CyberChef/src/core/lib/Magic.js

import OperationConfig from "../config/MetaConfig.js";
import Utils from "../Utils.js";
import Recipe from "../Recipe.js";
import Dish from "../Dish.js";
import FileType from "../operations/FileType.js";


/**
 * 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
     */
    constructor(buf) {
        this.inputBuffer = new Uint8Array(buf);
        this.inputStr = Utils.arrayBufferToStr(buf);
        this.opPatterns = Magic._generateOpPatterns();
    }

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

        for (let i = 0; i < this.opPatterns.length; i++) {
            const pattern = this.opPatterns[i],
                regex = new RegExp(pattern.match, pattern.flags);

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

        return matches;
    }

    /**
     * Attempts to detect the language of the input by comparing its byte frequency
     * to that of several known languages.
     *
     * @returns {Object[]}
     */
    detectLanguage() {
        const inputFreq = this._freqDist();
        let chiSqrs = [];

        for (let lang in LANG_FREQS) {
            chiSqrs.push({
                lang: lang,
                chiSqr: Magic._chiSqr(inputFreq, LANG_FREQS[lang])
            });
        }

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

        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() {
        return FileType.magicType(this.inputBuffer);
    }


    /**
     * Speculatively executes matching operations, recording metadata of each result.
     * 
     * @param {number} [depth=0] - How many levels to try to execute
     * @param {Object[]} [recipeConfig=[]] - The recipe configuration up to this point
     * @returns {Object[]} - A sorted list of the recipes most likely to result in correct decoding 
     */
    async speculativeExecution(depth = 0, recipeConfig = []) {
        if (depth < 0) return [];

        let results = [];

        // Record the properties of the current data
        results.push({
            recipe: recipeConfig,
            data: this.inputStr.slice(0, 100),
            languageScores: this.detectLanguage(),
            fileType: this.detectFileType(),
        });

        // Find any operations that can be run on this data
        const matchingOps = this.findMatchingOps();

        // Execute each of those 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 dish = new Dish(this.inputBuffer, Dish.ARRAY_BUFFER),
                opConfig = {
                    op: op.op,
                    args: op.args
                };

            if (ENVIRONMENT_IS_WORKER()) self.loadRequiredModules([opConfig]);

            const recipe = new Recipe([opConfig]);
            await recipe.execute(dish, 0);

            const magic = new Magic(dish.get(Dish.ARRAY_BUFFER)),
                speculativeResults = await magic.speculativeExecution(depth-1, [...recipeConfig, opConfig]);

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

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

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

            return aScore - bScore;
        });
    }

    /**
     * Calculates the number of times each byte appears in the input
     *
     * @private
     * @returns {number[]}
     */
    _freqDist() {
        const len = this.inputBuffer.length;
        let i = len,
            counts = new Array(256).fill(0);

        if (!len) return counts;

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

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

    /**
     * Generates a list of all patterns that operations claim to be able to decode.
     *
     * @private
     * @returns {Object[]}
     */
    static _generateOpPatterns() {
        let opPatterns = [];

        for (let op in OperationConfig) {
            if (!OperationConfig[op].hasOwnProperty("patterns")) continue;

            OperationConfig[op].patterns.forEach(pattern => {
                opPatterns.push({
                    op: op,
                    match: pattern.match,
                    flags: pattern.flags,
                    args: pattern.args
                });
            });
        }

        return opPatterns;
    }

    /**
     * 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 
     * @returns {number}
     */
    static _chiSqr(observed, expected) {
        let tmp,
            res = 0;

