Magic.mjs

import OperationConfig from "../config/OperationConfig.json";
import Utils, { isWorkerEnvironment } from "../Utils.mjs";
import Recipe from "../Recipe.mjs";
import Dish from "../Dish.mjs";
import {detectFileType, isType} from "./FileType.mjs";
import chiSquared from "chi-squared";

/**
 * A class for detecting encodings, file types and byte frequencies and
 * speculatively executing recipes.
 *
 * @author n1474335 [n1474335@gmail.com]
 * @copyright Crown Copyright 2018
 * @license Apache-2.0
 */
class Magic {

    /**
     * Magic constructor.
     *
     * @param {ArrayBuffer} buf
     * @param {Object} prevOp
     */
    constructor(buf, opPatterns, prevOp) {
        this.inputBuffer = new Uint8Array(buf);
        this.inputStr = Utils.arrayBufferToStr(buf);
        this.opPatterns = opPatterns || Magic._generateOpCriteria();
        this.prevOp = prevOp;
    }

    /**
     * Finds operations that claim to be able to decode the input based on
     * regular expression matches.
     *
     * @param {[Object]} opPatterns
     * @returns {Array}
     */
    inputRegexMatch(opPatterns) {
        const matches = [];

        for (let i = 0; i < opPatterns.length; i++) {
            const pattern = opPatterns[i];


            if (pattern.match.test(this.inputStr)) {
                matches.push(pattern);
            }
        }

        return matches;
    }

    /**
     * Finds operations that claim to be able to decode the input based on entropy
     * matches.
     *
     * @param {[Object]} opPatterns
     * @returns {Array}
     */
    entropyInputMatch(opPatterns) {
        const matches = [];

        const entropyOfInput = this.calcEntropy();

        for (let i = 0; i < opPatterns.length; i++) {
            const currOp = opPatterns[i];
            if ((entropyOfInput > currOp.entropy[0]) && (entropyOfInput < currOp.entropy[1]))
                matches.push(currOp);
        }
        return matches;
    }

    /**
     * Finds operations that claim to be able to decode the input based on criteria.
     *
     * @returns {Object[]}
     */
    findMatchingInputOps() {
        let matches = this.inputRegexMatch(this.opPatterns.regex);
        matches = matches.concat(this.entropyInputMatch(this.opPatterns.entropy));
        return [...new Set(matches)];
    }

    /**
     * Attempts to detect the language of the input by comparing its byte frequency
     * to that of several known languages.
     *
     * @param {boolean} [extLang=false] - Extensive language support (false = only check the most
     *                                    common Internet languages)
     * @returns {Object[]}
     */
    detectLanguage(extLang = false) {
        if (!this.inputBuffer.length) return [{
            lang: "Unknown",
            score: Math.MAX_VALUE,
            probability: Math.MIN_VALUE
        }];

        const inputFreq = this._freqDist();
        const langFreqs = extLang ? EXTENSIVE_LANG_FREQS : COMMON_LANG_FREQS;
        const chiSqrs = [];

        for (const lang in langFreqs) {
            const [score, prob] = Magic._chiSqr(inputFreq, langFreqs[lang]);
            chiSqrs.push({
                lang: lang,
                score: score,
                probability: prob
            });
        }

        // Sort results so that the most likely match is at the top
        chiSqrs.sort((a, b) => {
            return a.score - b.score;
        });

        return chiSqrs;
    }

    /**
     * Detects any matching file types for the input.
     *
     * @returns {Object} type
     * @returns {string} type.ext - File extension
     * @returns {string} type.mime - Mime type
     * @returns {string} [type.desc] - Description
     */
    detectFileType() {
        const fileType = detectFileType(this.inputBuffer);

        if (!fileType.length) return null;
        return {
            name: fileType[0].name,
            ext: fileType[0].extension,
            mime: fileType[0].mime,
            desc: fileType[0].description
        };
    }

    /**
     * Detects whether the input buffer is valid UTF8.
     *
     * @returns {boolean}
     */
    isUTF8() {
        const bytes = new Uint8Array(this.inputBuffer);
        let i = 0;
        while (i < bytes.length) {
            if (( // ASCII
                bytes[i] === 0x09 ||
                bytes[i] === 0x0A ||
                bytes[i] === 0x0D ||
                (0x20 <= bytes[i] && bytes[i] <= 0x7E)
            )) {
                i += 1;
                continue;
            }

            if (( // non-overlong 2-byte
                (0xC2 <= bytes[i] && bytes[i] <= 0xDF) &&
                (0x80 <= bytes[i+1] && bytes[i+1] <= 0xBF)
            )) {
                i += 2;
                continue;
            }

            if (( // excluding overlongs
                bytes[i] === 0xE0 &&
                (0xA0 <= bytes[i + 1] && bytes[i + 1] <= 0xBF) &&
                (0x80 <= bytes[i + 2] && bytes[i + 2] <= 0xBF)
            ) ||
            ( // straight 3-byte
                ((0xE1 <= bytes[i] && bytes[i] <= 0xEC) ||
                bytes[i] === 0xEE ||
                bytes[i] === 0xEF) &&
                (0x80 <= bytes[i + 1] && bytes[i+1] <= 0xBF) &&
                (0x80 <= bytes[i+2] && bytes[i+2] <= 0xBF)
            ) ||
            ( // excluding surrogates
                bytes[i] === 0xED &&
                (0x80 <= bytes[i+1] && bytes[i+1] <= 0x9F) &&
                (0x80 <= bytes[i+2] && bytes[i+2] <= 0xBF)
            )) {
                i += 3;
                continue;
            }

