nlp.js

/*! nlp-node 
 by @spencermountain
 2013-06-11 */

var sentenceparser = (function() {

//by spencer kelly (@spencermountain)
var sentenceparser=function(text) {
    var tmp = text.split(/(\S.+?[.])(?=\s+|$)/g);
    var sentences = [];

    //join acronyms, titles
    for (var i in tmp) {
        if (tmp[i]) {
            tmp[i] = tmp[i].replace(/^\s+|\s+$/g, ''); //trim extra whitespace
            //join common abbreviations + acronyms
            if (tmp[i].match(/(^| )(mr|dr|llb|md|bl|phd|ma|ba|mrs|miss|misses|mister|sir|esq|mstr|jr|sr|st|lit|inc|fl|ex|eg|jan|feb|mar|apr|jun|aug|sept?|oct|nov|dec)\. ?$/i) || tmp[i].match(/[ |\.][a-z]\.?$/i)) {
                tmp[parseInt(i) + 1] = tmp[i] + ' ' + tmp[parseInt(i) + 1];
            }
            else {
                sentences.push(tmp[i]);
                tmp[i] = '';
            }
        }
    }

    //cleanup afterwards
    var clean = [];
    for (var i in sentences) {
        sentences[i] = sentences[i].replace(/^\s+|\s+$/g, ''); //trim extra whitespace
        if (sentences[i]) {
            clean.push(sentences[i]);
        }
    }

    return clean;
}


//console.log(exports.sentenceparser('Dr. calm is me. lkj'))

        // export for AMD / RequireJS
    if (typeof define !== 'undefined' && define.amd) {
        define([], function() {
            return sentenceparser;
        });
    }
    // export for Node.js
    else if (typeof module !== 'undefined' && module.exports) {
        module.exports = sentenceparser;
    }

    return sentenceparser;


})()
var singularize = (function() {
  //Originally by david huynh 2010
  //http://www.freebase.com/appeditor/#!path=//cubed.dfhuynh.user.dev/index
  //Algorithm is adopted from
  //http://www.csse.monash.edu.au/~damian/papers/HTML/Plurals.html
  //Adapted by spencer kelly @spencermountain
  var singularize = function(text) {

    if (text.match(' ')) { //multiple words
      var words = text.split(' ');
      var last = words[words.length - 1];
      var firsts = words.slice(0, -1);
      return firsts.join(" ") + ' ' + singularize(last);
    }

    var prepositions = {
      "about": 1,
      "above": 1,
      "across": 1,
      "after": 1,
      "against": 1,
      "along": 1,
      "among": 1,
      "around": 1,
      "at": 1,
      "before": 1,
      "behind": 1,
      "below": 1,
      "beneath": 1,
      "beside": 1,
      "between": 1,
      "beyond": 1,
      "but": 1,
      "by": 1,
      "despite": 1,
      "down": 1,
      "during": 1,
      "except": 1,
      "for": 1,
      "from": 1,
      "in": 1,
      "inside": 1,
      "into": 1,
      "like": 1,
      "near": 1,
      "of": 1,
      "off": 1,
      "on": 1,
      "onto": 1,
      "out": 1,
      "outside": 1,
      "over": 1,
      "past": 1,
      "since": 1,
      "through": 1,
      "throughout": 1,
      "till": 1,
      "to": 1,
      "toward": 1,
      "under": 1,
      "underneath": 1,
      "until": 1,
      "up": 1,
      "upon": 1,
      "with": 1,
      "within": 1,
      "without": 1
    };



    var userDefinedNouns = [{
        "p": "people",
        "s": "person"
      }, {
        "p": "tornadoes",
        "s": "tornado"
      }, {
        "p": "churches",
        "s": "church"
      }, {
        "p": "countries",
        "s": "country"
      }, {
        "p": "cities",
        "s": "city"
      }, {
        "p": "companies",
        "s": "company"
      }, {
        "p": "monkies",
        "s": "monkey"
      }, {
        "p": "donkies",
        "s": "donkey"
      }, {
        "p": "mysteries",
        "s": "mystery"
      }, {
        "p": "authors",
        "s": "author"
      }
    ];

    // Table A.1
    var irregularNouns = {
      "beef": {
        anglicized: "beefs",
        classical: "beeves"
      },
      "brother": {
        anglicized: "brothers",
        classical: "brethren"
      },
      "child": {
        anglicized: null,
        classical: "children"
      },
      "cow": {
        anglicized: null,
        classical: "kine"
      },
      "ephemeris": {
        anglicized: null,
        classical: "ephemerides"
      },
      "genie": {
        anglicized: null,
        classical: "genii"
      },
      "money": {
        anglicized: "moneys",
        classical: "monies"
      },
      "mongoose": {
        anglicized: "mongooses",
        classical: null
      },
      "mythos": {
        anglicized: null,
        classical: "mythoi"
      },
      "octopus": {
        anglicized: "octopuses",
        classical: "octopodes"
      },
      "ox": {
        anglicized: null,
        classical: "oxen"
      },
      "soliloquy": {
        anglicized: "soliloquies",
        classical: null
      },
      "trilby": {
        anglicized: "trilbys",
        classical: null
      }
    };

    var uninflectedSuffixes = [
        "fish", "ois", "sheep", "deer", "pox", "itis"
    ];

    // Table A.2
    var uninflectedNouns = {
      "bison": 1,
      "flounder": 1,
      "pliers": 1,
      "bream": 1,
      "gallows": 1,
      "proceedings": 1,
      "breeches": 1,
      "graffiti": 1,
      "rabies": 1,
      "britches": 1,
      "headquarters": 1,
      "salmon": 1,
      "carp": 1,
      "herpes": 1,
      "scissors": 1,
      "chassis": 1,
      "high-jinks": 1,
      "sea-bass": 1,
      "seabass": 1,
      "clippers": 1,
      "homework": 1,
      "series": 1,
      "cod": 1,
      "innings": 1,
      "shears": 1,
      "contretemps": 1,
      "jackanapes": 1,
      "species": 1,
      "corps": 1,
      "mackerel": 1,
      "swine": 1,
      "debris": 1,
      "measles": 1,
      "trout": 1,
      "diabetes": 1,
      "mews": 1,
      "tuna": 1,
      "djinn": 1,
      "mumps": 1,
      "whiting": 1,
      "eland": 1,
      "news": 1,
      "wildebeest": 1,
      "elk": 1,
      "pincers": 1,

      "moose": 1,
      "shrimp": 1,
      "hoi polloi": 1,
      "riffraff": 1,
      "rabble": 1
    };
    var inflectionCategories = [{ // Table A.10
        from: "a",
        to: "ae",
        words: ["alumna", "alga", "vertebra"]
      }, {
        // Table A.11
        from: "a",
        anglicized: "as",
        classical: "ae",
        words: ["abscissa", "amoeba", "antenna", "aurora", "formula", "hydra", "hyperbola", "lacuna", "medusa", "nebula", "nova", "parabola"]
      }, {
        // Table A.12
        from: "a",
        anglicized: "as",
        classical: "ata",
        words: ["anathema", "bema", "carcinoma", "charisma", "diploma", "dogma", "drama", "edema", "enema", "enigma", "gumma", "lemma", "lymphoma", "magma", "melisma", "miasma", "oedema", "sarcoma", "schema", "soma", "stigma", "stoma", "trauma"]
      }, {
        // Table A.13
        from: "en",
        anglicized: "ens",
        classical: "ina",
        words: ["stamen", "foramen", "lumen"]
      }, {
        // Table A.14
        from: "ex",
        to: "ices",
        words: ["codex", "murex", "silex"]
      }, {
        // Table A.15
        from: "ex",
        anglicized: "exes",
        classical: "ices",
        words: ["apex", "cortex", "index", "latex", "pontifex", "simplex", "vertex", "vortex"]
      }, {
        // Table A.16
        from: "is",
        anglicized: "ises",
        classical: "ides",
        words: ["iris", "clitoris"]
      }, {
        // Table A.17
        from: "o",
        to: "os",
        words: ["albino", "archipelago", "armadillo", "commando", "ditto", "dynamo", "embryo", "fiasco",
            "generalissimo", "ghetto", "guano", "inferno", "jumbo", "lingo", "lumbago", "magneto",
            "manifesto", "medico", "octavo", "photo", "pro", "quarto", "rhino", "stylo"
        ]
      }, {
        // Table A.18
        from: "o",
        anglicized: "os",
        classical: "i",
        words: ["alto", "basso", "canto", "contralto", "crescendo", "solo", "soprano", "tempo"]
      }, {
        // Table A.19
        from: "on",
        to: "a",
        words: ["aphelion", "asyndeton", "criterion", "hyperbaton", "noumenon", "organon", "perihelion", "phenomenon", "prolegomenon"]
      }, {
        // Table A.20
        from: "um",
        to: "a",
        words: ["agendum", "bacterium", "candelabrum", "datum", "desideratum", "erratum", "extremum", "stratum", "ovum"]
      }, {
        // Table A.21
        from: "um",
        anglicized: "ums",
        classical: "a",
        words: ["aquarium", "compendium", "consortium", "cranium", "curriculum", "dictum", "emporium", "enconium", "gymnasium", "honorarium",
            "interregnum", "lustrum", "maximum", "medium", "memorandum", "millenium", "minimum", "momentum", "optimum", "phylum",
            "quantum", "rostrum", "spectrum", "speculum", "stadium", "trapezium", "ultimatum", "vacuum", "velum"
        ]
      }, {
        // Table A.22
        from: "us",
        anglicized: "uses",
        classical: "i",
        words: ["focus", "fungus", "genius", "incubus", "nimbus", "nucleolus", "radius", "stylus", "succubus", "torus", "umbilicus", "uterus"]
      }, {
        // Table A.23
        from: "us",
        anglicized: "uses",
        classical: "us",
        words: ["apparatus", "cantus", "coitus", "hiatus", "impetus", "nexus", "plexus", "prospectus", "sinus", "status"]
      }, {
        // Table A.24
        from: "",
        to: "i",
        words: ["afreet", "afrit", "efreet"]
      }, {
        // Table A.25
        from: "",
        to: "im",
        words: ["cherub", "goy", "geraph"]
      }
    ];

