लक्षात येईल की हा क्रम प्रत्येक विशिष्ट भाषेसाठी अगदी सारखाच आहे. या क्रमाला प्रतीकात्मक वर्णपट म्हणणे तर्कसंगत ठरेल. म्हणजेच, केवळ या वैशिष्ट्याचा (स्पेक्ट्रम) वापर करून, फ्लायवर मजकूराची भाषा निश्चित करण्यासाठी न्यूरल नेटवर्कला प्रशिक्षण देणे शक्य आहे.

जर आपण ग्रंथ/पुस्तकांच्या संचासाठी सामान्य प्रतीकात्मक स्पेक्ट्रम गोळा केला, तर आपल्याला लायब्ररीचे प्रतीकात्मक स्पेक्ट्रम मिळेल. या लायब्ररीतील प्रत्येक वैयक्तिक पुस्तकात सामान्य पुस्तकापासून काही विचलनांसह समान प्रतीकात्मक स्पेक्ट्रम असेल.

संक्रमण सारणी किंवा त्याचा काही भाग वापरून, आपण स्त्रोत मजकूर अंशतः किंवा पूर्णपणे पुनर्संचयित करू शकता. हे तार्किकदृष्ट्या खालील विचारांवरून येते:

• मजकुरात एकदा दिसणार्‍या वर्णांमध्ये संक्रमण सारणीमध्ये एक पूर्वीचे आणि त्यानंतरचे एक वर्ण आहे, ज्यामुळे त्यांना एका साखळीत अस्पष्टपणे एकत्र करणे शक्य होते.
• मजकूरातील काही वर्णांसाठी मागील आणि पुढील निर्देशांकांचे एकसारखे संच आहेत, ज्याचा अर्थ "कोण कोणाच्या मागे आहे" याचा अस्पष्ट निर्धार देखील आहे.
• उर्वरित वर्णांसाठी, तुम्ही किमान अस्पष्टता कमी करू शकता आणि मजकूर पूर्णपणे पुनर्संचयित करण्यासाठी गहाळ माहितीच्या प्रमाणात निष्कर्ष काढू शकता (मी अद्याप या टप्प्यावर खोलवर गेलो नाही, मी नंतर परत येईन)

मजकूर हा वर्णांचा अनन्य क्रमाने केलेला क्रम असल्याने, ते एक प्रतीकात्मक कार्य मानले जाऊ शकते जे निर्देशांकावर (मजकूरातील स्थान) अवलंबून असते.

हे कार्य वेगळे आणि भिन्न आहे.

मूलत:, संक्रमण सारणी प्रथम-क्रम "प्रतिकात्मक व्युत्पन्न" चे वर्णन करते.

न्यूरल नेटवर्क्समध्ये उच्च ऑर्डरच्या डेरिव्हेटिव्ह्जमध्ये लपलेले स्वारस्य असू शकते, परंतु हा दुसर्या लेखाचा विषय आहे.