            if (( // planes 1-3
                bytes[i] === 0xF0 &&
                (0x90 <= bytes[i + 1] && bytes[i + 1] <= 0xBF) &&
                (0x80 <= bytes[i + 2] && bytes[i + 2] <= 0xBF) &&
                (0x80 <= bytes[i + 3] && bytes[i + 3] <= 0xBF)
            ) ||
            ( // planes 4-15
                (0xF1 <= bytes[i] && bytes[i] <= 0xF3) &&
                (0x80 <= bytes[i + 1] && bytes[i + 1] <= 0xBF) &&
                (0x80 <= bytes[i + 2] && bytes[i + 2] <= 0xBF) &&
                (0x80 <= bytes[i + 3] && bytes[i + 3] <= 0xBF)
            ) ||
            ( // plane 16
                bytes[i] === 0xF4 &&
                (0x80 <= bytes[i + 1] && bytes[i + 1] <= 0x8F) &&
                (0x80 <= bytes[i + 2] && bytes[i + 2] <= 0xBF) &&
                (0x80 <= bytes[i + 3] && bytes[i + 3] <= 0xBF)
            )) {
                i += 4;
                continue;
            }

            return false;
        }

        return true;
    }

    /**
     * Calculates the Shannon entropy of the input data.
     *
     * @returns {number}
     */
    calcEntropy() {
        const prob = this._freqDist();
        let entropy = 0,
            p;

        for (let i = 0; i < prob.length; i++) {
            p = prob[i] / 100;
            if (p === 0) continue;
            entropy += p * Math.log(p) / Math.log(2);
        }
        return -entropy;
    }

    /**
     * Generate various simple brute-forced encodings of the data (trucated to 100 bytes).
     *
     * @returns {Object[]} - The encoded data and an operation config to generate it.
     */
    async bruteForce() {
        const sample = new Uint8Array(this.inputBuffer).slice(0, 100);
        const results = [];

        // 1-byte XOR
        for (let i = 1; i < 256; i++) {
            results.push({
                data: sample.map(b => b ^ i).buffer,
                conf: {
                    op: "XOR",
                    args: [{"option": "Hex", "string": i.toString(16)}, "Standard", false]
                }
            });
        }

        // Bit rotate
        for (let i = 1; i < 8; i++) {
            results.push({
                data: sample.map(b => (b >> i) | ((b & (Math.pow(2, i) - 1)) << (8 - i))).buffer,
                conf: {
                    op: "Rotate right",
                    args: [i, false]
                }
            });
        }

        // Character encodings
        const encodings = OperationConfig["Encode text"].args[0].value;

        /**
         * Test character encodings and add them if they change the data.
         */
        const testEnc = async op => {
            for (let i = 0; i < encodings.length; i++) {
                const conf = {
                    op: op,
                    args: [encodings[i]]
                };

                try {
                    const data = await this._runRecipe([conf], sample.buffer);

                    // Only add to the results if it changed the data
                    if (!_buffersEqual(data, sample.buffer)) {
                        results.push({
                            data: data,
                            conf: conf
                        });
                    }
                } catch (err) {
                    continue;
                }
            }
        };

        await testEnc("Encode text");
        await testEnc("Decode text");

        return results;
    }

    /**
     *
     */
    checkRegexes(regexes) {
        for (const elem of regexes) {
            const regex = new RegExp(elem.match, elem.flags);
            if  (regex.test(this.inputStr))
                return true;
        }
        return false;
    }
    /**
     *
     */
    checkOutputFromPrevious() {
        let score = 0;
        if ("regex" in this.prevOp.output) {
            if (this.checkRegexes(this.prevOp.output.regex)) score++;
        }
        if ("entropy" in this.prevOp.output) {
            const inputEntropy = this.calcEntropy();
            if ((inputEntropy > this.prevOp.output.entropy[0]) && (inputEntropy < this.prevOp.output.entropy[1])) score++;
        }
        if ("mime" in this.prevOp.output) {
            if (isType(this.prevOp.output.mime, this.inputBuffer)) score++;
        }
        return score > 0;
    }

    /**
     * Speculatively executes matching operations, recording metadata of each result.
     *
     * @param {number} [depth=0] - How many levels to try to execute
     * @param {boolean} [extLang=false] - Extensive language support (false = only check the most
     *                                    common Internet languages)
     * @param {boolean} [intensive=false] - Run brute-forcing on each branch (significantly affects
     *                                      performance)
     * @param {Object[]} [recipeConfig=[]] - The recipe configuration up to this point
     * @param {boolean} [useful=false] - Whether the current recipe should be scored highly
     * @param {string} [crib=null] - The regex crib provided by the user, for filtering the operation output
     * @returns {Object[]} - A sorted list of the recipes most likely to result in correct decoding
     */
    async speculativeExecution(depth=0, extLang=false, intensive=false, recipeConfig=[], useful=false, crib=null) {
        if (depth < 0) return [];

        // Find any operations that can be run on this data

        if (this.prevOp) {
            if ("output" in this.prevOp) {
                if (!(this.checkOutputFromPrevious())) {
                    return [];
                }
            }
        }
        const matchingOps = this.findMatchingInputOps();
        let results = [];

        // Record the properties of the current data
        results.push({
            recipe: recipeConfig,
            data: this.inputStr.slice(0, 100),
            languageScores: this.detectLanguage(extLang),
            fileType: this.detectFileType(),
            isUTF8: this.isUTF8(),
            entropy: this.calcEntropy(),
            matchingOps: matchingOps,
            useful: useful,
            matchesCrib: crib && crib.test(this.inputStr)
        });
        const prevOp = recipeConfig[recipeConfig.length - 1];

        // Execute each of the matching operations, then recursively call the speculativeExecution()
        // method on the resulting data, recording the properties of each option.
        await Promise.all(matchingOps.map(async op => {
            const opConfig = {
                    op: op.op,
                    args: op.args
                }, output = await this._runRecipe([opConfig]);

            // If the recipe is repeating and returning the same data, do not continue
            if (prevOp && op.op === prevOp.op && _buffersEqual(output, this.inputBuffer)) {
                return;
            }