    function suffix(text, s) {
      return text.length >= s.length && text.substring(text.length - s.length) == s;
    }

    function capIfCap(s, s2) {
      if (typeof s == "string") {
        var isCap = s2.charAt(0).toLowerCase() != s2.charAt(0);
        return isCap ? (s.charAt(0).toUpperCase() + s.substr(1)) : s;
      } else {
        var a = [];
        for (var i in s) {
          var s3 = s[i];
          a.push(capIfCap(s3, s2));
        }
        return a;
      }
    }


    function inflection(text, from, to) {
      return text.substring(0, text.length - from.length) + to;
    }


    function isOneOf(c, chars) {
      return chars.indexOf(c) >= 0;
    }

    function isVowel(c) {
      return isOneOf(c, "aeiou");
    }



    var text2 = text.toLowerCase();



    for (var o in userDefinedNouns) {
      if (userDefinedNouns[o].p == text) {
        return userDefinedNouns[o].s;
      }
    }

    for (var singular in irregularNouns) {
      var entry = irregularNouns[singular];
      if (entry.anglicized === text2 || entry.classical === text2) {
        return capIfCap(singular, text);
      }
    }

    for (var s in uninflectedSuffixes) {
      if (suffix(text2, s)) {
        return text;
      }
    }

    if (uninflectedNouns && uninflectedNouns[text2]) {
      return text;
    }

    var checkWords = function(from, to, words) {
      if (suffix(text, to)) {
        var prefix = text.substring(text.length - to.length);
        var text3 = prefix + entry.from;
        for (var word in words) {
          if (text3 === word) {
            return capIfCap(text3, text);
          }
        }
      }
      return null;
    };

    for (var e in inflectionCategories) {
      var entry = inflectionCategories[e];
      var text3 =
        ("to" in entry && checkWords(entry.from, entry.to, entry.words)) ||
        ("anglicized" in entry && checkWords(entry.from, entry.anglicized, entry.words)) ||
        ("classical" in entry && checkWords(entry.from, entry.classical, entry.words));

      if (text3 != null && typeof text3 == "string") {
        return text3;
      }
    }

    for (var prep in prepositions) {
      var n = text.indexOf(" " + prep + " ");
      if (n > 0) {
        var prefix = text.substring(0, n);
        var r = singularize(prefix);
        if (r != null) {
          return r + " " + prep + " " + text.substr(n + prep.length + 2);
        } else {
          return null;
        }
      }
      n = text.indexOf("-" + prep + "-");
      if (n > 0) {
        var prefix = text.substring(0, n);
        var r = singularize(prefix);
        if (r != null) {
          return r + "-" + prep + "-" + text.substr(n + prep.length + 2);
        } else {
          return null;
        }
      }
    }

    var j = text.lastIndexOf(" ");
    if (j > 0) {
      var r = singularize(text.substring(j + 1));
      if (r != null) {
        return text.substring(0, j + 1) + r;
      } else {
        return null;
      }
    }

    if (suffix(text, "xes") || suffix(text, "ses")) {
      return text.substring(0, text.length - 2);
    }
    if (suffix(text, "s") && !suffix(text, "ss")) {
      return text.substring(0, text.length - 1);
    }


    return text;
  }


  //console.log(exports.singularize("george soros"));
  //console.log(exports.singularize("mama cass"));

  //var start = new Date().getTime();
  //console.log(exports.singularize('earthquakes'));
  //console.log(new Date().getTime() - start);



  // export for AMD / RequireJS
  if (typeof define !== 'undefined' && define.amd) {
    define([], function() {
      return singularize;
    });
  }
  // export for Node.js
  else if (typeof module !== 'undefined' && module.exports) {
    module.exports = singularize;
  }

  return singularize;


