Internet-Graveyard/analyzer.js at master · Real-John-Cheung/Internet-Graveyard · GitHub

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import natural from 'natural'
import LangDetect from 'langdetect'
import jsdom from 'jsdom'
import RiTa from 'rita'
import ChineseTokenizer from 'novel-segment'

const chTokenizer = new ChineseTokenizer();
chTokenizer.useDefault();//load dict
const { JSDOM } = jsdom;
const stemmer = natural.PorterStemmer;
const Analyzer = natural.SentimentAnalyzer;
const sentimentAnalyzers = {
    'eu': new Analyzer("Basque", null, 'senticon'),
    'ca': new Analyzer("Catalan", null, "senticon"),
    'nl': new Analyzer("Dutch", stemmer, 'pattern'),
    'en': new Analyzer("English", stemmer, "afinn"),
    'fr': new Analyzer("French", stemmer, 'pattern'),
    'gl': new Analyzer("Galician", null, 'senticon'),
    'it': new Analyzer("Italian", stemmer, 'pattern'),
    'es': new Analyzer("Spanish", stemmer, 'afinn')
}

export function analyze(data) {
    let toReturn = {};
    //no. of images
    let noOfImg = typeof data === 'string' ? (data.match(/< *img/g) || []).length : 0;

    // no of Links
    let noOfLink = typeof data === 'string' ? (data.match(/< *a/g) || []).length : 0;

    //languages
    let rawlangs = []; // backup one for later
    let fullLangs = []; // full names of the languages
    let wordsInHTML; //make a copy
    if (typeof data === 'string') {
        let languages = data.match(/lang *= *(['"a-zA-Z\-])+/g);
        if (languages) {
            let langs = []
            languages.forEach(l => {
                let raw = l.replace(/lang *= */, "");
                raw = raw.replace(/['"]/g, "");
                raw = raw.trim();
                rawlangs.push(raw.slice(0, 2).toLowerCase());
                fullLangs.push(LANGTABLE[raw.slice(0, 2).toLowerCase()] || raw.slice(0, 2).toLowerCase());
            });
        }
        // use detectlanguage api
        wordsInHTML = processHTML(data);
        let words = wordsInHTML.join("");
        let mostLike = LangDetect.detect(words) && LangDetect.detect(words)[0].prob > 0.5 ? LangDetect.detect(words)[0] : undefined;
        if (mostLike !== undefined) {
            let iso2 = mostLike.lang.trim().toLowerCase().substring(0, 2);
            if (!rawlangs.includes(iso2)) rawlangs.push(iso2);
            if (!fullLangs.includes(iso2) && !fullLangs.includes(LANGTABLE[iso2])) fullLangs.push(LANGTABLE[iso2] || iso2);
        }
    }

    // words count && sentiment check
    let wordcount;
    let sentiment;
    if (typeof data === 'string') {
        if (wordsInHTML === undefined) wordsInHTML = processHTML(data);
        let arr = wordsInHTML;
        if (rawlangs.length > 0 && (getMostUsedLang(rawlangs).toLowerCase() === 'cn') || (getMostUsedLang(rawlangs).toLowerCase() === 'zh')) {
            //chinese tokenizer
            let str = arr.join("");
            str = str.replace(/\s/g, "");
            wordsInHTML = chTokenizer.doSegment(str, { simple: true, stripPunctuation: true });
            wordcount = wordsInHTML.length;
        } else {
            //tokenize with RiTa
            wordcount = arr.length;
        }
        let useLang = rawlangs.length > 0 ? getMostUsedLang(rawlangs) : 'en'; //default = en
        if (sentimentAnalyzers[useLang] !== undefined) sentiment = sentimentAnalyzers[useLang].getSentiment(arr);
    }
    //keywords
    let keywords = [];
    if (wordsInHTML !== undefined) {
        let str = wordsInHTML.join(" ");
        let kwic = RiTa.concordance(str, {
            ignoreCase: true,
            ignoreStopWords: true,
            ignorePunctuation: true,
            wordsToIgnore: notKeywords
        })
        if (kwic && Object.keys(kwic).length > 0) {
            let sortable = [];
            for (let w in kwic) {
                sortable.push([w, kwic[w]]);
            }
            sortable.sort((a, b) => {
                if (a[1] !== b[1]) return b[1] - a[1]; // first sort by frq
                return b[0].length - a[0].length; // if same frq sort by word length
            });
            //console.log(sortable);
            let first5 = sortable.slice(0, Math.min(sortable.length, 12));
            keywords = first5;
        }
    }


    if (noOfImg > 0) toReturn.noOfImg = noOfImg;
    if (noOfLink > 0) toReturn.noOfLink = noOfLink;
    if (fullLangs.length > 0) toReturn.langs = fullLangs;
    if (wordcount !== undefined && wordcount > 0) toReturn.wordCount = wordcount;
    if (sentiment !== undefined) toReturn.sentiment = sentiment;
    if (keywords.length > 0) toReturn.keywords = keywords;
    if (wordsInHTML && wordsInHTML.length > 0) toReturn.words = wordsInHTML;
    return toReturn;
}