            // If the recipe returned an empty buffer, do not continue
            if (_buffersEqual(output, new ArrayBuffer())) {
                return;
            }


            const magic = new Magic(output, this.opPatterns, OperationConfig[op.op]),
                speculativeResults = await magic.speculativeExecution(
                    depth-1, extLang, intensive, [...recipeConfig, opConfig], op.useful, crib);

            results = results.concat(speculativeResults);
        }));

        if (intensive) {
            // Run brute forcing of various types on the data and create a new branch for each option
            const bfEncodings = await this.bruteForce();

            await Promise.all(bfEncodings.map(async enc => {
                const magic = new Magic(enc.data, this.opPatterns, undefined),
                    bfResults = await magic.speculativeExecution(
                        depth-1, extLang, false, [...recipeConfig, enc.conf], false, crib);

                results = results.concat(bfResults);
            }));
        }

        // Prune branches that result in unhelpful outputs
        const prunedResults = results.filter(r =>
            (r.useful || r.data.length > 0) &&          // The operation resulted in ""
            (                                           // One of the following must be true
                r.languageScores[0].probability > 0 ||    // Some kind of language was found
                r.fileType ||                             // A file was found
                r.isUTF8 ||                               // UTF-8 was found
                r.matchingOps.length                      // A matching op was found
            )
        );

        // Return a sorted list of possible recipes along with their properties
        return prunedResults.sort((a, b) => {
            // Each option is sorted based on its most likely language (lower is better)
            let aScore = a.languageScores[0].score,
                bScore = b.languageScores[0].score;

            // If the result is valid UTF8, its score gets boosted (lower being better)
            if (a.isUTF8) aScore -= 100;
            if (b.isUTF8) bScore -= 100;

            // If a recipe results in a file being detected, it receives a relatively good score
            if (a.fileType && aScore > 500) aScore = 500;
            if (b.fileType && bScore > 500) bScore = 500;

            // If the option is marked useful, give it a good score
            if (a.useful && aScore > 100) aScore = 100;
            if (b.useful && bScore > 100) bScore = 100;

            // Shorter recipes are better, so we add the length of the recipe to the score
            aScore += a.recipe.length;
            bScore += b.recipe.length;

            // Lower entropy is "better", so we add the entropy to the score
            aScore += a.entropy;
            bScore += b.entropy;

            // A result with no recipe but matching ops suggests there are better options
            if ((!a.recipe.length && a.matchingOps.length) &&
                b.recipe.length)
                return 1;

            return aScore - bScore;
        });
    }

    /**
     * Runs the given recipe over the input buffer and returns the output.
     *
     * @param {Object[]} recipeConfig
     * @param {ArrayBuffer} [input=this.inputBuffer]
     * @returns {ArrayBuffer}
     */
    async _runRecipe(recipeConfig, input=this.inputBuffer) {
        input = input instanceof ArrayBuffer ? input : input.buffer;
        const dish = new Dish();
        dish.set(input, Dish.ARRAY_BUFFER);

        if (isWorkerEnvironment()) self.loadRequiredModules(recipeConfig);

        const recipe = new Recipe(recipeConfig);
        try {
            await recipe.execute(dish);
            // Return an empty buffer if the recipe did not run to completion
            if (recipe.lastRunOp === recipe.opList[recipe.opList.length - 1]) {
                return await dish.get(Dish.ARRAY_BUFFER);
            } else {
                return new ArrayBuffer();
            }
        } catch (err) {
            // If there are errors, return an empty buffer
            return new ArrayBuffer();
        }
    }

    /**
     * Calculates the number of times each byte appears in the input as a percentage
     *
     * @private
     * @returns {number[]}
     */
    _freqDist() {
        if (this.freqDist) return this.freqDist;

        const len = this.inputBuffer.length;
        let i = len;
        const counts = new Array(256).fill(0);

        if (!len) {
            this.freqDist = counts;
            return this.freqDist;
        }

        while (i--) {
            counts[this.inputBuffer[i]]++;
        }

        this.freqDist = counts.map(c => {
            return c / len * 100;
        });
        return this.freqDist;
    }

    /**
     * Generates a list of all patterns that operations claim to be able to decode.
     *
     * @private
     * @returns {Object[]}
     */
    static _generateOpCriteria() {
        const opCriteria = {
            regex: [],
            entropy: []
        };

        for (const op in OperationConfig) {
            if ("input" in OperationConfig[op]) {
                if ("regex" in OperationConfig[op].input)
                    OperationConfig[op].input.regex.forEach(pattern => {
                        opCriteria.regex.push({
                            op: op,
                            match: new RegExp(pattern.match, pattern.flags),
                            args: pattern.args,
                            useful: pattern.useful || false
                        });
                    });
                if ("entropy" in OperationConfig[op].input) {
                    opCriteria.entropy.push({
                        op: op,
                        entropy: OperationConfig[op].input.entropy.input,
                        args:  OperationConfig[op].input.entropy.args
                    });
                }
            }
        }

        return opCriteria;
    }

    /**
     * Calculates Pearson's Chi-Squared test for two frequency arrays.
     * https://en.wikipedia.org/wiki/Pearson%27s_chi-squared_test
     *
     * @private
     * @param {number[]} observed
     * @param {number[]} expected
     * @param {number} ddof - Delta degrees of freedom
     * @returns {number[]} - The score and the probability
     */
    static _chiSqr(observed, expected, ddof=0) {
        let tmp,
            score = 0;

        for (let i = 0; i < observed.length; i++) {
            tmp = observed[i] - expected[i];
            score += tmp * tmp / expected[i];
        }

        return [
            score,
            1 - chiSquared.cdf(score, observed.length - 1 - ddof)
        ];
    }