वर वर्णन केलेल्या पद्धतीचा वापर करून प्राप्त केलेल्या लहान मजकूराच्या तुकड्यासाठी डेटा संरचनेचे उदाहरण

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isSpace: " ",
isSign: ".,:;…—?!()<>{}[]"«»/-+*&%$@=#"
},
definedSymbols: "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyzАБВГДЕЁЖЗИЙКЛМНОПРСТУФХЦЧШЩЪЫЬЭЮЯабвгдеёжзийклмнопрстуфхцчшщъыьэюя0123456789_ .,:;…—?!()<>{}[]"«»/-+*&%$@=#",
textSymbols: " ,.:ВДКЛМПТХШЭабвгдежзийклмнопрстуфхцчшщыьэюя—",
undefinedTextSymbols: "",
analytics: {
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{
symbol: "В",
code: 1042,
mask: 1,
context: {
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isSpace: false,
isSign: false
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{
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code: 1080,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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{
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{
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isSign: false
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{
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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
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},
{
symbol: "е",
code: 1077,
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isSign: false
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context: {
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isSign: false
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mask: 1,
context: {
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mask: 2,
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symbol: "ш",
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isSign: false
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mask: 1,
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isSign: false
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isWord: true,
isSpace: false,
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,
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symbol: " ",
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isWord: false,
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isWord: true,
isSpace: false,
isSign: false
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isSign: false
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isWord: true,
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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,
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isSign: false
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symbol: "ч",
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "е",
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isWord: true,
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isSign: false
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isWord: true,
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isSign: false
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symbol: "к",
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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: "м",
code: 1084,
mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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isWord: false,
isSpace: true,
isSign: false
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{
symbol: "к",
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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{
symbol: "о",
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "к",
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isWord: true,
isSpace: false,
isSign: false
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{
symbol: "о",
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mask: 1,
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isWord: true,
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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: "е",
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isWord: true,
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isSign: false
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{
symbol: ".",
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mask: 4,
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isSpace: false,
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{
symbol: " ",
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mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
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{
symbol: "Ш",
code: 1064,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "а",
code: 1072,
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isWord: true,
isSpace: false,
isSign: false
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mask: 2,
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symbol: "у",
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isWord: true,
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symbol: "р",
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isWord: true,
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symbol: "ж",
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isSign: false
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isSign: false
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symbol: "и",
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mask: 1,
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isSpace: true,
isSign: false
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "т",
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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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isSpace: false,
isSign: false
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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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isSpace: false,