})()
var lexicon={
  "one": "CD",
  "two": "CD",
  "three": "CD",
  "four": "CD",
  "five": "CD",
  "six": "CD",
  "seven": "CD",
  "eight": "CD",
  "nine": "CD",
  "ten": "CD",
  "eleven": "CD",
  "twelve": "CD",
  "thirteen": "CD",
  "fourteen": "CD",
  "fifteen": "CD",
  "sixteen": "CD",
  "seventeen": "CD",
  "eighteen": "CD",
  "nineteen": "CD",
  "twenty": "CD",
  "thirty": "CD",
  "forty": "CD",
  "fifty": "CD",
  "sixty": "CD",
  "seventy": "CD",
  "eighty": "CD",
  "ninety": "CD",
  "hundred": "CD",
  "thousand": "CD",
  "million": "CD",
  "billion": "CD",
  "trillion": "CD",
  "clotted": "JJ",
  "localized": "JJ",
  "spidery": "JJ",
  "western": "JJ",
  "famed": "JJ",
  "seamier": "JJR",
  "wooded": "JJ",
  "grueling": "JJ",
  "shocked": "JJ",
  "inanimate": "JJ",
  "designing": "NNP",
  "pawed": "VBN",
  "affiliates": "NNS",
  "affiliated": "NNP",
  "confronts": "VBZ",
  "kids": "NNS",
  "uplifting": "JJ",
  "stern": "JJ",
  "wiretapping": "NN",
  "deputy": "NNP",
  "darling": "JJ",
  "nondiscretionary": "JJ",
  "travel": "NNP",
  "attention": "NN",
  "exposited": "VBN",
  "assimilated": "VBN",
  "stipulate": "VBP",
  "sentencing": "NN",
  "sprawling": "JJ",
  "blackstone": "NNP",
  "gay-ess": "VBP",
  "his": "PP",
  "hit": "VBD",
  "fit": "JJ",
  "screaming": "JJ",
  "him": "PRP",
  "effecte": "VB",
  "plebian": "JJ",
  "effects": "NNS",
  "specialized": "JJ",
  "wooden": "JJ",
  "combine": "VB",
  "uninfluenced": "VBN",
  "announced": "JJ",
  "adapt": "VB",
  "underfoot": "RB",
  "elsewhere": "RB",
  "estimate": "NNP",
  "silent": "JJ",
  "signed": "JJ",
  "disturbed": "JJ",
  "breed": "NN",
  "renovated": "VBN",
  "needed": "JJ",
  "master": "JJ",
  "yield": "VB",
  "mutilated": "JJ",
  "heftiest": "JJS",
  "brawny": "JJ",
  "recapitalized": "VBN",
  "then": "JJ",
  "them": "PRP",
  "wholesome": "JJ",
  "thee": "PRP",
  "they": "PRP",
  "diminishing": "JJ",
  "resonates": "VBZ",
  "transverse": "JJ",
  "semicircular": "JJ",
  "willinge": "JJ",
  "civilized": "JJ",
  "purged": "VBN",
  "ffreind": "VB",
  "padded": "JJ",
  "apace": "RB",
  "teach": "VBP",
  "affronted": "VBN",
  "nicely": "RB",
  "succumb": "VB",
  "motional": "JJ",
  "wage": "NN",
  "extend": "VB",
  "nature": "NN",
  "brainwashed": "VBN",
  "orkem": "NNP",
  "unhealed": "JJ",
  "fondled": "VBN",
  "humming": "NN",
  "fro": "RB",
  "much": "JJ",
  "dehumanised": "JJ",
  "unleavened": "JJ",
  "fry": "VB",
  "spit": "VB",
  "doubts": "NNS",
  "spin": "VB",
  "wildcat": "JJ",
  "misconstrued": "VBN",
  "prostrate": "JJ",
  "conditioned": "JJ",
  "hone": "VB",
  "memorial": "NN",
  "mummified": "VBN",
  "honk": "VBP",
  "tahitian": "JJ",
  "conformed": "VBN",
  "maybe": "RB",
  "torpedoed": "VBN",
  "spotty": "JJ",
  "peremptory": "JJ",
  "lonelier": "RBR",
  "corporate": "JJ",
  "golden": "JJ",
  "lasso": "NN",
  "hay": "NN",
  "has": "VBZ",
  "crowd": "NN",
  "crown": "NN",
  "fiduciary": "JJ",
  "perchance": "RB",
  "bottom": "JJ",
  "inhuman": "JJ",
  "calls": "VBZ",
  "considerin": "VBG",
  "starring": "JJ",
  "catchy": "JJ",
  "sticle": "VB",
  "concerned": "JJ",
  "honeymoon": "NN",
  "shoots": "VBZ",
  "ends": "NNS",
  "despised": "JJ",
  "raped": "VBN",
  "grasping": "JJ",
  "rapes": "NNS",
  "perfumed": "JJ",
  "roast": "NN",
  "nineteenth": "CD",
  "congratulations": "NNS",
  "whom": "WP",
  "nicest": "JJS",
  "appeals-court": "NN",
  "soldering": "JJ",
  "passenger": "NN",
  "young": "JJ",
  "thoroughgoing": "JJ",
  "smelling": "JJ",
  "chain": "NN",
  "whoever": "WP",
  "chair": "NN",
  "ballet": "NN",
  "grapples": "VBZ",
  "freelance": "JJ",
  "balled": "VBN",
  "jerk": "JJ",
  "enflamed": "VBN",
  "barred": "JJ",
  "gloomy": "JJ",
  "locked": "JJ",
  "exact": "JJ",
  "minute": "JJ",
  "skewed": "VBN",
  "reimpose": "VB",
  "hindered": "VBN",
  "ogles": "VBZ",
  "celebrated": "JJ",
  "celebrates": "VBZ",
  "me": "PRP",
  "climbs": "VBZ",
  "mi": "NNP",
  "dwindling": "JJ",
  "my": "PRP",
  "impacted": "VBN",
  "sprouted": "JJ",
  "boosts": "NNS",
  "opposes": "VBZ",
  "unjust": "JJ",
  "those": "DT",
  "perishes": "VBZ",
  "consoles": "NNS",
  "laotian": "JJ",
  "following": "JJ",
  "renew": "VB",
  "want": "VBP",
  "dumb": "JJ",
  "fueled": "VBN",
  "shirked": "VBN",
  "disconnect": "VB",
  "shacked": "VBN",
  "overpowering": "JJ",
  "workmanlike": "JJ",
  "henpecked": "JJ",
  "sorted": "JJ",
  "bedevil": "VB",
  "didn": "VBD",
  "yellow": "JJ",
  "growthy": "JJ",
  "presages": "VBZ",
  "venturesome": "JJ",
  "michigan": "NNP",
  "calming": "JJ",
  "precious-metals": "NNS",
  "spoken": "JJ",
  "affords": "VBZ",
  "lingering": "JJ",
  "raised": "JJ",
  "solid-waste": "NN",
  "surges": "NNS",
  "snatch": "VB",
  "absorbs": "VBZ",
  "so-so": "RB",
  "turned": "JJ",
  "uninterrupted": "JJ",
  "pistachio": "JJ",
  "opposite": "JJ",
  "discerning": "JJ",
  "touchy": "JJ",
  "jittery": "JJ",
  "scavanged": "VBN",
  "imagines": "VBZ",
  "inconsistent": "JJ",
  "imagined": "JJ",
  "reconciling": "JJ",
  "transact": "VB",
  "surprising": "JJ",
  "rejoices": "VBZ",
  "etcetera": "RB",
  "unlocks": "VBZ",
  "welcomes": "VBZ",
  "menacing": "JJ",
  "workplace": "NN",
  "grooming": "NN",
  "fix": "VB",
  "cribs": "NNS",
  "west": "NNP",
  "tightened": "JJ",
  "offshore": "RB",
  "abject": "JJ",
  "adjusted": "JJ",
  "bankrupts": "VBZ",
  "graphed": "VBN",
  "demolition": "NN",
  "ingrained": "JJ",
  "assigns": "VBZ",
  "anywhere": "RB",
  "clean": "JJ",
  "wane": "VB",
  "may": "MD",
  "nonunionized": "JJ",
  "completed": "JJ",
  "adroit": "JJ",
  "plumed": "JJ",
  "saddened": "JJ",
  "completes": "VBZ",
  "unerring": "JJ",
  "rejoin": "VB",
  "decomposed": "JJ",
  "sums": "NNS",
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  "well behaved": "JJ",
  "well off": "JJ",
  "well thought out": "JJ",
  "well written": "JJ",
  "westphalian": "JJ",
  "what's up": "JJ",
  "wheezy": "JJ",
  "whiney": "JJ",
  "whiny": "JJ",
  "whippy": "JJ",
  "wicked awesome": "JJ",
  "wigged": "JJ",
  "wiggly": "JJ",
  "wimpy": "JJ",
  "windburned": "JJ",
  "windburnt": "JJ",
  "winner": "JJ",
  "wiped out": "JJ",
  "wizened": "JJ",
  "woah": "JJ",
  "wonky": "JJ",
  "woody": "JJ",
  "worn out": "JJ",
  "worshipped": "JJ",
  "wowzers": "JJ",
  "wtf": "JJ",
  "yay": "JJ",
  "yeah right": "JJ",
  "yes please": "JJ",
  "yikes": "JJ",
  "yippee": "JJ",
  "yuck": "JJ",
  "yucky": "JJ",
  "yuk": "JJ",
  "zero": "JJ",
  "zippy": "JJ"
}


var multiples={  //adverbs
"of course":true,
"at least":true,
"for example":true,
"in order":true,
"more than":true,
"no longer":true,
"a little":true,
"for instance":true,
"in particular":true,
"a bit":true,
"sort of":true,
"all right":true,
"no doubt":true,
"and so on":true,
"at first":true,
"in addition":true,
"at last":true,
"that is":true,
"at once":true,
"once again":true,
"at present":true,
"less than":true,
"up to":true,
"once more":true,
"by now":true,
"so as":true,
"in part":true,
"all but":true,
"in short":true,
"even so":true,
"just about":true,
"as yet":true,
"for long":true,
"far from":true,
"for ever":true,
"on board":true,
"a lot":true,
"by far":true,
"over here":true,
"per annum":true,
"as usual":true,
"at best":true,
"for once":true,
"at large":true,
"any longer":true,
"for good":true,
"vice versa":true,
"for certain":true,
"kind of":true,
"anything but":true,
"in between":true,
"en route":true,
"in private":true,
"in vain":true,
"at length":true,
"at random":true,
"for sure":true,
"upside down":true,
"at most":true,
"per se":true,
"per capita":true,
"up front":true,
"in situ":true,
"in the main":true,
"inter alia":true,
"ex parte":true,
"in vitro":true,
"to and fro":true,
"in vivo":true,
"in brief":true,
"at worst":true,
"prima facie":true,
"upwards of":true,
"something like":true,
"in case":true,
"en masse":true,
"ultra vires":true,
"a priori":true,
"ad hoc":true,
"none the":true,
"et cetera":true,
"de facto":true,
"off guard":true,
"spot on":true,
"ipso facto":true,
"ceteris paribus":true,
"ad infinitum":true,
"op. cit.":true,
"in absentia":true,
"en bloc":true,
"in camera":true,
"point blank":true,
"a fortiori":true,
"ex officio":true,
"nigh on":true,
"ad nauseam":true,
"inside out":true,
"sotto voce":true,
"pro rata":true,
"in memoriam":true,
"in extremis":true,
"not withstanding":true,
"in toto":true,
"the most part":true,
"for keeps":true,
"al fresco":true,
"ab initio":true,
"de jure":true,
"a la carte":true,
"sub judice":true,
"op. cit":true,
"post hoc":true,
"so on":true,
"sine die":true,
"op cit":true,
"just in":true,
"ex gratia":true,
"au contraire":true,
"ad hominem":true,
"a posteriori":true,
  //adjectives
"fed up":true,
"brand new":true,
"ad hoc":true,
"so called":true,
"out of date":true,
"old fashioned":true,
"per capita":true,
"de facto":true,
"grown up":true,
"bona fide":true,
"ex parte":true,
"well off":true,
"prima facie":true,
"far off":true,
"a priori":true,
"in between":true,
"par excellence":true,
"a la carte":true,
"ultra vires":true,
"straight forward":true,
"hard up":true,
"de luxe":true,
"post mortem":true,
"ex gratia":true,
"upside down":true,
"up front":true,
"au fait":true,
"sui generis":true,
"pro rata":true,
"post hoc":true,
"ex officio":true,
"ab initio":true,
"inside out":true,
"point blank":true,
"en suite":true,
"spot on":true,
"all right":true,
"ad hominem":true,
"de jure":true,
"tout court":true,
"avant garde":true,
"viva voce":true,
"sub judice":true,
"al fresco":true,
"sans serif":true,
"gung ho":true,
"compos mentis":true,
"super duper":true,
"such like":true,
"de trop":true,