    /**
     * Translates ISO 639(-ish) codes to their full language names as used by Wikipedia
     * Accurate up to 2018-02
     * Taken from http://wikistats.wmflabs.org/display.php?t=wp
     *
     * @param {string} code - ISO 639 code
     * @returns {string} The full name of the language
     */
    static codeToLanguage(code) {
        return {
            "aa":  "Afar",
            "ab":  "Abkhazian",
            "ace": "Acehnese",
            "ady": "Adyghe",
            "af":  "Afrikaans",
            "ak":  "Akan",
            "als": "Alemannic",
            "am":  "Amharic",
            "an":  "Aragonese",
            "ang": "Anglo-Saxon",
            "ar":  "Arabic",
            "arc": "Aramaic",
            "arz": "Egyptian Arabic",
            "as":  "Assamese",
            "ast": "Asturian",
            "atj": "Atikamekw",
            "av":  "Avar",
            "ay":  "Aymara",
            "az":  "Azerbaijani",
            "azb": "South Azerbaijani",
            "ba":  "Bashkir",
            "bar": "Bavarian",
            "bat-smg": "Samogitian",
            "bcl": "Central_Bicolano",
            "be":  "Belarusian",
            "be-tarask": "Belarusian (Taraškievica)",
            "bg":  "Bulgarian",
            "bh":  "Bihari",
            "bi":  "Bislama",
            "bjn": "Banjar",
            "bm":  "Bambara",
            "bn":  "Bengali",
            "bo":  "Tibetan",
            "bpy": "Bishnupriya Manipuri",
            "br":  "Breton",
            "bs":  "Bosnian",
            "bug": "Buginese",
            "bxr": "Buryat (Russia)",
            "ca":  "Catalan",
            "cbk-zam": "Zamboanga Chavacano",
            "cdo": "Min Dong",
            "ce":  "Chechen",
            "ceb": "Cebuano",
            "ch":  "Chamorro",
            "cho": "Choctaw",
            "chr": "Cherokee",
            "chy": "Cheyenne",
            "ckb": "Sorani",
            "co":  "Corsican",
            "cr":  "Cree",
            "crh": "Crimean Tatar",
            "cs":  "Czech",
            "csb": "Kashubian",
            "cu":  "Old Church Slavonic",
            "cv":  "Chuvash",
            "cy":  "Welsh",
            "da":  "Danish",
            "de":  "German",
            "din": "Dinka",
            "diq": "Zazaki",
            "dsb": "Lower Sorbian",
            "dty": "Doteli",
            "dv":  "Divehi",
            "dz":  "Dzongkha",
            "ee":  "Ewe",
            "el":  "Greek",
            "eml": "Emilian-Romagnol",
            "en":  "English",
            "eo":  "Esperanto",
            "es":  "Spanish",
            "et":  "Estonian",
            "eu":  "Basque",
            "ext": "Extremaduran",
            "fa":  "Persian",
            "ff":  "Fula",
            "fi":  "Finnish",
            "fiu-vro": "Võro",
            "fj":  "Fijian",
            "fo":  "Faroese",
            "fr":  "French",
            "frp": "Franco-Provençal/Arpitan",
            "frr": "North Frisian",
            "fur": "Friulian",
            "fy":  "West Frisian",
            "ga":  "Irish",
            "gag": "Gagauz",
            "gan": "Gan",
            "gd":  "Scottish Gaelic",
            "gl":  "Galician",
            "glk": "Gilaki",
            "gn":  "Guarani",
            "gom": "Goan Konkani",
            "got": "Gothic",
            "gu":  "Gujarati",
            "gv":  "Manx",
            "ha":  "Hausa",
            "hak": "Hakka",
            "haw": "Hawaiian",
            "he":  "Hebrew",
            "hi":  "Hindi",
            "hif": "Fiji Hindi",
            "ho":  "Hiri Motu",
            "hr":  "Croatian",
            "hsb": "Upper Sorbian",
            "ht":  "Haitian",
            "hu":  "Hungarian",
            "hy":  "Armenian",
            "hz":  "Herero",
            "ia":  "Interlingua",
            "id":  "Indonesian",
            "ie":  "Interlingue",
            "ig":  "Igbo",
            "ii":  "Sichuan Yi",
            "ik":  "Inupiak",
            "ilo": "Ilokano",
            "io":  "Ido",
            "is":  "Icelandic",
            "it":  "Italian",
            "iu":  "Inuktitut",
            "ja":  "Japanese",
            "jam": "Jamaican",
            "jbo": "Lojban",
            "jv":  "Javanese",
            "ka":  "Georgian",
            "kaa": "Karakalpak",
            "kab": "Kabyle",
            "kbd": "Kabardian Circassian",
            "kbp": "Kabiye",
            "kg":  "Kongo",
            "ki":  "Kikuyu",
            "kj":  "Kuanyama",
            "kk":  "Kazakh",
            "kl":  "Greenlandic",
            "km":  "Khmer",
            "kn":  "Kannada",
            "ko":  "Korean",
            "koi": "Komi-Permyak",
            "kr":  "Kanuri",
            "krc": "Karachay-Balkar",
            "ks":  "Kashmiri",
            "ksh": "Ripuarian",
            "ku":  "Kurdish",
            "kv":  "Komi",
            "kw":  "Cornish",