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

    /**
     * Translates an ISO 639-1 code to a full language name.
     *
     * @param {string} code - The two letter ISO 639-1 code
     * @returns {string} The full name of the languge
     */
    static codeToLanguage(code) {
        return {
            "aa": "Afar",
            "ab": "Abkhazian",
            "ae": "Avestan",
            "af": "Afrikaans",
            "ak": "Akan",
            "am": "Amharic",
            "an": "Aragonese",
            "ar": "Arabic",
            "as": "Assamese",
            "av": "Avaric",
            "ay": "Aymara",
            "az": "Azerbaijani",
            "ba": "Bashkir",
            "be": "Belarusian",
            "bg": "Bulgarian",
            "bh": "Bihari languages",
            "bi": "Bislama",
            "bm": "Bambara",
            "bn": "Bengali",
            "bo": "Tibetan",
            "br": "Breton",
            "bs": "Bosnian",
            "ca": "Catalan; Valencian",
            "ce": "Chechen",
            "ch": "Chamorro",
            "co": "Corsican",
            "cr": "Cree",
            "cs": "Czech",
            "cu": "Church Slavic; Old Slavonic; Church Slavonic; Old Bulgarian; Old Church Slavonic",
            "cv": "Chuvash",
            "cy": "Welsh",
            "da": "Danish",
            "de": "German",
            "dv": "Divehi; Dhivehi; Maldivian",
            "dz": "Dzongkha",
            "ee": "Ewe",
            "el": "Greek, Modern (1453-)",
            "en": "English",
            "eo": "Esperanto",
            "es": "Spanish; Castilian",
            "et": "Estonian",
            "eu": "Basque",
            "fa": "Persian",
            "ff": "Fulah",
            "fi": "Finnish",
            "fj": "Fijian",
            "fo": "Faroese",
            "fr": "French",
            "fy": "Western Frisian",
            "ga": "Irish",
            "gd": "Gaelic; Scottish Gaelic",
            "gl": "Galician",
            "gn": "Guarani",
            "gu": "Gujarati",
            "gv": "Manx",
            "ha": "Hausa",
            "he": "Hebrew",
            "hi": "Hindi",
            "ho": "Hiri Motu",
            "hr": "Croatian",
            "ht": "Haitian; Haitian Creole",
            "hu": "Hungarian",
            "hy": "Armenian",
            "hz": "Herero",
            "ia": "Interlingua (International Auxiliary Language Association)",
            "id": "Indonesian",
            "ie": "Interlingue; Occidental",
            "ig": "Igbo",
            "ii": "Sichuan Yi; Nuosu",
            "ik": "Inupiaq",
            "io": "Ido",
            "is": "Icelandic",
            "it": "Italian",
            "iu": "Inuktitut",
            "ja": "Japanese",
            "jv": "Javanese",
            "ka": "Georgian",
            "kg": "Kongo",
            "ki": "Kikuyu; Gikuyu",
            "kj": "Kuanyama; Kwanyama",
            "kk": "Kazakh",
            "kl": "Kalaallisut; Greenlandic",
            "km": "Central Khmer",
            "kn": "Kannada",
            "ko": "Korean",
            "kr": "Kanuri",
            "ks": "Kashmiri",
            "ku": "Kurdish",
            "kv": "Komi",
            "kw": "Cornish",
            "ky": "Kirghiz; Kyrgyz",
            "la": "Latin",
            "lb": "Luxembourgish; Letzeburgesch",
            "lg": "Ganda",
            "li": "Limburgan; Limburger; Limburgish",
            "ln": "Lingala",
            "lo": "Lao",
            "lt": "Lithuanian",
            "lu": "Luba-Katanga",
            "lv": "Latvian",
            "mg": "Malagasy",
            "mh": "Marshallese",
            "mi": "Maori",
            "mk": "Macedonian",
            "ml": "Malayalam",
            "mn": "Mongolian",
            "mr": "Marathi",
            "ms": "Malay",
            "mt": "Maltese",
            "my": "Burmese",
            "na": "Nauru",
            "nb": "Bokmål, Norwegian; Norwegian Bokmål",
            "nd": "Ndebele, North; North Ndebele",
            "ne": "Nepali",
            "ng": "Ndonga",
            "nl": "Dutch; Flemish",
            "nn": "Norwegian Nynorsk; Nynorsk, Norwegian",
            "no": "Norwegian",
            "nr": "Ndebele, South; South Ndebele",
            "nv": "Navajo; Navaho",
            "ny": "Chichewa; Chewa; Nyanja",
            "oc": "Occitan (post 1500)",
            "oj": "Ojibwa",
            "om": "Oromo",
            "or": "Oriya",
            "os": "Ossetian; Ossetic",
            "pa": "Panjabi; Punjabi",
            "pi": "Pali",
            "pl": "Polish",
            "ps": "Pushto; Pashto",
            "pt": "Portuguese",
            "qu": "Quechua",
            "rm": "Romansh",
            "rn": "Rundi",
            "ro": "Romanian; Moldavian; Moldovan",
            "ru": "Russian",
            "rw": "Kinyarwanda",
            "sa": "Sanskrit",
            "sc": "Sardinian",
            "sd": "Sindhi",
            "se": "Northern Sami",
            "sg": "Sango",
            "si": "Sinhala; Sinhalese",
            "sk": "Slovak",
            "sl": "Slovenian",
            "sm": "Samoan",
            "sn": "Shona",
            "so": "Somali",
            "sq": "Albanian",
            "sr": "Serbian",
            "ss": "Swati",
            "st": "Sotho, Southern",
            "su": "Sundanese",
            "sv": "Swedish",
            "sw": "Swahili",
            "ta": "Tamil",
            "te": "Telugu",
            "tg": "Tajik",
            "th": "Thai",
            "ti": "Tigrinya",
            "tk": "Turkmen",
            "tl": "Tagalog",
            "tn": "Tswana",
            "to": "Tonga (Tonga Islands)",
            "tr": "Turkish",
            "ts": "Tsonga",
            "tt": "Tatar",
            "tw": "Twi",
            "ty": "Tahitian",
            "ug": "Uighur; Uyghur",
            "uk": "Ukrainian",
            "ur": "Urdu",
            "uz": "Uzbek",
            "ve": "Venda",
            "vi": "Vietnamese",
            "vo": "Volapük",
            "wa": "Walloon",
            "wo": "Wolof",
            "xh": "Xhosa",
            "yi": "Yiddish",
            "yo": "Yoruba",
            "za": "Zhuang; Chuang",
            "zh": "Chinese",
            "zu": "Zulu"
        }[code];
    }