//mine
"will be":true
  }


var parts_of_speech={
  "VB": {
    "description": "verb, base form",
    "example": "eat",
    "parent": "verb",
    "tag": "VB"
  },
  "CP": {
    "description": "copula",
    "example": "is, was, were",
    "parent": "verb",
    "tag": "CP"
  },
  "VBD": {
    "description": "verb, past tense",
    "example": "ate",
    "parent": "verb",
    "tense": "past",
    "tag": "VBD"
  },
  "VBN": {
    "description": "verb, past part",
    "example": "eaten",
    "parent": "verb",
    "tense": "past",
    "tag": "VBN"
  },
  "VBP": {
    "description": "Verb, present",
    "example": "eat",
    "parent": "verb",
    "tense": "present",
    "tag": "VBP"
  },
  "VBZ": {
    "description": "Verb, present",
    "example": "eats, swims",
    "tense": "present",
    "parent": "verb",
    "tag": "VBZ"
  },
  "MD": {
    "description": "Modal",
    "example": "can,should",
    "parent": "glue",
    "tag": "MD"
  },
  "RB": {
    "description": "Adverb",
    "example": "quickly, softly",
    "parent": "glue",
    "tag": "RB"
  },
  "JJ": {
    "description": "Adjective",
    "example": "big, nice",
    "parent": "adjective",
    "tag": "JJ"
  },
  "JJR": {
    "description": "Adj., comparative",
    "example": "bigger, cooler",
    "parent": "adjective",
    "tag": "JJR"
  },
  "JJS": {
    "description": "Adj., superlative",
    "example": "biggest, fattest",
    "parent": "adjective",
    "tag": "JJS"
  },
  "RBR": {
    "description": "Adverb, comparative",
    "example": "faster, cooler",
    "parent": "adjective",
    "tag": "RBR"
  },
  "RBS": {
    "description": "Adverb, superlative",
    "example": "fastest (driving), coolest (looking)",
    "parent": "adjective",
    "tag": "RBS"
  },
  "NN": {
    "description": "Noun, sing. or mass",
    "example": "dog, rain",
    "parent": "noun",
    "tag": "NN"
  },
  "NNP": {
    "description": "Proper noun, sing.",
    "example": "Edinburgh, skateboard",
    "parent": "noun",
    "tag": "NNP"
  },
  "NNPS": {
    "description": "Proper noun, plural",
    "example": "Smiths",
    "parent": "noun",
    "tag": "NNPS"
  },
  "NNS": {
    "description": "Noun, plural",
    "example": "dogs, foxes",
    "parent": "noun",
    "tag": "NNS"
  },
 "NNO": {
    "description": "Noun, possessive",
    "example": "spencer's, sam's",
    "parent": "noun",
    "tag": "NNO"
  },
  "PP": {
    "description": "Possessive pronoun",
    "example": "my,one's",
    "parent": "glue",
    "tag": "PP"
  },
  "FW": {
    "description": "foreign word",
    "example": "mon dieu, voila",
    "parent": "noun",
    "tag": "FW"
  },
  "CD": {
    "description": "Cardinal number",
    "example": "one,two",
    "parent": "glue", //may want to change this
    "tag": "CD"
  },
  "VBG": {
    "description": "verb, gerund",
    "example": "eating,winning",
    "parent": "verb",
    "tag": "VBG"
  },
  "NG": {
    "description": "noun, gerund",
    "example": "eating,winning - but used grammatically as a noun",
    "parent": "noun",
    "tag": "VBG"
  },
  "IN": {
    "description": "Preposition",
    "example": "of,in,by",
    "parent": "glue",
    "tag": "IN"
  },
  "UP": {
    "description": "dependent preposition",
    "example": "up, down",
    "parent": "glue",
    "tag": "UP"
  },
  "CC": {
    "description": "Coord Conjuncn",
    "example": "and,but,or",
    "parent": "glue",
    "tag": "CC"
  },
  "PRP": {
    "description": "Personal pronoun",
    "example": "I,you,she",
    "parent": "glue",
    "tag": "PRP"
  },
  "DT": {
    "description": "Determiner",
    "example": "the,some",
    "parent": "title",
    "tag": "DT"
  },
  "example": {
    "description": "Existential there",
    "example": "there",
    "parent": "glue",
    "tag": "EX"
  },
  "POS": {
    "description": "Possessive ending",
    "example": "s",
    "parent": "glue",
    "tag": "POS"
  },
  "PDT": {
    "description": "Predeterminer",
    "example": "all, both",
    "parent": "glue",
    "tag": "PDT"
  },
  "RP": {
    "description": "Particle",
    "example": "up,off",
    "parent": "glue",
    "tag": "RP"
  },
  "TO": {
    "description": "to",
    "example": "to",
    "parent": "glue",
    "tag": "TO"
  },
  "UH": {
    "description": "Interjection",
    "example": "oh, oops",
    "parent": "glue",
    "tag": "UH"
  },
  "WDT": {
    "description": "Wh-determiner",
    "example": "which,that",
    "parent": "glue",
    "tag": "WDT"
  },
  "WP": {
    "description": "Wh pronoun",
    "example": "who,what",
    "parent": "glue",
    "tag": "WP"
  },
  "WRB": {
    "description": "Wh-adverb",
    "example": "how,where",
    "parent": "glue",
    "tag": "WRB"
  },
  "LS": {
    "description": "List item marker",
    "example": "1,One",
    "parent": "glue",
    "tag": "LS"
  },
  "SYM": {
    "description": "Symbol",
    "example": "+,%,&",
    "parent": "glue",
    "tag": "SYM"
  }
}