isSign: false
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mask: 1,
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isSign: false
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symbol: "к",
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isSign: false
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symbol: " ",
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isSign: false
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mask: 1,
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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: "о",
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mask: 1,
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isSign: false
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isSign: false
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{
symbol: " ",
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symbol: "я",
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mask: 1,
context: {
isWord: true,
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isSign: false
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symbol: "р",
code: 1088,
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isSign: false
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{
symbol: "к",
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{
symbol: "о",
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mask: 1,
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isSpace: false,
isSign: false
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{
symbol: "с",
code: 1089,
mask: 1,
context: {
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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: ",",
code: 44,
mask: 4,
context: {
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isSpace: false,
isSign: true
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{
symbol: " ",
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mask: 2,
context: {
isWord: false,
isSpace: true,
isSign: false
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{
symbol: "к",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "о",
code: 1086,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "т",
code: 1090,
mask: 1,
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isSpace: false,
isSign: false
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{
symbol: "о",
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symbol: "р",
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "у",
code: 1091,
mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "ю",
code: 1102,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: " ",
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mask: 2,
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isSpace: true,
isSign: false
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{
symbol: "о",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "н",
code: 1085,
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: " ",
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mask: 2,
context: {
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isSpace: true,
isSign: false
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symbol: "н",
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "а",
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isSpace: false,
isSign: false
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{
symbol: "з",
code: 1079,
mask: 1,
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isWord: true,
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isSign: false
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symbol: "ы",
code: 1099,
mask: 1,
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isSpace: false,
isSign: false
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symbol: "в",
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "а",
code: 1072,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "л",
code: 1083,
mask: 1,
context: {
isWord: true,
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,
context: {
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isSpace: true,
isSign: false
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symbol: "т",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "о",
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mask: 1,
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isSign: false
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symbol: "ч",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "к",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "о",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "й",
code: 1081,
mask: 1,
context: {
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isSpace: false,
isSign: false
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{
symbol: " ",
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mask: 2,
context: {
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isSpace: true,
isSign: false
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symbol: "с",
code: 1089,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "б",
code: 1073,
mask: 1,
context: {
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isSpace: false,
isSign: false
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{
symbol: "о",
code: 1086,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "р",
code: 1088,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "к",
code: 1082,
mask: 1,
context: {
isWord: true,
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: 4,
context: {
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isSpace: false,
isSign: true
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{
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mask: 2,
context: {
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isSpace: true,
isSign: false
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{