}

/**
 * Byte frequencies of various languages generated from Wikipedia dumps taken in late 2017.
 * 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.
 */
const LANG_FREQS = {
    "ar": [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.65, 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, 9.194, 0.002, 0.102, 0.0001, 0.0001, 0.007, 0.001, 0.002, 0.109, 0.108, 0.002, 0.001, 0.03, 0.046, 0.42, 0.018, 0.182, 0.202, 0.135, 0.063, 0.065, 0.061, 0.055, 0.053, 0.062, 0.113, 0.054, 0.001, 0.002, 0.003, 0.002, 0.0001, 0.0001, 0.01, 0.006, 0.009, 0.007, 0.005, 0.004, 0.004, 0.004, 0.005, 0.002, 0.002, 0.005, 0.007, 0.005, 0.004, 0.007, 0.001, 0.005, 0.009, 0.006, 0.002, 0.002, 0.002, 0.001, 0.001, 0.001, 0.007, 0.001, 0.007, 0.0001, 0.004, 0.0001, 0.052, 0.008, 0.019, 0.018, 0.055, 0.008, 0.011, 0.016, 0.045, 0.001, 0.006, 0.028, 0.016, 0.037, 0.04, 0.012, 0.001, 0.038, 0.03, 0.035, 0.02, 0.006, 0.006, 0.002, 0.009, 0.002, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.055, 1.131, 0.874, 0.939, 4.804, 2.787, 2.235, 1.018, 2.407, 0.349, 3.542, 0.092, 0.4, 0.007, 0.051, 0.053, 0.022, 0.061, 0.01, 0.008, 0.001, 0.001, 0.0001, 0.001, 0.001, 0.001, 0.0001, 0.008, 0.001, 0.001, 0.0001, 0.002, 0.013, 0.133, 0.049, 0.782, 0.037, 0.335, 0.157, 6.208, 1.599, 1.486, 1.889, 0.276, 0.607, 0.762, 0.341, 1.38, 0.239, 2.041, 0.293, 1.149, 0.411, 0.383, 0.246, 0.406, 0.094, 1.401, 0.223, 0.006, 0.001, 0.001, 0.001, 0.001, 0.0001, 0.0001, 0.027, 0.003, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.003, 0.001, 0.003, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.002, 23.298, 20.414, 0.003, 0.004, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.0001, 0.019, 0.001, 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],
    "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],
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    "ur": [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.979, 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, 11.161, 0.002, 0.04, 0.0001, 0.0001, 0.001, 0.0001, 0.006, 0.157, 0.157, 0.0001, 0.001, 0.081, 0.085, 0.055, 0.007, 0.121, 0.179, 0.119, 0.082, 0.072, 0.073, 0.068, 0.065, 0.07, 0.096, 0.098, 0.002, 0.004, 0.003, 0.004, 0.0001, 0.0001, 0.02, 0.016, 0.035, 0.016, 0.006, 0.007, 0.013, 0.009, 0.011, 0.009, 0.012, 0.015, 0.025, 0.011, 0.007, 0.016, 0.003, 0.012, 0.029, 0.016, 0.005, 0.006, 0.007, 0.001, 0.005, 0.003, 0.004, 0.0001, 0.004, 0.0001, 0.004, 0.0001, 0.265, 0.03, 0.059, 0.059, 0.181, 0.032, 0.039, 0.075, 0.194, 0.006, 0.027, 0.102, 0.048, 0.197, 0.175, 