var silly={
"a-z":true,
"able":true,
"about":true,
"above":true,
"abroad":true,
"accessibility":true,
"according":true,
"accordingly":true,
"across":true,
"actor":true,
"actress":true,
"actually":true,
"adjustment":true,
"advertising":true,
"after":true,
"afterwards":true,
"again":true,
"against":true,
"ago":true,
"ah":true,
"aha":true,
"ahead":true,
"ain't":true,
"album":true,
"all":true,
"allow":true,
"allows":true,
"almost":true,
"alone":true,
"along":true,
"alongside":true,
"already":true,
"also":true,
"although":true,
"always":true,
"am":true,
"amid":true,
"amidst":true,
"among":true,
"amongst":true,
"amoungst":true,
"amount":true,
"amplitude":true,
"an":true,
"and":true,
"another":true,
"any":true,
"anybody":true,
"anyhow":true,
"anyone":true,
"anything":true,
"anyway":true,
"anyways":true,
"anywhere":true,
"apart":true,
"appear":true,
"appreciate":true,
"appropriate":true,
"are":true,
"area":true,
"aren't":true,
"around":true,
"article":true,
"as":true,
"as to":true,
"aside":true,
"ask":true,
"asking":true,
"associated":true,
"at":true,
"available":true,
"away":true,
"awfully":true,
"aye":true,
"back":true,
"backward":true,
"backwards":true,
"be":true,
"became":true,
"because":true,
"become":true,
"becomes":true,
"becoming":true,
"been":true,
"before":true,
"beforehand":true,
"begin":true,
"behind":true,
"being":true,
"believe":true,
"below":true,
"beside":true,
"besides":true,
"best":true,
"better":true,
"between":true,
"beyond":true,
"bill":true,
"both":true,
"bottom":true,
"brief":true,
"brother":true,
"building":true,
"but":true,
"by":true,
"bye":true,
"c'mon":true,
"c's":true,
"call":true,
"came":true,
"can":true,
"can't":true,
"cannot":true,
"cant":true,
"capacity":true,
"capital":true,
"caption":true,
"cause":true,
"causes":true,
"center":true,
"century":true,
"certain":true,
"certainly":true,
"change":true,
"changes":true,
"children":true,
"citizens":true,
"clearly":true,
"co":true,
"co.":true,
"color":true,
"colour":true,
"com":true,
"come":true,
"comes":true,
"comments":true,
"complex":true,
"computer":true,
"con":true,
"concerning":true,
"consequently":true,
"consider":true,
"considering":true,
"contain":true,
"containing":true,
"contains":true,
"contestant":true,
"corresponding":true,
"could":true,
"couldn't":true,
"couldnt":true,
"course":true,
"cover":true,
"cry":true,
"currently":true,
"dare":true,
"daren't":true,
"day":true,
"de":true,
"dear":true,
"decade":true,
"definitely":true,
"density":true,
"depth":true,
"describe":true,
"described":true,
"despite":true,
"detail":true,
"did":true,
"didn't":true,
"different":true,
"directly":true,
"distance":true,
"do":true,
"does":true,
"doesn't":true,
"doing":true,
"don't":true,
"done":true,
"doughter":true,
"down":true,
"downwards":true,
"dr":true,
"due":true,
"due to":true,
"during":true,
"each":true,
"edu":true,
"eg":true,
"eh":true,
"eight":true,
"eighty":true,
"either":true,
"eleven":true,
"else":true,
"elsewhere":true,
"empty":true,
"end":true,
"ending":true,
"enough":true,
"entirely":true,
"episode":true,
"especially":true,
"et":true,
"etc":true,
"even":true,
"ever":true,
"evermore":true,
"every":true,
"everybody":true,
"everyone":true,
"everything":true,
"everywhere":true,
"ex":true,
"exactly":true,
"example":true,
"except":true,
"fairly":true,
"far":true,
"farther":true,
"feel":true,
"few":true,
"fewer":true,
"fifteen":true,
"fifth":true,
"fify":true,
"fill":true,
"find":true,
"fire":true,
"first":true,
"five":true,
"folk":true,
"followed":true,
"follower":true,
"following":true,
"follows":true,
"food":true,
"for":true,
"forever":true,
"former":true,
"formerly":true,
"forth":true,
"forty":true,
"forward":true,
"found":true,
"four":true,
"from":true,
"front":true,
"full":true,
"further":true,
"furthermore":true,
"get":true,
"gets":true,
"getting":true,
"girl":true,
"give":true,
"given":true,
"gives":true,
"go":true,
"goes":true,
"going":true,
"gone":true,
"goodbye":true,
"got":true,
"gotten":true,
"greetings":true,
"guy":true,
"ha":true,
"had":true,
"hadn't":true,
"half":true,
"happens":true,
"hardly":true,
"has":true,
"hasn't":true,
"hasnt":true,
"have":true,
"haven't":true,
"having":true,
"he":true,
"he'd":true,
"he'll":true,
"he's":true,
"height":true,
"hello":true,
"help":true,
"hence":true,
"her":true,
"here":true,
"here's":true,
"hereafter":true,
"hereby":true,
"herein":true,
"hereupon":true,
"hers":true,
"herself":true,
"hey":true,
"hi":true,
"high":true,
"him":true,
"himself":true,
"his":true,
"hither":true,
"home":true,
"hopefully":true,
"house":true,
"how":true,
"how's":true,
"howbeit":true,
"however":true,
"hue":true,
"hundred":true,
"i":true,
"i'd":true,
"i'll":true,
"i'm":true,
"i've":true,
"ie":true,
"if":true,
"ignored":true,
"im":true,
"immediate":true,
"in":true,
"inasmuch":true,
"inc":true,
"inc.":true,
"including":true,
"indeed":true,
"indicate":true,
"indicated":true,
"indicates":true,
"inner":true,
"inside":true,
"insofar":true,
"instead":true,
"interest":true,
"into":true,
"inward":true,
"is":true,
"isn't":true,
"it":true,
"it'd":true,
"it'll":true,
"it's":true,
"its":true,
"itself":true,
"jr":true,
"just":true,
"k":true,
"keep":true,
"keeps":true,
"kept":true,
"know":true,
"known":true,
"knows":true,
"la":true,
"lady":true,
"last":true,
"lastnight":true,
"lastweek":true,
"lately":true,
"later":true,
"latter":true,
"latterly":true,
"le":true,
"league":true,
"least":true,
"length":true,
"les":true,
"less":true,
"lest":true,
"let":true,
"let's":true,
"like":true,
"liked":true,
"likely":true,
"likewise":true,
"little":true,
"long":true,
"look":true,
"looking":true,
"looks":true,
"los":true,
"low":true,
"lower":true,
"ltd":true,
"made":true,
"magnitude":true,
"mainly":true,
"make":true,
"makes":true,
"man":true,
"many":true,
"may":true,
"maybe":true,
"mayn't":true,
"me":true,
"mean":true,
"meantime":true,
"meanwhile":true,
"member":true,
"merely":true,
"mhm":true,
"might":true,
"mightn't":true,
"mill":true,
"mine":true,
"minus":true,
"miss":true,
"mm":true,
"month":true,
"more":true,
"moreover":true,
"most":true,
"mostly":true,
"move":true,
"mr":true,
"mrs":true,
"ms":true,
"much":true,
"must":true,
"mustn't":true,
"my":true,
"myself":true,
"name":true,
"namely":true,
"nd":true,
"near":true,
"nearly":true,
"necessary":true,
"need":true,
"needn't":true,
"needs":true,
"neither":true,
"never":true,
"neverf":true,
"neverless":true,
"nevertheless":true,
"new":true,
"next":true,
"nine":true,
"ninety":true,
"no":true,
"no-one":true,
"nobody":true,
"non":true,
"none":true,
"nonetheless":true,
"noone":true,
"nor":true,
"normally":true,
"not":true,
"nothing":true,
"notwithstanding":true,
"novel":true,
"now":true,
"nowhere":true,
"obviously":true,
"of":true,
"off":true,
"often":true,
"oh":true,
"ok":true,
"okay":true,
"old":true,
"on":true,
"on to":true,
"once":true,
"one":true,
"one's":true,
"ones":true,
"only":true,
"onto":true,
"ooh":true,
"opposite":true,
"or":true,
"other":true,
"others":true,
"otherwise":true,
"ought":true,
"oughtn't":true,
"our":true,
"ours":true,
"ourselves":true,
"out":true,
"out of":true,
"outside":true,
"over":true,
"overall":true,
"own":true,
"part":true,
"particular":true,
"particularly":true,
"past":true,
"people":true,
"per":true,
"perhaps":true,
"person":true,
"pitch":true,
"placed":true,
"play":true,
"please":true,
"plus":true,
"policy":true,
"possible":true,
"president":true,
"presumably":true,
"printable":true,
"privacy":true,
"probably":true,
"program":true,
"provided":true,
"provides":true,
"put":true,
"quantity":true,
"que":true,
"quite":true,
"qv":true,
"rather":true,
"rd":true,
"re":true,
"really":true,
"reasonably":true,
"recent":true,
"recently":true,
"recommend":true,
"record":true,
"regarding":true,
"regardless":true,
"regards":true,
"relatively":true,
"report":true,
"respectively":true,
"review":true,
"right":true,
"room":true,
"round":true,
"said":true,
"same":true,
"san":true,
"saw":true,
"say":true,
"saying":true,
"says":true,
"season":true,
"second":true,
"secondly":true,
"see":true,
"seeing":true,
"seem":true,
"seemed":true,
"seeming":true,
"seems":true,
"seen":true,
"self":true,
"selves":true,
"send":true,
"sensible":true,
"sent":true,
"serious":true,
"seriously":true,
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"election":true,
"element":true,
"elizabeth":true,
"emphasis":true,
"employment":true,
"end":true,
"enemy":true,
"energy":true,
"engine":true,
"engineering":true,
"enterprise":true,
"entry":true,
"environment":true,
"equipment":true,
"error":true,
"establishment":true,
"estate":true,
"evening":true,
"event":true,
"evidence":true,
"examination":true,
"example":true,
"exchange":true,
"executive":true,
"exercise":true,
"exhibition":true,
"existence":true,
"expansion":true,
"expenditure":true,
"experience":true,
"explanation":true,
"expression":true,
"extension":true,
"extent":true,
"eye":true,
"face":true,