function processHTML(str) {
    let raws = str;
    let dom = new JSDOM(raws);
    let body = dom.window.document.body;
    let scripts = body.getElementsByTagName("script");
    let i = scripts.length;
    while (i--) {
        scripts[i].parentNode.removeChild(scripts[i]);
    }
    let styles = body.getElementsByTagName("style");
    let ii = styles.length;
    while (ii--) {
        styles[ii].parentNode.removeChild(styles[ii]);
    }
    let text = body.textContent;
    text = text.replace(/\n/g, " ");
    return RiTa.tokenize(text);
}

function getMostUsedLang(arr) {
    if (!arr || arr.length === 0) return "";
    let o = {};
    arr.forEach(l => {
        let s = l.slice(0, 2);
        if (!o.hasOwnProperty(s)) {
            o[s] = 1;
        } else {
            o[s] += 1;
        }
    });
    let sortable = []
    for (let s in o) {
        sortable.push([s, o[s]]);
    }

    sortable.sort((a, b) => { return b[1] - a[1] });
    return sortable[0][0];
}

const LANGTABLE = {
    ab: "Abkhazian",
    aa: "Afar",
    af: "Afrikaans",
    ak: "Akan",
    sq: "Albanian",
    am: "Amharic",
    ar: "Arabic",
    an: "Aragonese",
    hy: "Armenian",
    as: "Assamese",
    av: "Avaric",
    ae: "Avestan",
    ay: "Aymara",
    az: "Azerbaijani",
    bm: "Bambara",
    ba: "Bashkir",
    eu: "Basque",
    be: "Belarusian",
    bn: "Bengali (Bangla)",
    bh: "Bihari",
    bi: "Bislama",
    bs: "Bosnian",
    br: "Breton",
    bg: "Bulgarian",
    my: "Burmese",
    ca: "Catalan",
    ch: "Chamorro",
    ce: "Chechen",
    ny: "Chichewa, Chewa, Nyanja",
    zh: "Chinese",
    "zh-Hans": "Chinese (Simplified)",
    "zh-Hant": "Chinese (Traditional)",
    cv: "Chuvash",
    kw: "Cornish",
    co: "Corsican",
    cr: "Cree",
    hr: "Croatian",
    cs: "Czech",
    da: "Danish",
    dv: "Divehi, Dhivehi, Maldivian",
    nl: "Dutch",
    dz: "Dzongkha",
    en: "English",
    eo: "Esperanto",
    et: "Estonian",
    ee: "Ewe",
    fo: "Faroese",
    fj: "Fijian",
    fi: "Finnish",
    fr: "French",
    ff: "Fula, Fulah, Pulaar, Pular",
    gl: "Galician",
    gd: "Gaelic (Scottish)",
    gv: "Gaelic (Manx)",
    ka: "Georgian",
    de: "German",
    el: "Greek",
    kl: "Greenlandic",
    gn: "Guarani",
    gu: "Gujarati",
    ht: "Haitian Creole",
    ha: "Hausa",
    he: "Hebrew",
    hz: "Herero",
    hi: "Hindi",
    ho: "Hiri Motu",
    hu: "Hungarian",
    is: "Icelandic",
    io: "Ido",
    ig: "Igbo",
    id: "Indonesian",
    in: "Indonesian",
    ia: "Interlingua",
    ie: "Interlingue",
    iu: "Inuktitut",
    ik: "Inupiak",
    ga: "Irish",
    it: "Italian",
    ja: "Japanese",
    jv: "Javanese",
    kl: "Kalaallisut, Greenlandic",
    kn: "Kannada",
    kr: "Kanuri",
    ks: "Kashmiri",
    kk: "Kazakh",
    km: "Khmer",
    ki: "Kikuyu",
    rw: "Kinyarwanda (Rwanda)",
    rn: "Kirundi",
    ky: "Kyrgyz",
    kv: "Komi",
    kg: "Kongo",
    ko: "Korean",
    ku: "Kurdish",
    kj: "Kwanyama",
    lo: "Lao",
    la: "Latin",
    lv: "Latvian (Lettish)",
    li: "Limburgish ( Limburger)",
    ln: "Lingala",
    lt: "Lithuanian",
    lu: "Luga-Katanga",
    lg: "Luganda, Ganda",
    lb: "Luxembourgish",
    gv: "Manx",
    mk: "Macedonian",
    mg: "Malagasy",
    ms: "Malay",
    ml: "Malayalam",
    mt: "Maltese",
    mi: "Maori",
    mr: "Marathi",
    mh: "Marshallese",
    mo: "Moldavian",
    mn: "Mongolian",
    na: "Nauru",
    nv: "Navajo",
    ng: "Ndonga",
    nd: "Northern Ndebele",
    ne: "Nepali",
    no: "Norwegian",
    nb: "Norwegian bokmål",
    nn: "Norwegian nynorsk",
    ii: "Nuosu",
    oc: "Occitan",
    oj: "Ojibwe",
    cu: "Old Church Slavonic, Old Bulgarian",
    or: "Oriya",
    om: "Oromo (Afaan Oromo)",
    os: "Ossetian",
    pi: "Pāli",
    ps: "Pashto, Pushto",
    fa: "Persian (Farsi)",
    pl: "Polish",
    pt: "Portuguese",
    pa: "Punjabi (Eastern)",
    qu: "Quechua",
    rm: "Romansh",
    ro: "Romanian",
    ru: "Russian",
    se: "Sami",
    sm: "Samoan",
    sg: "Sango",
    sa: "Sanskrit",
    sr: "Serbian",
    sh: "Serbo-Croatian",
    st: "Sesotho",
    tn: "Setswana",
    sn: "Shona",
    ii: "Sichuan Yi",
    sd: "Sindhi",
    si: "Sinhalese",
    ss: "Siswati",
    sk: "Slovak",
    sl: "Slovenian",
    so: "Somali",
    nr: "Southern Ndebele",
    es: "Spanish",
    su: "Sundanese",
    sw: "Swahili (Kiswahili)",
    ss: "Swati",
    sv: "Swedish",
    tl: "Tagalog",
    ty: "Tahitian",
    tg: "Tajik",
    ta: "Tamil",
    tt: "Tatar",
    te: "Telugu",
    th: "Thai",
    bo: "Tibetan",
    ti: "Tigrinya",
    to: "Tonga",
    ts: "Tsonga",
    tr: "Turkish",
    tk: "Turkmen",
    tw: "Twi",
    ug: "Uyghur",
    uk: "Ukrainian",
    ur: "Urdu",
    uz: "Uzbek",
    ve: "Venda",
    vi: "Vietnamese",
    vo: "Volapük",
    wa: "Wallon",
    cy: "Welsh",
    wo: "Wolof",
    fy: "Western Frisian",
    xh: "Xhosa",
    yi: "Yiddish",
    ji: "Yiddish",
    yo: "Yoruba",
    za: "Zhuang, Chuang",
    zu: "Zulu",
}