            "ky":  "Kirghiz",
            "la":  "Latin",
            "lad": "Ladino",
            "lb":  "Luxembourgish",
            "lbe": "Lak",
            "lez": "Lezgian",
            "lg":  "Luganda",
            "li":  "Limburgish",
            "lij": "Ligurian",
            "lmo": "Lombard",
            "ln":  "Lingala",
            "lo":  "Lao",
            "lrc": "Northern Luri",
            "lt":  "Lithuanian",
            "ltg": "Latgalian",
            "lv":  "Latvian",
            "mai": "Maithili",
            "map-bms": "Banyumasan",
            "mdf": "Moksha",
            "mg":  "Malagasy",
            "mh":  "Marshallese",
            "mhr": "Meadow Mari",
            "mi":  "Maori",
            "min": "Minangkabau",
            "mk":  "Macedonian",
            "ml":  "Malayalam",
            "mn":  "Mongolian",
            "mo":  "Moldovan",
            "mr":  "Marathi",
            "mrj": "Hill Mari",
            "ms":  "Malay",
            "mt":  "Maltese",
            "mus": "Muscogee",
            "mwl": "Mirandese",
            "my":  "Burmese",
            "myv": "Erzya",
            "mzn": "Mazandarani",
            "na":  "Nauruan",
            "nah": "Nahuatl",
            "nap": "Neapolitan",
            "nds": "Low Saxon",
            "nds-nl": "Dutch Low Saxon",
            "ne":  "Nepali",
            "new": "Newar / Nepal Bhasa",
            "ng":  "Ndonga",
            "nl":  "Dutch",
            "nn":  "Norwegian (Nynorsk)",
            "no":  "Norwegian (Bokmål)",
            "nov": "Novial",
            "nrm": "Norman",
            "nso": "Northern Sotho",
            "nv":  "Navajo",
            "ny":  "Chichewa",
            "oc":  "Occitan",
            "olo": "Livvi-Karelian",
            "om":  "Oromo",
            "or":  "Oriya",
            "os":  "Ossetian",
            "pa":  "Punjabi",
            "pag": "Pangasinan",
            "pam": "Kapampangan",
            "pap": "Papiamentu",
            "pcd": "Picard",
            "pdc": "Pennsylvania German",
            "pfl": "Palatinate German",
            "pi":  "Pali",
            "pih": "Norfolk",
            "pl":  "Polish",
            "pms": "Piedmontese",
            "pnb": "Western Panjabi",
            "pnt": "Pontic",
            "ps":  "Pashto",
            "pt":  "Portuguese",
            "qu":  "Quechua",
            "rm":  "Romansh",
            "rmy": "Romani",
            "rn":  "Kirundi",
            "ro":  "Romanian",
            "roa-rup": "Aromanian",
            "roa-tara": "Tarantino",
            "ru":  "Russian",
            "rue": "Rusyn",
            "rw":  "Kinyarwanda",
            "sa":  "Sanskrit",
            "sah": "Sakha",
            "sc":  "Sardinian",
            "scn": "Sicilian",
            "sco": "Scots",
            "sd":  "Sindhi",
            "se":  "Northern Sami",
            "sg":  "Sango",
            "sh":  "Serbo-Croatian",
            "si":  "Sinhalese",
            "simple": "Simple English",
            "sk":  "Slovak",
            "sl":  "Slovenian",
            "sm":  "Samoan",
            "sn":  "Shona",
            "so":  "Somali",
            "sq":  "Albanian",
            "sr":  "Serbian",
            "srn": "Sranan",
            "ss":  "Swati",
            "st":  "Sesotho",
            "stq": "Saterland Frisian",
            "su":  "Sundanese",
            "sv":  "Swedish",
            "sw":  "Swahili",
            "szl": "Silesian",
            "ta":  "Tamil",
            "tcy": "Tulu",
            "te":  "Telugu",
            "tet": "Tetum",
            "tg":  "Tajik",
            "th":  "Thai",
            "ti":  "Tigrinya",
            "tk":  "Turkmen",
            "tl":  "Tagalog",
            "tn":  "Tswana",
            "to":  "Tongan",
            "tpi": "Tok Pisin",
            "tr":  "Turkish",
            "ts":  "Tsonga",
            "tt":  "Tatar",
            "tum": "Tumbuka",
            "tw":  "Twi",
            "ty":  "Tahitian",
            "tyv": "Tuvan",
            "udm": "Udmurt",
            "ug":  "Uyghur",
            "uk":  "Ukrainian",
            "ur":  "Urdu",
            "uz":  "Uzbek",
            "ve":  "Venda",
            "vec": "Venetian",
            "vep": "Vepsian",
            "vi":  "Vietnamese",
            "vls": "West Flemish",
            "vo":  "Volapük",
            "wa":  "Walloon",
            "war": "Waray-Waray",
            "wo":  "Wolof",
            "wuu": "Wu",
            "xal": "Kalmyk",
            "xh":  "Xhosa",
            "xmf": "Mingrelian",
            "yi":  "Yiddish",
            "yo":  "Yoruba",
            "za":  "Zhuang",
            "zea": "Zeelandic",
            "zh":  "Chinese",
            "zh-classical": "Classical Chinese",
            "zh-min-nan": "Min Nan",
            "zh-yue": "Cantonese",
            "zu":  "Zulu",
        }[code];
    }