symbol: "и",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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{
symbol: " ",
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mask: 2,
context: {
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isSpace: true,
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: "о",
code: 1086,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "б",
code: 1073,
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: "р",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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{
symbol: "а",
code: 1072,
mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "е",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "т",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "и",
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context: {
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mask: 1,
context: {
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mask: 1,
context: {
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symbol: "я",
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isSign: false
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isSpace: true,
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{
symbol: " ",
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isWord: false,
isSpace: true,
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{
symbol: "Ш",
code: 1064,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "а",
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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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isWord: true,
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isSign: false
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symbol: "о",
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isSpace: false,
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symbol: "м",
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "у",
code: 1091,
mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: ",",
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mask: 4,
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isSpace: false,
isSign: true
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mask: 2,
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isSpace: true,
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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isSign: false
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mask: 2,
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isSpace: true,
isSign: false
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{
symbol: "о",
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mask: 1,
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isWord: true,
isSpace: false,
isSign: false
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symbol: "н",
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context: {
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isSpace: false,
isSign: false
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symbol: "и",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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mask: 2,
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isSpace: true,
isSign: false
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isSpace: false,
isSign: false
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symbol: "а",
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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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isSign: false
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mask: 1,
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isSign: false
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mask: 1,
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isSpace: false,
isSign: false
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symbol: "л",
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isSign: false
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symbol: "и",
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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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{
symbol: "э",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "н",
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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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isSpace: false,
isSign: false
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mask: 1,
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isSpace: false,
isSign: false
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context: {
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isSpace: false,
isSign: false
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mask: 1,
context: {
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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,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "к",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "и",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "м",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "и",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: " ",
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mask: 2,
context: {
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isSpace: true,
isSign: false
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symbol: "ф",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "а",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "к",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "т",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "а",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "м",
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mask: 1,