"fact":true,
"factor":true,
"factory":true,
"failure":true,
"fall":true,
"family":true,
"farm":true,
"father":true,
"fault":true,
"fear":true,
"feature":true,
"feeling":true,
"field":true,
"fig.":true,
"figure":true,
"file":true,
"film":true,
"finance":true,
"fire":true,
"firm":true,
"flight":true,
"floor":true,
"flow":true,
"focus":true,
"food":true,
"foot":true,
"force":true,
"form":true,
"formation":true,
"foundation":true,
"framework":true,
"frank":true,
"friend":true,
"front":true,
"fuel":true,
"function":true,
"fund":true,
"future":true,
"game":true,
"garden":true,
"gas":true,
"general":true,
"generation":true,
"gentleman":true,
"george":true,
"goal":true,
"graham":true,
"ground":true,
"group":true,
"growth":true,
"guide":true,
"hair":true,
"half":true,
"hall":true,
"hand":true,
"harry":true,
"head":true,
"health":true,
"heart":true,
"heat":true,
"height":true,
"help":true,
"henry":true,
"hill":true,
"history":true,
"hole":true,
"holiday":true,
"home":true,
"hope":true,
"horse":true,
"hospital":true,
"hotel":true,
"hour":true,
"house":true,
"household":true,
"housing":true,
"husband":true,
"ian":true,
"identity":true,
"image":true,
"impact":true,
"importance":true,
"impression":true,
"improvement":true,
"income":true,
"increase":true,
"independence":true,
"index":true,
"individual":true,
"industry":true,
"influence":true,
"information":true,
"initiative":true,
"injury":true,
"inquiry":true,
"institute":true,
"insurance":true,
"intention":true,
"interest":true,
"interpretation":true,
"interview":true,
"introduction":true,
"investigation":true,
"investment":true,
"involvement":true,
"island":true,
"issue":true,
"item":true,
"j.":true,
"jack":true,
"james":true,
"jane":true,
"jim":true,
"job":true,
"joe":true,
"john":true,
"jones":true,
"journey":true,
"judge":true,
"kind":true,
"king":true,
"kingdom":true,
"knowledge":true,
"labour":true,
"labour":true,
"lack":true,
"lady":true,
"land":true,
"language":true,
"law":true,
"lead":true,
"leader":true,
"leadership":true,
"league":true,
"lee":true,
"leeds":true,
"leg":true,
"legislation":true,
"length":true,
"letter":true,
"level":true,
"lewis":true,
"liability":true,
"licence":true,
"life":true,
"lifespan":true,
"light":true,
"line":true,
"link":true,
"list":true,
"literature":true,
"location":true,
"look":true,
"lord":true,
"loss":true,
"lot":true,
"lot":true,
"luke":true,
"machine":true,
"magazine":true,
"maintenance":true,
"major":true,
"majority":true,
"man":true,
"management":true,
"manager":true,
"manner":true,
"map":true,
"margaret":true,
"mark":true,
"market":true,
"market":true,
"martin":true,
"mary":true,
"master":true,
"match":true,
"material":true,
"matter":true,
"meal":true,
"meaning":true,
"means":true,
"measure":true,
"meeting":true,
"meeting":true,
"member":true,
"membership":true,
"memory":true,
"message":true,
"method":true,
"michael":true,
"middle":true,
"mike":true,
"mind":true,
"minister":true,
"ministry":true,
"minority":true,
"minute":true,
"miss":true,
"mistake":true,
"model":true,
"moment":true,
"month":true,
"mother":true,
"motion":true,
"motor":true,
"mountain":true,
"mouth":true,
"move":true,
"movement":true,
"mr":true,
"mr.":true,
"mrs":true,
"mum":true,
"name":true,
"nation":true,
"need":true,
"network":true,
"new":true,
"nigel":true,
"night":true,
"north":true,
"north":true,
"northern":true,
"note":true,
"notice":true,
"notion":true,
"number":true,
"object":true,
"occasion":true,
"offence":true,
"offer":true,
"office":true,
"officer":true,
"operation":true,
"opinion":true,
"opportunity":true,
"opposition":true,
"option":true,
"order":true,
"organisation":true,
"organization":true,
"outcome":true,
"output":true,
"owner":true,
"package":true,
"page":true,
"pair":true,
"panel":true,
"paper":true,
"parent":true,
"parish":true,
"park":true,
"part":true,
"partner":true,
"party":true,
"passage":true,
"past":true,
"path":true,
"patient":true,
"pattern":true,
"paul":true,
"pay":true,
"payment":true,
"percent":true,
"performance":true,
"period":true,
"person":true,
"peter":true,
"phase":true,
"philip":true,
"phone":true,
"picture":true,
"piece":true,
"place":true,
"plan":true,
"plane":true,
"planning":true,
"planning":true,
"plant":true,
"play":true,
"player":true,
"pleasure":true,
"point":true,
"policy":true,
"population":true,
"position":true,
"possibility":true,
"post":true,
"pound":true,
"power":true,
"practice":true,
"presence":true,
"president":true,
"president":true,
"press":true,
"pressure":true,
"price":true,
"principle":true,
"problem":true,
"procedure":true,
"process":true,
"product":true,
"production":true,
"profit":true,
"program":true,
"programme":true,
"progress":true,
"project":true,
"property":true,
"proportion":true,
"proposal":true,
"protection":true,
"provision":true,
"public":true,
"publication":true,
"purpose":true,
"quality":true,
"quarter":true,
"question":true,
"race":true,
"rail":true,
"railway":true,
"range":true,
"rate":true,
"reaction":true,
"reader":true,
"reality":true,
"reason":true,
"recession":true,
"recognition":true,
"record":true,
"recovery":true,
"reduction":true,
"ref":true,
"reference":true,
"reform":true,
"regime":true,
"region":true,
"relationship":true,
"release":true,
"relief":true,
"report":true,
"representation":true,
"reputation":true,
"request":true,
"research":true,
"resistance":true,
"resolution":true,
"respect":true,
"response":true,
"responsibility":true,
"rest":true,
"restaurant":true,
"result":true,
"return":true,
"revenue":true,
"review":true,
"richard":true,
"right":true,
"ring":true,
"rise":true,
"risk":true,
"river":true,
"road":true,
"signal":true,
"replay":true,
"robert":true,
"rock":true,
"role":true,
"roof":true,
"room":true,
"route":true,
"row":true,
"rule":true,
"run":true,
"sale":true,
"sample":true,
"sarah":true,
"scale":true,
"scene":true,
"scheme":true,
"school":true,
"scope":true,
"screen":true,
"sea":true,
"search":true,
"season":true,
"seat":true,
"second":true,
"section":true,
"sector":true,
"security":true,
"selection":true,
"self":true,
"sense":true,
"sentence":true,
"sequence":true,
"series":true,
"service":true,
"session":true,
"set":true,
"settlement":true,
"shape":true,
"share":true,
"sheet":true,
"ship":true,
"shock":true,
"shop":true,
"show":true,
"side":true,
"sight":true,
"sign":true,
"significance":true,
"silence":true,
"simon":true,
"sir":true,
"sir":true,
"site":true,
"situation":true,
"size":true,
"skin":true,
"sky":true,
"smile":true,
"smith":true,
"solution":true,
"son":true,
"song":true,
"sort":true,
"sound":true,
"source":true,
"south":true,
"south":true,
"soviet":true,
"space":true,
"spain":true,
"speaker":true,
"species":true,
"speech":true,
"speed":true,
"spirit":true,
"spokesman":true,
"sport":true,
"spot":true,
"spring":true,
"st":true,
"staff":true,
"stage":true,
"standard":true,
"star":true,
"start":true,
"state":true,
"statement":true,
"states":true,
"station":true,
"status":true,
"step":true,
"stephen":true,
"steve":true,
"stock":true,
"stone":true,
"store":true,
"story":true,
"strategy":true,
"street":true,
"street":true,
"strength":true,
"structure":true,
"struggle":true,
"student":true,
"studio":true,
"study":true,
"stuff":true,
"style":true,
"subject":true,
"success":true,
"sum":true,
"summer":true,
"sun":true,
"supply":true,
"support":true,
"support":true,
"surface":true,
"surprise":true,
"survey":true,
"system":true,
"table":true,
"talk":true,
"tape":true,
"target":true,
"task":true,
"taste":true,
"taylor":true,
"teacher":true,
"team":true,
"technique":true,
"temperature":true,
"term":true,
"test":true,
"text":true,
"theme":true,
"theory":true,
"thing":true,
"thomas":true,
"thought":true,
"threat":true,
"tim":true,
"title":true,
"tom":true,
"tone":true,
"tony":true,
"top":true,
"total":true,
"touch":true,
"tour":true,
"town":true,
"track":true,
"trade":true,
"tradition":true,
"traffic":true,
"train":true,
"training":true,
"transfer":true,
"transport":true,
"treatment":true,
"treaty":true,
"tree":true,
"trial":true,
"trip":true,
"trouble":true,
"trust":true,
"truth":true,
"turn":true,
"tv":true,
"type":true,
"un":true,
"understanding":true,
"unemployment":true,
"union":true,
"unit":true,
"united":true,
"university":true,
"us":true,
"use":true,
"use":true,
"user":true,
"value":true,
"variety":true,
"vehicle":true,
"version":true,
"victim":true,
"victory":true,
"video":true,
"view":true,
"village":true,
"violence":true,
"vision":true,
"visit":true,
"voice":true,
"volume":true,
"vote":true,
"wall":true,
"way":true,
"wealth":true,
"weather":true,
"week":true,
"weekend":true,
"weight":true,
"welfare":true,
"west":true,
"west":true,
"while":true,
"white":true,
"whole":true,
"wife":true,
"will":true,
"william":true,
"wilson":true,
"wind":true,
"window":true,
"wood":true,
"word":true,
"work":true,
"worker":true,
"works":true,
"world":true,
"writer":true,
"writing":true,
"year":true,
"youth":true,