}


/**
 * Byte frequencies of various languages generated from Wikipedia dumps taken in late 2017 and early 2018.
 * The Chi-Squared test cannot accept expected values of 0, so 0.0001 has been used to account for bytes
 * that do not normally appear in the language.
 *
 * The common languages are chosen based on https://w3techs.com/technologies/overview/content_language/all
 * as of early 2018.
 */
const COMMON_LANG_FREQS = {
    "en":  [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.755, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 15.843, 0.004, 0.375, 0.002, 0.008, 0.019, 0.008, 0.134, 0.137, 0.137, 0.001, 0.001, 0.972, 0.19, 0.857, 0.017, 0.334, 0.421, 0.246, 0.108, 0.104, 0.112, 0.103, 0.1, 0.127, 0.237, 0.04, 0.027, 0.004, 0.003, 0.004, 0.002, 0.0001, 0.338, 0.218, 0.326, 0.163, 0.121, 0.149, 0.133, 0.192, 0.232, 0.107, 0.082, 0.148, 0.248, 0.134, 0.103, 0.195, 0.012, 0.162, 0.368, 0.366, 0.077, 0.061, 0.127, 0.009, 0.03, 0.015, 0.004, 0.0001, 0.004, 0.0001, 0.003, 0.0001, 6.614, 1.039, 2.327, 2.934, 9.162, 1.606, 1.415, 3.503, 5.718, 0.081, 0.461, 3.153, 1.793, 5.723, 5.565, 1.415, 0.066, 5.036, 4.79, 6.284, 1.992, 0.759, 1.176, 0.139, 1.162, 0.102, 0.0001, 0.002, 0.0001, 0.0001, 0.0001, 0.06, 0.004, 0.003, 0.002, 0.001, 0.001, 0.001, 0.002, 0.001, 0.001, 0.0001, 0.001, 0.001, 0.003, 0.0001, 0.0001, 0.001, 0.001, 0.001, 0.031, 0.006, 0.001, 0.001, 0.001, 0.002, 0.014, 0.001, 0.001, 0.005, 0.005, 0.001, 0.002, 0.017, 0.007, 0.002, 0.003, 0.004, 0.002, 0.001, 0.002, 0.002, 0.012, 0.001, 0.002, 0.001, 0.004, 0.001, 0.001, 0.003, 0.003, 0.002, 0.005, 0.001, 0.001, 0.003, 0.001, 0.003, 0.001, 0.002, 0.001, 0.004, 0.001, 0.002, 0.001, 0.0001, 0.0001, 0.02, 0.047, 0.009, 0.009, 0.0001, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.003, 0.001, 0.004, 0.002, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.005, 0.002, 0.061, 0.001, 0.0001, 0.002, 0.001, 0.001, 0.001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
    "ru":  [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.512, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 7.274, 0.002, 0.063, 0.0001, 0.001, 0.009, 0.001, 0.001, 0.118, 0.118, 0.0001, 0.001, 0.595, 0.135, 0.534, 0.009, 0.18, 0.281, 0.15, 0.078, 0.076, 0.077, 0.068, 0.066, 0.083, 0.16, 0.036, 0.016, 0.002, 0.001, 0.002, 0.001, 0.0001, 0.013, 0.009, 0.014, 0.009, 0.007, 0.006, 0.007, 0.006, 0.031, 0.002, 0.003, 0.007, 0.012, 0.007, 0.005, 0.01, 0.001, 0.008, 0.017, 0.011, 0.003, 0.009, 0.005, 0.012, 0.001, 0.001, 0.001, 0.0001, 0.001, 0.0001, 0.003, 0.0001, 0.065, 0.009, 0.022, 0.021, 0.074, 0.01, 0.013, 0.019, 0.054, 0.001, 0.008, 0.036, 0.02, 0.047, 0.055, 0.013, 0.001, 0.052, 0.037, 0.041, 0.026, 0.007, 0.006, 0.003, 0.011, 0.003, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 2.469, 2.363, 2.342, 0.986, 0.156, 0.422, 0.252, 0.495, 0.217, 0.136, 0.014, 0.778, 0.56, 0.097, 0.251, 0.811, 0.09, 0.184, 0.165, 0.06, 0.179, 0.021, 0.013, 0.029, 0.05, 0.005, 0.116, 0.045, 0.087, 0.073, 0.067, 0.124, 0.211, 0.16, 0.055, 0.033, 0.036, 0.024, 0.013, 0.02, 0.022, 0.002, 0.0001, 0.1, 0.0001, 0.025, 0.009, 0.011, 3.536, 0.619, 1.963, 0.833, 1.275, 3.452, 0.323, 0.635, 3.408, 0.642, 1.486, 1.967, 1.26, 2.857, 4.587, 1.082, 0.0001, 0.0001, 0.339, 0.003, 0.001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.013, 0.0001, 0.002, 0.001, 31.356, 12.318, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.131, 0.0001, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
    "de":  [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.726, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 13.303, 0.002, 0.278, 0.0001, 0.0001, 0.007, 0.003, 0.005, 0.149, 0.149, 0.015, 0.001, 0.636, 0.237, 0.922, 0.023, 0.305, 0.472, 0.225, 0.115, 0.11, 0.121, 0.108, 0.11, 0.145, 0.271, 0.049, 0.022, 0.002, 0.002, 0.002, 0.001, 0.0001, 0.413, 0.383, 0.144, 0.412, 0.275, 0.258, 0.273, 0.218, 0.18, 0.167, 0.277, 0.201, 0.328, 0.179, 0.111, 0.254, 0.012, 0.219, 0.602, 0.209, 0.1, 0.185, 0.206, 0.005, 0.01, 0.112, 0.002, 0.0001, 0.002, 0.0001, 0.006, 0.0001, 4.417, 1.306, 1.99, 3.615, 12.382, 1.106, 2.0, 2.958, 6.179, 0.082, 0.866, 2.842, 1.869, 7.338, 2.27, 0.606, 0.016, 6.056, 4.424, 4.731, 3.002, 0.609, 0.918, 0.053, 0.169, 0.824, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.147, 0.002, 0.003, 0.001, 0.006, 0.001, 0.001, 0.002, 0.001, 0.001, 0.0001, 0.0001, 0.001, 0.004, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.03, 0.0001, 0.0001, 0.009, 0.001, 0.002, 0.009, 0.002, 0.001, 0.061, 0.0001, 0.048, 0.122, 0.057, 0.009, 0.001, 0.001, 0.4, 0.001, 0.002, 0.003, 0.003, 0.017, 0.001, 0.003, 0.001, 0.005, 0.0001, 0.001, 0.003, 0.002, 0.003, 0.005, 0.001, 0.001, 0.203, 0.0001, 0.002, 0.001, 0.002, 0.002, 0.438, 0.002, 0.002, 0.001, 0.0001, 0.0001, 0.056, 1.237, 0.01, 0.013, 0.0001, 0.0001, 0.001, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.003, 0.001, 0.005, 0.002, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.148, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