context: {
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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: ".",
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mask: 4,
context: {
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isSpace: false,
isSign: true
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},
{
symbol: " ",
code: 32,
mask: 2,
context: {
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isSpace: true,
isSign: false
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},
{
symbol: "П",
code: 1055,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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},
{
symbol: "о",
code: 1086,
mask: 1,
context: {
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isSign: false
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symbol: "д",
code: 1076,
mask: 1,
context: {
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isSpace: false,
isSign: false
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{
symbol: " ",
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mask: 2,
context: {
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isSpace: true,
isSign: false
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symbol: "э",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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{
symbol: "н",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "е",
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mask: 1,
context: {
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isSign: false
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symbol: "р",
code: 1088,
mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "г",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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mask: 1,
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symbol: " ",
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isSign: false
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symbol: "т",
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isSign: false
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symbol: " ",
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isSpace: false,
isSign: false
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symbol: "т",
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isSign: false
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mask: 1,
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isSpace: false,
isSign: false
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isSpace: true,
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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: 1,
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mask: 2,
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mask: 1,
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isSpace: false,
isSign: false
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symbol: "а",
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mask: 1,
context: {
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isSign: 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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symbol: "в",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "и",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "т",
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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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symbol: "е",
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mask: 1,
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isSign: false
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symbol: "в",
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mask: 1,
context: {
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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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isSign: false
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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,
isSign: false
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symbol: "э",
code: 1101,
mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "н",
code: 1085,
mask: 1,
context: {
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isSpace: false,
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,
context: {
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isSpace: false,
isSign: false
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symbol: "г",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "е",
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isSign: false
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symbol: "т",
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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: "ч",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "е",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "с",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "к",
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mask: 1,
context: {
isWord: true,
isSpace: false,
isSign: false
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symbol: "о",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "м",
code: 1084,
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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symbol: "ф",
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mask: 1,
context: {
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isSign: false
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symbol: "а",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "к",
code: 1082,
mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "т",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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{
symbol: "е",
code: 1077,
mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: ":",
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mask: 4,
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isSpace: false,
isSign: true
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symbol: " ",
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mask: 2,
context: {
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isSpace: true,
isSign: false
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symbol: "п",
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mask: 1,
context: {
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isSpace: false,
isSign: false
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symbol: "р",
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mask: 1,
context: {
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isSign: false
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symbol: "о",
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mask: 1,
context: {
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mask: 1,
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mask: 1,
context: {
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mask: 1,
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mask: 1,
context: {
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"964",
"1064",
"1078"
],
1077: [
"231",
"251"
],
1079: [
"962"
],
1083: [
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"1258"
],
1084: [
"622",
"986",
"1045",
"1060",
"1357"
],
1088: [
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],
1089: [
"513",
"674",
"1474"
],
1090: [
"1130"
],
1095: [
"793",
"1157",
"1546"
],
1096: [
"294",
"409",
"548"
]
},
count: 36,
symbol: "ы",
code: 1099
},
{
indexes: {
1076: [
"2",
"68",
"94",
"225",
"261",
"312",
"376",
"642",
"708",
"823",
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"979",
"991",
"1028",
"1067",
"1081",
"1089",
"1213",
"1293",
"1420",
"1504",
"1569",
"1595"
]
},
prev: {
32: [
"68",
"312",
"642",
"1213",
"1504"
],
1077: [
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"979",
"1293",
"1569",
"1595"
],
1078: [
"376",
"823"
],
1080: [
"2",
"94",
"991"
],
1086: [
"708",
"922",
"1028",
"1067",
"1081",
"1089",
"1420"
],
1102: [
"261"
]
},
next: {
32: [
"922"
],
1072: [
"376",
"823",
"1067"
],
1075: [
"1420"
],
1077: [
"2",
"94",
"225",
"991",
"1293"
],
1080: [
"708",
"1028"
],
1083: [
"1213"
],
1086: [
"68",
"312",
"642"
],
1088: [
"1504"
],
1089: [
"979",
"1569",
"1595"
],
1095: [
"1089"
],
1099: [
"1081"
],
1103: [
"261"
]
},
count: 23,
symbol: "д",
code: 1076
},
{
indexes: {
1075: [
"11",
"137",
"159",
"173",
"217",
"344",
"489",
"797",
"855",
"899",
"928",
"1002",
"1101",
"1138",
"1200",
"1226",
"1239",
"1421",
"1507",
"1515",
"1550",
"1621"
]
},
prev: {
32: [
"1200"
],
1076: [
"1421"
],
1077: [
"137",
"159",
"1226",
"1621"
],
1086: [
"489",
"797",
"1101",
"1138",
"1550"
],
1088: [
"11",
"173",
"217",
"344",
"855",
"899",
"928",
"1002",
"1239",
"1515"
],
1091: [
"1507"
]
},
next: {
1077: [
"344",
"899",
"928",
"1239",
"1515"
],
1080: [
"11",
"173",
"217",
"489",
"855",
"1002",
"1101"
],
1083: [
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],
1086: [
"137",
"159",
"797",
"1200",
"1226",
"1421",
"1507",
"1550",
"1621"
]
},
count: 22,
symbol: "г",
code: 1075
},
{
indexes: {
44: [
"18",
"46",
"56",
"78",
"146",
"176",
"239",
"283",
"380",
"424",
"460",
"526",
"640",
"678",
"726",
"827",
"876",
"1013",
"1207",
"1264",
"1428"
]
},
prev: {
1072: [
"78",
"146"
],
1077: [
"678",
"1013"
],
1080: [
"176",
"380",
"424",
"460",
"827",
"1428"
],
1081: [
"46"
],
1082: [
"18"
],
1083: [
"1207"
],
1084: [
"726"
],
1086: [
"56",
"1264"
],
1088: [
"283"
],
1090: [
"526"
],
1091: [
"876"
],
1099: [
"239"
],
1100: [
"640"
]
},
next: {
32: [
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"46",
"56",
"78",
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"239",
"283",
"380",
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"678",
"726",
"827",
"876",
"1013",
"1207",
"1264",
"1428"
]
},
count: 21,
symbol: ",",
code: 44
},
{
indexes: {
1079: [
"49",
"182",
"440",
"500",
"519",
"594",
"634",
"723",
"888",
"963",
"1006",
"1315",
"1352",
"1407",
"1437",
"1464",
"1495",
"1559"
]
},
prev: {
32: [
"1006",
"1407"
],
1072: [
"182",
"440",
"500",
"634",
"723",
"888",
"1495"
],
1080: [
"1352"
],
1086: [
"49",
"519",
"594",
"1315",
"1559"
],
1099: [
"963"
],
1100: [
"1464"
],
1103: [
"1437"
]
},
next: {
1072: [
"634",
"1407",
"1437"
],
1074: [
"500",
"1495"
],
1083: [
"182"
],
1084: [
"1352"
],
1085: [
"49",
"519",
"594",
"1315",
"1559"
],
1086: [
"723",
"1464"
],
1088: [
"1006"
],
1099: [
"440",
"888",
"963"
]
},
count: 18,
symbol: "з",
code: 1079
},
{
indexes: {
1101: [
"7",
"169",
"192",
"213",
"340",
"395",
"507",
"534",
"625",
"851",
"895",
"924",
"998",
"1073",
"1235",
"1324",
"1511"
]
},
prev: {
32: [
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"169",
"192",
"213",
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"924",
"998",
"1073",
"1235",
"1324",
"1511"
]
},
next: {
1085: [
"7",
"169",
"213",
"340",
"851",
"895",
"924",
"998",
"1235",
"1511"
],
1090: [
"192",
"395",
"507",
"534",
"625",
"1073",
"1324"
]
},
count: 17,
symbol: "э",
code: 1101
},
{
indexes: {
1081: [
"45",
"143",
"244",
"300",
"398",
"415",
"452",
"510",
"537",
"554",
"1161",
"1174",
"1279",
"1466",
"1583"
]
},
prev: {
1080: [
"1279"
],
1086: [
"45",
"244",
"300",
"398",
"415",
"452",
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"537",
"554",
"1161",
"1174",
"1466",
"1583"
],
1103: [
"143"
]
},
next: {
32: [
"300",
"398",
"415",
"452",
"510",
"537",
"554",
"1161",
"1174",
"1279",
"1583"
],
44: [
"45"
],
46: [
"1466"
],
1089: [
"244"
],
1094: [
"143"
]
},
count: 15,
symbol: "й",
code: 1081
},
{
indexes: {
1091: [
"74",
"113",
"289",
"370",
"431",
"647",
"654",
"756",
"817",
"875",
"1196",
"1273",
"1482",
"1506"
]
},
prev: {