"monday":true,
"tuesday":true,
"wednesday":true,
"thursday":true,
"friday":true,
"saturday":true,
"sunday":true,
"jan":true,
"feb":true,
"mar":true,
"apr":true,
"may":true,
"june":true,
"july":true,
"aug":true,
"sept":true,
"oct":true,
"nov":true,
"dec":true,
"january":true,
"february":true,
"march":true,
"april":true,
"august":true,
"september":true,
"october":true,
"novermber":true,
"december":true
}


var notends={
"the" : true,
"los" : true,
"les" : true,
"san" : true,
"dr" : true,
"they" : true,
"he" : true,
"she" : true,
"a" : true,
"his" : true,
"an" : true,
"their" : true,
"its" : true,
"it's" : true,
"my" : true,
"your" : true,
"or":true,
"if" : true,
"therefor":true,
"therefore":true,
};

var dateword=[
"july",
"august",
"september",
"october",
"november",
"december",
"january",
"february",
"march",
"april",
"may",
"june",
"monday",
"tuesday",
"wednesday",
"thursday",
"friday",
"saturday",
"sunday"
]

function endsWith(word, string){
    if (!string || !word || string.length > word.length)
        return false;
    return word.indexOf(string) == word.length - string.length;
}


  //various sanitychecks
var pass=function(gram){
  if(!gram){return false;}

  //length constraints
  if(gram.length<3){return false;}
  if(gram.length>50){return false;}

  //appropriate word-sizes
  var word=gram.match(/[a-z|_]*/i)[0]
  if(!word || word.length>25){return false;}
  if(!gram.match(/[a-z]{3}/i)){return false}


  //stopwords
  gram=gram.toLowerCase();
 if(silly[gram]){
    return false
  }
  //silly endings
  for(var i in notends){
    i=' '+i;
    if(endsWith(gram, i)){
      return false
    }
  }
  //ban dates
  for(var i in dateword){
    if(gram.match(dateword[i])){
       var reg=new RegExp('^[0-9]{1,4},? '+dateword[i]);
       var reg1=new RegExp(dateword[i]+',? [0-9]{1,4}$');
       if(gram.match(reg) || gram.match(reg1)){
         return false;
        }
    }
  }
  //ban numerical words
  if(gram.match(/^[0-9]{1,4}(th|st|rd)$/)){return false}
  //punctuation
  if(gram.match(/(\[|\]|\{|\}|\||_|;|\)|\(|\\|\>|\<|\+|\=|\")/)){return false}
  //no vowel
  if(!gram.match(/(a|e|i|o|u)/)){return false}

  return true;
}

console.log('strawberry'+pass('strawberry'))


var recognizer = (function() {

  //takes a pos tagged object and grabs the nouns for named-entity spotting
  var recognizer = function(tags, options) {

    if (!options) {
      options = {};
    }
    if (options.verbose) {
      options.gerund = true;
      options.stick_adjectives = true;
      options.stick_prepositions = true;
      options.stick_the = true;
      options.subnouns = true;
      options.match_whole = true;
    }

    //collect noun chunks
    var nouns = _.filter(tags, function(tag) {
      return tag.pos.parent == "noun";
    });

    // optionally treat 'ing' verbs as nouns
    if (options.gerund) {
      for (var i in tags) {
        if (tags[i].pos.tag == "VBG") {
          //    nouns.push({word:tags[i].word, pos:parts_of_speech["NN"], rule:"gerund"});
        }
      }
    }

    //'obama health care' break noun-phrase into chunks
    if (options.subnouns) {
      for (var i in nouns) {
        if (nouns[i].word.match(' ')) {
          var ngrams = ngram(nouns[i].word.replace(/^(the|an?|dr\.|mrs?\.|sir) /i, '').split(' '), 1, 4);
          for (var n in ngrams) {
            nouns.push({
              word: ngrams[n],
              pos: parts_of_speech["NN"],
              rule: "subnoun"
            });
          }
        }
      }
    }

    // optionally treat 'the' as part of a noun
    if (options.stick_the) {
      for (var i in tags) {
        i = parseInt(i);
        if (tags[i].word == "the" && tags[i + 1] && tags[i + 1].pos.parent == "noun" && isplural(tags[i + 1].word)) {
          nouns.push({
            word: tags[i].word + ' ' + tags[i + 1].word,
            pos: parts_of_speech["NN"],
            rule: "sticky_the"
          });
        }
      }
    }

    //add sticky adjectives to results - black swan
    if (options.stick_adjectives) {
      //adjective - noun
      for (var i in tags) {
        i = parseInt(i);
        if (!tags[i].word) {
          continue;
        }
        if (tags[i + 1] && tags[i].pos.parent == "adjective" && tags[i + 1].pos.parent == "noun") {
          var word = tags[i].word + ' ' + tags[i + 1].word;
          nouns.push({
            word: word,
            pos: parts_of_speech["NN"],
            rule: "sticky_adj"
          });
        }
      }
      //noun - adjective
      for (var i in tags) {
        i = parseInt(i);
        if (!tags[i].word) {
          continue;
        }
        if (tags[i + 1] && tags[i].pos.parent == "noun" && tags[i + 1].pos.parent == "adjective") {
          var word = tags[i].word + ' ' + tags[i + 1].word;
          nouns.push({
            word: word,
            pos: parts_of_speech["NN"],
            rule: "sticky_after_adj"
          });
        }
      }
    }

    //add [noun phrase] and [noun phrase] - marks and spencers
    if (options.stick_prepositions) {
      var words = _.pluck(tags, "word")
      for (var i in tags) {
        i = parseInt(i);
        if (!tags[i].word) {
          continue;
        }
        if (tags[i - 1] && tags[i + 1] && (tags[i].pos.tag == "CC" || tags[i].pos.tag == "IN")) { //&& tags[i-1].pos.parent=="noun"
          for (var o = i; o < tags.length; o++) {
            if (tags[o].pos.parent == "verb" || tags[o].word.match(/\W/)) {
              break
            }
            if (tags[o].pos.parent == "noun") {
              var word = words.slice(i - 1, parseInt(o) + 1).join(" ");
              nouns.push({
                word: word,
                pos: parts_of_speech["NN"],
                rule: "group_prep"
              });
            }
          }
        }
      }
    }

    //search the whole string
    if (options.match_whole) {
      var text = _.pluck(tags, 'word').join(' ');
      nouns.push({
        word: text,
        pos: parts_of_speech["NN"],
        rule: "whole"
      });
    }

    //remove number tokes
    if (options.kill_numbers) {
      nouns = _.filter(nouns, function(noun) {
        return !noun.word.match(/([0-9]| \- )/)
      })
    }

    return nouns;
  }

    function isplural(word) {
      if (word.match(/.{3}(s|ice|eece)$/)) {
        return true;
      } //hack but its ok
      return false;
    }


    //list all inline combinations for array element joins

    function ngram(arr, minwords, maxwords) {
      var keys = [, ];
      var results = [];
      maxwords++; //for human logic, we start counting at 1 instead of 0
      for (var i = 1; i <= maxwords; i++) {
        keys.push({});
      }
      for (var i = 0, arrlen = arr.length, s; i < arrlen; i++) {
        s = arr[i];
        keys[1][s] = (keys[1][s] || 0) + 1;
        for (var j = 2; j <= maxwords; j++) {
          if (i + j <= arrlen) {
            s += " " + arr[i + j - 1];
            keys[j][s] = (keys[j][s] || 0) + 1;
          } else break;
        }
      }
      //collect results
      for (var k = 0; k < maxwords; k++) {
        var key = keys[k];
        for (var i in key) {
          if (key[i] >= minwords) results.push(i);
        }
      }
      return results
    }


    // export for AMD / RequireJS
  if (typeof define !== 'undefined' && define.amd) {
    define([], function() {
      return recognizer;
    });
  }
  // export for Node.js
  else if (typeof module !== 'undefined' && module.exports) {
    module.exports = recognizer;
  }

  return recognizer;