0.037, 0.004, 0.142, 0.109, 0.147, 0.083, 0.021, 0.026, 0.005, 0.049, 0.011, 0.0001, 0.014, 0.0001, 0.0001, 0.0001, 0.055, 2.387, 0.534, 0.013, 1.581, 2.193, 2.297, 0.009, 2.712, 0.004, 0.024, 0.012, 4.725, 0.004, 0.025, 0.025, 0.036, 0.091, 1.735, 0.008, 0.507, 0.001, 0.001, 0.002, 0.02, 0.012, 0.0001, 0.005, 0.005, 0.004, 0.001, 0.005, 0.009, 0.069, 0.224, 0.005, 0.08, 0.002, 0.401, 5.353, 1.186, 2.395, 1.412, 0.054, 0.699, 0.376, 0.232, 1.576, 0.068, 2.734, 0.325, 1.531, 0.466, 0.218, 0.1, 0.222, 0.073, 1.112, 0.88, 0.012, 0.002, 0.002, 1.074, 0.003, 0.0001, 0.0001, 0.008, 0.011, 0.003, 0.003, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.001, 0.005, 0.002, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.002, 18.028, 10.547, 4.494, 8.618, 0.0001, 0.0001, 0.0001, 0.0001, 0.005, 0.001, 0.049, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.043, 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],
    "zh": [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 1.074, 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, 0.273, 0.003, 0.045, 0.0001, 0.001, 0.012, 0.001, 0.004, 0.032, 0.032, 0.001, 0.003, 0.032, 0.068, 0.063, 0.017, 0.386, 0.478, 0.308, 0.149, 0.134, 0.146, 0.127, 0.121, 0.136, 0.231, 0.018, 0.009, 0.007, 0.006, 0.007, 0.0001, 0.0001, 0.045, 0.029, 0.041, 0.028, 0.022, 0.017, 0.02, 0.019, 0.025, 0.01, 0.013, 0.02, 0.033, 0.021, 0.018, 0.028, 0.002, 0.022, 0.045, 0.031, 0.01, 0.013, 0.012, 0.007, 0.005, 0.003, 0.004, 0.0001, 0.004, 0.0001, 0.009, 0.0001, 0.159, 0.026, 0.051, 0.047, 0.17, 0.025, 0.032, 0.057, 0.124, 0.003, 0.021, 0.089, 0.049, 0.12, 0.129, 0.028, 0.002, 0.124, 0.083, 0.1, 0.058, 0.016, 0.016, 0.008, 0.03, 0.012, 0.006, 0.004, 0.006, 0.001, 0.0001, 2.707, 1.09, 1.398, 0.705, 1.23, 1.04, 0.715, 0.952, 1.455, 1.297, 0.845, 1.19, 2.403, 1.193, 0.813, 1.077, 0.889, 0.565, 0.387, 0.47, 0.931, 0.663, 1.035, 0.837, 0.77, 0.772, 1.434, 1.023, 1.668, 0.609, 0.437, 0.793, 0.535, 0.706, 0.48, 0.538, 0.785, 0.909, 0.7, 0.697, 1.017, 0.519, 0.441, 0.567, 0.626, 1.082, 0.814, 1.054, 1.074, 0.811, 0.556, 0.684, 0.903, 0.43, 0.642, 0.78, 2.083, 1.147, 2.006, 1.331, 2.547, 1.015, 0.911, 0.807, 0.0001, 0.0001, 0.069, 0.007, 0.001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 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, 0.001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.002, 0.001, 0.126, 1.369, 3.539, 8.968, 5.44, 4.358, 3.141, 2.48, 0.0001, 0.001, 0.001, 0.0001, 0.0001, 1.821, 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],
};

export default Magic;