// DE, FR, IT ... from https://github.com/Planeshifter/text-miner/blob/master/data/stopwords.json
const notKeywords = [
    "error", "", "not", "在", "再", "的", "地", "得", "不", "他", "他們", "她", "她們", "它", "它們", "們", "牠", "牠們", "我", "我們", "你", "你們", "妳", "妳們", "自",
    "a",
    "ab",
    "aber",
    "aber",
    "ach",
    "acht",
    "achte",
    "achten",
    "achter",
    "achtes",
    "ag",
    "alle",
    "allein",
    "allem",
    "allen",
    "aller",
    "allerdings",
    "alles",
    "allgemeinen",
    "als",
    "als",
    "also",
    "am",
    "an",
    "andere",
    "anderen",
    "andern",
    "anders",
    "au",
    "auch",
    "auch",
    "auf",
    "aus",
    "ausser",
    "außer",
    "ausserdem",
    "außerdem",
    "b",
    "bald",
    "bei",
    "beide",
    "beiden",
    "beim",
    "beispiel",
    "bekannt",
    "bereits",
    "besonders",
    "besser",
    "besten",
    "bin",
    "bis",
    "bisher",
    "bist",
    "c",
    "d",
    "da",
    "dabei",
    "dadurch",
    "dafür",
    "dagegen",
    "daher",
    "dahin",
    "dahinter",
    "damals",
    "damit",
    "danach",
    "daneben",
    "dank",
    "dann",
    "daran",
    "darauf",
    "daraus",
    "darf",
    "darfst",
    "darin",
    "darüber",
    "darum",
    "darunter",
    "das",
    "das",
    "dasein",
    "daselbst",
    "dass",
    "daß",
    "dasselbe",
    "davon",
    "davor",
    "dazu",
    "dazwischen",
    "dein",
    "deine",
    "deinem",
    "deiner",
    "dem",
    "dementsprechend",
    "demgegenüber",
    "demgemäss",
    "demgemäß",
    "demselben",
    "demzufolge",
    "den",
    "denen",
    "denn",
    "denn",
    "denselben",
    "der",
    "deren",
    "derjenige",
    "derjenigen",
    "dermassen",
    "dermaßen",
    "derselbe",
    "derselben",
    "des",
    "deshalb",
    "desselben",
    "dessen",
    "deswegen",
    "d.h",
    "dich",
    "die",
    "diejenige",
    "diejenigen",
    "dies",
    "diese",
    "dieselbe",
    "dieselben",
    "diesem",
    "diesen",
    "dieser",
    "dieses",
    "dir",
    "doch",
    "dort",
    "drei",
    "drin",
    "dritte",
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