32: [
"370",
"817"
],
1061: [
"74",
"647",
"1196"
],
1082: [
"289"
],
1083: [
"1482"
],
1084: [
"875"
],
1088: [
"431",
"1273",
"1506"
],
1089: [
"113",
"756"
],
1090: [
"654"
]
},
next: {
32: [
"289"
],
44: [
"875"
],
1072: [
"74",
"647",
"1196"
],
1075: [
"1506"
],
1078: [
"1273"
],
1089: [
"654"
],
1090: [
"370",
"817"
],
1095: [
"1482"
],
1097: [
"113",
"756"
],
1102: [
"431"
]
},
count: 14,
symbol: "у",
code: 1091
},
{
indexes: {
1073: [
"85",
"124",
"455",
"466",
"568",
"613",
"657",
"720",
"792",
"1113",
"1257",
"1581",
"1624"
]
},
prev: {
32: [
"613",
"657",
"1257",
"1624"
],
1072: [
"568"
],
1086: [
"85",
"124",
"466",
"720",
"792",
"1113",
"1581"
],
1089: [
"455"
]
},
next: {
1072: [
"568"
],
1080: [
"466"
],
1083: [
"124"
],
1085: [
"85"
],
1086: [
"455",
"1581",
"1624"
],
1088: [
"720",
"1113"
],
1099: [
"613",
"657",
"792",
"1257"
]
},
count: 13,
symbol: "б",
code: 1073
},
{
indexes: {
1100: [
"5",
"90",
"97",
"188",
"639",
"1043",
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"1373",
"1455",
"1463",
"1477",
"1588",
"1627"
]
},
prev: {
1083: [
"1043",
"1463",
"1477",
"1588",
"1627"
],
1089: [
"639"
],
1090: [
"5",
"90",
"97",
"188",
"1146",
"1373",
"1455"
]
},
next: {
32: [
"5",
"90",
"97",
"188",
"1146",
"1373",
"1477"
],
44: [
"639"
],
1079: [
"1463"
],
1082: [
"1588"
],
1085: [
"1043"
],
1096: [
"1627"
],
1102: [
"1455"
]
},
count: 13,
symbol: "ь",
code: 1100
},
{
indexes: {
46: [
"361",
"485",
"605",
"711",
"808",
"918",
"1189",
"1392",
"1467",
"1630"
]
},
prev: {
1072: [
"605",
"808"
],
1077: [
"361",
"485",
"1392",
"1630"
],
1080: [
"918",
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],
1081: [
"1467"
],
1090: [
"711"
]
},
next: {
10: [
"711",
"1189"
],
32: [
"361",
"485",
"605",
"808",
"918",
"1392",
"1467"
],
-1: [
"1630"
]
},
count: 10,
symbol: ".",
code: 46
},
{
indexes: {
1096: [
"164",
"208",
"295",
"410",
"549",
"581",
"747",
"1217",
"1628"
]
},
prev: {
32: [
"164",
"208",
"747",
"1217"
],
1072: [
"581"
],
1099: [
"295",
"410",
"549"
],
1100: [
"1628"
]
},
next: {
1072: [
"164",
"208",
"581",
"747",
"1217"
],
1077: [
"295",
"410",
"549",
"1628"
]
},
count: 9,
symbol: "ш",
code: 1096
},
{
indexes: {
1094: [
"144",
"267",
"731",
"1186",
"1305",
"1331",
"1401",
"1536"
]
},
prev: {
32: [
"267"
],
1072: [
"1186"
],
1081: [
"144"
],
1086: [
"731",
"1305",
"1331",
"1401",
"1536"
]
},
next: {
1072: [
"144"
],
1077: [
"267",
"731",
"1305",
"1331",
"1401",
"1536"
],
1080: [
"1186"
]
},
count: 8,
symbol: "ц",
code: 1094
},
{
indexes: {
1097: [
"114",
"135",
"157",
"202",
"334",
"757",
"1011",
"1277"
]
},
prev: {
1080: [
"1011"
],
1091: [
"114",
"757"
],
1102: [
"1277"
],
1103: [
"135",
"157",
"202",
"334"
]
},
next: {
1077: [
"114",
"135",
"157",
"202",
"334",
"757",
"1011"
],
1080: [
"1277"
]
},
count: 8,
symbol: "щ",
code: 1097
},
{
indexes: {
1102: [
"13",
"260",
"432",
"1094",
"1276",
"1344",
"1456",
"1576"
]
},
prev: {
1072: [
"1276"
],
1080: [
"13"
],
1083: [
"260"
],
1091: [
"432"
],
1100: [
"1456"
],
1103: [
"1094",
"1344",
"1576"
]
},
next: {
32: [
"13",
"432",
"1456"
],
1076: [
"260"
],
1090: [
"1094",
"1344",
"1576"
],
1097: [
"1276"
]
},
count: 8,
symbol: "ю",
code: 1102
},
{
indexes: {
1078: [
"375",
"822",
"1116",
"1274",
"1388"
]
},
prev: {
1072: [
"1116"
],
1086: [
"1388"
],
1088: [
"375",
"822"
],
1091: [
"1274"
]
},
next: {
1072: [
"1274"
],
1076: [
"375",
"822"
],
1077: [
"1116"
],
1085: [
"1388"
]
},
count: 5,
symbol: "ж",
code: 1078
},
{
indexes: {
1092: [
"911",
"940",
"1250",
"1526"
]
},
prev: {
32: [
"911",
"940",
"1250",
"1526"
]
},
next: {
1072: [
"911",
"940",
"1250",
"1526"
]
},
count: 4,
symbol: "ф",
code: 1092
},
{
indexes: {
8212: [
"273",
"1071",
"1361",
"1613"
]
},
prev: {
32: [
"273",
"1071",
"1361",
"1613"
]
},
next: {
32: [
"273",
"1071",
"1361",
"1613"
]
},
count: 4,
symbol: "—",
code: 8212
},
{
indexes: {
1061: [
"73",
"646",
"1195"
]
},
prev: {
32: [
"73",
"646",
"1195"
]
},
next: {
1091: [
"73",
"646",
"1195"
]
},
count: 3,
symbol: "Х",
code: 1061
},
{
indexes: {
1093: [
"706",
"868",
"1149"
]
},
prev: {
1080: [
"868",
"1149"
],
1089: [
"706"
]
},
next: {
32: [
"868",
"1149"
],
1086: [
"706"
]
},
count: 3,
symbol: "х",
code: 1093
},
{
indexes: {
10: [
"712",
"1190"
]
},
prev: {
46: [
"712",
"1190"
]
},
next: {
1044: [
"1190"
],
1058: [
"712"
]
},
count: 2,
symbol: " ",
code: 10
},
{
indexes: {
1042: [
"0",
"37"
]
},
prev: {
32: [
"37"
],
-1: [
"0"
]
},
next: {
1080: [
"0"
],
1089: [
"37"
]
},
count: 2,
symbol: "В",
code: 1042
},
{
indexes: {
1064: [
"363",
"810"
]
},
prev: {
32: [
"363",
"810"
]
},
next: {
1072: [
"363",
"810"
]
},
count: 2,
symbol: "Ш",
code: 1064
},
{
indexes: {
1069: [
"1394",
"1469"
]
},
prev: {
32: [
"1394",
"1469"
]
},
next: {
1090: [
"1394",
"1469"
]
},
count: 2,
symbol: "Э",
code: 1069
},
{
indexes: {
58: [
"1531"
]
},
prev: {
1077: [
"1531"
]
},
next: {
32: [
"1531"
]
},
count: 1,
symbol: ":",
code: 58
},
{
indexes: {
1044: [
"1191"
]
},
prev: {
10: [
"1191"
]
},
next: {
1086: [
"1191"
]
},
count: 1,
symbol: "Д",
code: 1044
},
{
indexes: {
1050: [
"607"
]
},
prev: {
32: [
"607"
]
},
next: {
1072: [
"607"
]
},
count: 1,
symbol: "К",
code: 1050
},
{
indexes: {
1051: [
"487"
]
},
prev: {
32: [
"487"
]
},
next: {
1086: [
"487"
]
},
count: 1,
symbol: "Л",
code: 1051
},
{
indexes: {
1052: [
"651"
]
},
prev: {
32: [
"651"
]
},
next: {
1072: [
"651"
]
},
count: 1,
symbol: "М",
code: 1052
},
{
indexes: {
1055: [
"920"
]
},
prev: {
32: [
"920"
]
},
next: {
1086: [
"920"
]
},
count: 1,
symbol: "П",
code: 1055
},
{
indexes: {
1058: [
"713"
]
},
prev: {
10: [
"713"
]
},
next: {
1072: [
"713"
]
},
count: 1,
symbol: "Т",
code: 1058
}
]
}
}

Fig.1 जेव्हा मजकूराचा तुकडा हळूहळू शून्य (डावीकडून उजवीकडे) लहान केला जातो तेव्हा वर्ण स्पेक्ट्रम बदलणे. हिरव्या रेषा प्रत्येक वर्णासाठी एक स्लाइस दर्शवतात

टीझर: पुढील लेखात आपण शब्दांसह कार्य करू.

स्त्रोत: www.habr.com