    "ja":  [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.834, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.258, 0.007, 0.036, 0.001, 0.0001, 0.005, 0.002, 0.003, 0.033, 0.033, 0.0001, 0.002, 0.019, 0.052, 0.026, 0.009, 0.281, 0.407, 0.259, 0.126, 0.108, 0.109, 0.095, 0.092, 0.104, 0.184, 0.008, 0.001, 0.002, 0.002, 0.002, 0.001, 0.0001, 0.048, 0.026, 0.039, 0.027, 0.028, 0.022, 0.018, 0.016, 0.03, 0.012, 0.014, 0.02, 0.03, 0.025, 0.025, 0.026, 0.002, 0.026, 0.045, 0.031, 0.013, 0.014, 0.014, 0.006, 0.006, 0.003, 0.001, 0.0001, 0.001, 0.0001, 0.002, 0.0001, 0.077, 0.012, 0.03, 0.026, 0.088, 0.012, 0.017, 0.025, 0.067, 0.002, 0.016, 0.041, 0.039, 0.059, 0.066, 0.016, 0.001, 0.06, 0.043, 0.051, 0.028, 0.009, 0.007, 0.004, 0.015, 0.004, 0.0001, 0.011, 0.0001, 0.0001, 0.0001, 2.555, 10.322, 5.875, 4.462, 0.784, 0.468, 0.442, 0.409, 1.173, 0.96, 0.657, 1.448, 1.442, 0.636, 0.341, 0.685, 0.495, 0.342, 0.651, 0.536, 0.435, 0.657, 0.51, 0.978, 0.31, 0.563, 0.439, 0.514, 0.668, 0.438, 0.29, 1.039, 0.423, 0.532, 0.407, 0.691, 0.677, 0.555, 0.911, 0.887, 1.086, 0.531, 0.836, 1.345, 0.438, 0.666, 1.528, 0.959, 0.535, 0.379, 0.302, 0.822, 0.614, 0.308, 0.253, 0.467, 0.807, 0.807, 0.777, 0.809, 1.292, 0.546, 0.524, 0.425, 0.0001, 0.0001, 0.002, 0.004, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.002, 0.001, 0.002, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.002, 0.0001, 0.015, 19.387, 1.167, 4.022, 2.518, 1.734, 1.339, 1.229, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.409, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
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};
const EXTENSIVE_LANG_FREQS = Object.assign({}, COMMON_LANG_FREQS, {
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    "yo":  [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 3.162, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 13.013, 0.002, 0.102, 0.0001, 0.001, 0.004, 0.001, 0.025, 0.251, 0.249, 0.0001, 0.001, 0.499, 0.259, 1.047, 0.013, 0.386, 0.744, 0.471, 0.336, 0.305, 0.301, 0.323, 0.299, 0.314, 0.417, 0.09, 0.08, 0.008, 0.009, 0.008, 0.006, 0.0001, 0.462, 0.171, 0.128, 0.102, 0.134, 0.101, 0.156, 0.11, 0.251, 0.116, 0.194, 0.108, 0.188, 0.187, 0.263, 0.133, 0.007, 0.102, 0.27, 0.148, 0.037, 0.042, 0.07, 0.006, 0.044, 0.016, 0.007, 0.0001, 0.008, 0.0001, 0.001, 0.001, 4.068, 1.959, 0.507, 1.515, 3.958, 0.547, 1.326, 0.747, 4.508, 1.331, 1.562, 2.445, 1.011, 4.469, 3.265, 1.008, 0.02, 3.063, 1.958, 2.732, 1.408, 0.219, 0.852, 0.039, 0.732, 0.092, 0.0001, 0.013, 0.0001, 0.0001, 0.0001, 0.678, 1.441, 0.002, 0.002, 0.064, 0.002, 0.001, 0.002, 0.025, 0.003, 0.001, 0.001, 0.172, 1.046, 0.0001, 0.0001, 0.001, 0.001, 0.032, 0.052, 0.002, 0.0001, 0.0001, 0.0001, 0.018, 0.066, 0.002, 0.001, 0.007, 0.006, 0.0001, 0.001, 1.085, 1.316, 0.01, 0.17, 0.004, 0.001, 0.001, 0.003, 0.307, 0.812, 0.001, 0.003, 1.559, 1.199, 0.001, 0.002, 0.003, 0.004, 0.287, 0.374, 0.003, 0.002, 0.006, 0.001, 0.038, 1.787, 1.887, 1.09, 0.005, 0.003, 0.003, 0.001, 0.0001, 0.0001, 0.021, 7.862, 0.009, 0.075, 0.0001, 0.008, 0.0001, 0.001, 0.001, 0.001, 1.898, 0.0001, 0.005, 0.002, 0.012, 0.004, 0.0001, 0.0001, 0.0001, 0.001, 0.0001, 0.0001, 0.005, 0.004, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.004, 2.718, 0.12, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
    "za":  [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 1.779, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 9.452, 0.003, 0.07, 0.0001, 0.001, 0.016, 0.002, 0.054, 0.186, 0.179, 0.001, 0.0001, 0.82, 0.089, 0.74, 0.012, 0.236, 0.344, 0.171, 0.097, 0.104, 0.109, 0.078, 0.094, 0.113, 0.172, 0.091, 0.029, 0.001, 0.001, 0.002, 0.003, 0.0001, 0.117, 0.253, 0.245, 0.236, 0.047, 0.096, 0.232, 0.128, 0.101, 0.031, 0.049, 0.109, 0.142, 0.114, 0.031, 0.114, 0.005, 0.051, 0.316, 0.07, 0.028, 0.136, 0.041, 0.012, 0.157, 0.02, 0.003, 0.0001, 0.003, 0.0001, 0.0001, 0.0001, 4.452, 1.127, 1.557, 2.16, 5.66, 0.54, 3.525, 2.807, 4.357, 1.245, 0.519, 1.215, 1.057, 5.149, 2.46, 0.332, 0.75, 1.554, 1.842, 1.639, 2.859, 0.55, 1.169, 0.375, 1.034, 2.115, 0.002, 0.0001, 0.002, 0.001, 0.0001, 1.059, 0.53, 0.446, 0.215, 0.472, 0.297, 0.257, 0.268, 0.372, 0.375, 0.213, 0.338, 0.751, 0.361, 0.284, 0.332, 0.27, 0.144, 0.117, 0.272, 0.266, 0.278, 0.305, 0.293, 0.26, 0.335, 0.49, 0.247, 0.537, 0.19, 0.142, 0.27, 0.209, 0.19, 0.122, 0.13, 0.301, 0.259, 0.231, 0.235, 0.283, 0.134, 0.154, 0.156, 0.162, 0.375, 0.302, 0.377, 0.293, 0.227, 0.124, 0.201, 0.231, 0.092, 0.229, 0.184, 0.748, 0.296, 0.646, 0.455, 0.756, 0.262, 0.268, 0.277, 0.0001, 0.0001, 0.072, 0.167, 0.018, 0.011, 0.0001, 0.002, 0.0001, 0.002, 0.001, 0.001, 0.001, 0.0001, 0.006, 0.002, 0.014, 0.004, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.012, 0.01, 0.002, 0.002, 0.0001, 0.0001, 0.0001, 0.0001, 0.022, 0.008, 0.114, 0.555, 1.309, 2.559, 1.698, 1.364, 0.916, 0.712, 0.001, 0.001, 0.001, 0.0001, 0.0001, 0.518, 0.001, 0.0001, 0.0001, 0.003, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
    "zea": [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 1.532, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 15.056, 0.008, 0.162, 0.0001, 0.0001, 0.007, 0.001, 1.415, 0.162, 0.162, 0.0001, 0.0001, 1.0, 0.532, 1.127, 0.004, 0.395, 0.563, 0.389, 0.394, 0.405, 0.319, 0.329, 0.24, 0.265, 0.382, 0.062, 0.076, 0.002, 0.003, 0.001, 0.008, 0.0001, 0.28, 0.228, 0.122, 0.346, 0.208, 0.185, 0.11, 0.117, 0.317, 0.071, 0.084, 0.154, 0.152, 0.245, 0.188, 0.145, 0.004, 0.099, 0.307, 0.104, 0.026, 0.15, 0.089, 0.002, 0.005, 0.114, 0.003, 0.0001, 0.003, 0.0001, 0.0001, 0.001, 4.665, 0.916, 0.779, 3.731, 13.123, 0.39, 1.695, 1.202, 4.867, 0.455, 1.861, 2.604, 1.621, 7.033, 3.935, 1.063, 0.011, 4.601, 3.105, 3.908, 1.82, 1.832, 0.958, 0.04, 0.135, 0.573, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.482, 0.005, 0.003, 0.002, 0.003, 0.002, 0.001, 0.001, 0.002, 0.005, 0.002, 0.001, 0.001, 0.002, 0.0001, 0.001, 0.001, 0.001, 0.001, 0.005, 0.003, 0.001, 0.0001, 0.001, 0.021, 0.432, 0.001, 0.001, 0.01, 0.009, 0.003, 0.005, 0.009, 0.008, 0.021, 0.001, 0.002, 0.001, 0.003, 0.005, 0.09, 0.052, 0.453, 0.056, 0.009, 0.006, 0.003, 0.006, 0.115, 0.002, 0.14, 0.027, 0.252, 0.001, 0.064, 0.0001, 0.002, 0.002, 0.002, 0.006, 0.004, 0.002, 0.002, 0.001, 0.0001, 0.0001, 0.239, 1.084, 0.009, 0.01, 0.0001, 0.0001, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.005, 0.002, 0.008, 0.003, 0.0001, 0.0001, 0.0001, 0.001, 0.0001, 0.002, 0.007, 0.005, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.002, 0.003, 0.481, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
    "zu":  [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 1.261, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 10.94, 0.004, 0.267, 0.001, 0.002, 0.016, 0.003, 0.041, 0.181, 0.181, 0.001, 0.001, 0.907, 0.49, 0.797, 0.099, 0.343, 0.379, 0.279, 0.134, 0.118, 0.116, 0.102, 0.097, 0.11, 0.223, 0.065, 0.035, 0.134, 0.003, 0.135, 0.005, 0.0001, 0.296, 0.147, 0.142, 0.093, 0.11, 0.08, 0.077, 0.065, 0.3, 0.114, 0.141, 0.151, 0.361, 0.387, 0.067, 0.128, 0.012, 0.082, 0.239, 0.152, 0.188, 0.039, 0.182, 0.012, 0.045, 0.07, 0.138, 0.0001, 0.139, 0.0001, 0.001, 0.0001, 10.325, 2.215, 0.829, 1.627, 7.521, 0.687, 2.042, 3.525, 7.719, 0.199, 3.874, 4.421, 2.406, 6.494, 4.881, 0.951, 0.342, 1.361, 3.011, 2.552, 4.691, 0.394, 2.227, 0.134, 1.688, 1.779, 0.0001, 0.002, 0.0001, 0.0001, 0.0001, 0.08, 0.007, 0.001, 0.001, 0.002, 0.0001, 0.014, 0.002, 0.002, 0.001, 0.0001, 0.001, 0.003, 0.005, 0.001, 0.002, 0.002, 0.014, 0.001, 0.01, 0.003, 0.0001, 0.001, 0.001, 0.002, 0.06, 0.0001, 0.001, 0.003, 0.003, 0.001, 0.0001, 0.084, 0.004, 0.0001, 0.001, 0.001, 0.0001, 0.002, 0.004, 0.002, 0.005, 0.003, 0.001, 0.001, 0.002, 0.001, 0.0001, 0.004, 0.003, 0.003, 0.005, 0.002, 0.002, 0.001, 0.006, 0.005, 0.002, 0.003, 0.005, 0.002, 0.003, 0.003, 0.0001, 0.0001, 0.0001, 0.089, 0.024, 0.004, 0.007, 0.0001, 0.0001, 0.0001, 0.002, 0.001, 0.001, 0.0001, 0.0001, 0.002, 0.001, 0.029, 0.011, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.005, 0.002, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.002, 0.002, 0.091, 0.001, 0.0001, 0.001, 0.002, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
});

/**
 * Determines whether two ArrayBuffers contain the same values.
 *
 * @param {ArrayBuffer} a
 * @param {ArrayBuffer} b
 * @returns {boolean}
 */
function _buffersEqual(a, b) {
    if (a === b) {
        return true;
    }

    if (a.byteLength !== b.byteLength) {
        return false;
    }

    const ai = new Uint8Array(a),
        bi = new Uint8Array(b);

    let i = a.byteLength;
    while (i--) {
        if (ai[i] !== bi[i]) {
            return false;
        }
    }

    return true;
}

export default Magic;