})()
var tokenizer = (function() {
  var tokenizer = function(text, options) {
    if (!options) {
      options = {};
    }
    //undo contractions
    if (text.match(/(he's|she's|it's)/)) {
      text = text.replace(/([^ ])['’]s /ig, '$1 is ');
    }
    text = text.replace(/([^ ])['’]ve /ig, '$1 have ');
    text = text.replace(/([^ ])['’]re /ig, '$1 are ');
    text = text.replace(/([^ ])['’]d /ig, '$1 would ');
    text = text.replace(/([^ ])['’]ll /ig, '$1 will ');
    text = text.replace(/([^ ])n['’]t /ig, '$1 not ');
    text = text.replace(/\bi'm /ig, 'I am ');

    //remove bracketed parts
    if (!options.keep_brackets) {
      text = text.replace(/ ?\(.{0,200}?\)/g, '');
    }

    var words = text.split(' ');

    if (options.want_quotations) {
      if (text.match('"')) {
        words = rejoin(words);
      }
    }

    words = spot_multiples(words);
    //words=words.map(function(word){ return word.replace(/("|,|\)|\(|!)/g,'')})

    return words;
  }


  //connect common multiple-word-phrases into one token

    function spot_multiples(words) {
      for (var i in words) {
        i = parseInt(i);
        if (!words[i + 1]) {
          continue;
        }
        var two = words[i] + ' ' + words[i + 1];
        two = two.replace(/[\.,!:;]*$/, '')
        if (multiples[two]) {
          words[i] = words[i] + ' ' + words[i + 1];
          words[i + 1] = null;
        }
      }
      //remove empty words
      return _.compact(words);
    }


    //rejoin quotations to one token

    function rejoin(words) {
      var quotes = [];
      for (var i in words) {
        if (words[i].match('"')) {
          quotes.push(parseInt(i))
        }
      }
      if (quotes.length == 2) {
        var quote = words.slice(quotes[0], quotes[1] + 1).join(' ');
        quote = quote.replace(/"/g, '')
        words.push(quote)
      }
      return words;
    }
    // export for AMD / RequireJS
  if (typeof define !== 'undefined' && define.amd) {
    define([], function() {
      return tokenizer;
    });
  }
  // export for Node.js
  else if (typeof module !== 'undefined' && module.exports) {
    module.exports = tokenizer;
  }

  return tokenizer;


})()

//console.log(exports.tokenizer('toronto and chicago! seem as usual, "well-disguised as hell" yeah', {want_quotations:true}));
var chunker = (function() {

  //merge word-tokens based on their grammar. forms a more maturely tokenized pos tag object.
  var chunker = function(data, options) {
    //some grammatical chunking..
    for (var i in data) {
      i = parseInt(i);
      //add an implicit preposition to possessive nouns
      if (data[i].pos.tag == "NNO") {
        data = build(data.slice(0, i + 1), {
          word: "",
          pos: parts_of_speech["IN"]
        }, data.slice(i + 1, data.length));
      }
      //sticky prepositions on gerunds  - waking up in..
      if (data[i].pos.tag == "VBG" && data[i + 2]) {
        if (data[i + 1].pos.tag == "IN" && data[i + 2].pos.parent == "glue") {
          data[i].word += ' ' + data[i + 1].word;
          data[i + 1].word = null;
          continue
        }
      }
      //sticky prepositions on gerunds at end of phrase
      if (data[i].pos.tag == "VBG") {
        if (data[i + 1] && data[i + 2] == null && data[i + 1].pos.tag == "IN") {
          data[i].word += ' ' + data[i + 1].word;
          data[i + 1].word = null;
        }
      }
    }

    //make gerunds into a 'noun-gerund'
    if (options.gerund) {
      for (var i in data) {
        if (data[i].pos.tag == "VBG") {
          data[i].pos = parts_of_speech["NG"];
        }
      }
    }

    //chunk same consecutive parents
    var chunked = [data[0]];
    for (var i = 1; i <= data.length - 1; i++) {
      if (chunked[chunked.length - 1].pos.parent == data[i].pos.parent) {
        if (chunked[chunked.length - 1].word && !chunked[chunked.length - 1].word.match(/(,|")/)) { //dont chunk nouns with comma
          chunked[chunked.length - 1].word += ' ' + data[i].word;
          continue;
        }
      }
      //implicit else
      chunked.push(data[i]);
    }

    return chunked;
  }


  //make a json

    function build(before, obj, after) {
      var all = before;
      all.push(obj);
      for (var i in after) {
        all.push(after[i])
      }
      return all;
    }


    // export for AMD / RequireJS
  if (typeof define !== 'undefined' && define.amd) {
    define([], function() {
      return chunker;
    });
  }
  // export for Node.js
  else if (typeof module !== 'undefined' && module.exports) {
    module.exports = chunker;
  }

  return chunker;


})()
var date_extractor = (function() {

  var date_extractor = function(text) {
    var results = finddate(text);
    return {
      "text": results[0],
      "from": formatdate(results[1]),
      "to": formatdate(results[2])
    }
  }



  //this function returns an array.
  //foundarray[0] is the text that contains the date bit (to highlight),
  //foundarray[1] is the start date
  //foundarray[2] is the end date

    function finddate(text) {
      if (text == null) {
        return '';
      }
      var foundarray = new Array();
      text = text.replace(/ Feb\.? /g, 'February');
      text = text.replace(/ Mar\.? /g, 'March');
      text = text.replace(/ Apr\.? /g, 'April');
      text = text.replace(/ Jun\.? /g, 'June');
      text = text.replace(/ Jul\.? /g, 'july');
      text = text.replace(/ Aug\.? /g, 'august');
      text = text.replace(/ Sep\.? /g, 'september');
      text = text.replace(/ Oct\.? /g, 'october');
      text = text.replace(/ Nov\.? /g, 'november');
      text = text.replace(/ Dec\.? /g, 'december');
      text = text.replace(/\(/g, '( ');
      text = text.replace(/\)/g, ' )');
      //text=text.replace(/./g,'');
      var sentences = text.split(/\. /); //one sentence at a time



      for (var i in sentences) {
        var found;
        sentences[i] = ' ' + sentences[i] + '';
        sentences[i] = sentences[i].replace(/\Bfirst\B/, '1st');
        sentences[i] = sentences[i].replace(/second of /, '2nd of');

        sentences[i] = sentences[i].replace(/second of /, '2nd of');
        sentences[i] = sentences[i].replace(/second of /, '2nd of');
        sentences[i] = sentences[i].replace(/second of /, '2nd of');
        sentences[i] = sentences[i].replace(/second of /, '2nd of');


        //eg March 7th-11th 1987
        var best = /(july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)? ?(\-| to | until | till ) ?[0-9]{1,2}(th|rd|st)?,? [0-9]{4}/i.exec(sentences[i]);
        if (best != null) {
          found = best[0];
          var remove = / ?(-| to | until ) ?[0-9]{1,2}(th|rd|st)?,?/i.exec(found); //remove until date
          foundarray[0] = found;
          foundarray[1] = found.replace(remove[0], '');
          var remove = /[0-9]{1,2}(th|rd|st)?,? ?(-| to | until )/i.exec(found); //remove to date
          foundarray[2] = found.replace(remove[0], '');
          return foundarray;
        }

        //eg '28th of September to 5th of October 2008'
        var best = /[0-9]{1,2}(th|rd|st)? (of )?(july|august|september|october|november|december|january|february|march|april|may|june),? ?(-| to | until | till ) ?[0-9]{1,2}(th|rd|st)? (of )?(july|august|september|october|november|december|january|february|march|april|may|june),? [0-9]{4}/i.exec(sentences[i]);
        if (best != null) {
          var found = best[0];
          foundarray[0] = found;
          var remove = /(-| to | until | till ) ?[0-9]{1,2}(th|rd|st)? (of )?(july|august|september|october|november|december|january|february|march|april|may|june),?/i.exec(found); //remove until date
          var tfound = found.replace(remove[0], '');
          tfound = tfound.replace(/( of | to | until | till |-)/, ' ');
          foundarray[1] = tfound.replace(remove[0], '');
          //to date
          var remove = /[0-9]{1,2}(th|rd|st)? (of )?(july|august|september|october|november|december|january|february|march|april|may|june),? ?(-| to | until | till )/i.exec(found); //remove from date
          var tfound = found.replace(remove[0], '');
          tfound = tfound.replace(/( of | to | until | till |-)/, ' ');
          foundarray[2] = tfound.replace(remove[0], '');
          return foundarray;
        }


        //eg March 7th to june 11th 1987
        var best = /(july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)? ?(-| to | until | till ) ?(july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)?( |, )[0-9]{4}/i.exec(sentences[i]);
        // var best = /(july|august|september|october|november|december|january|february|march|april|may|june) [0-9]{1,2} to (july|august|september|october|november|december|january|february|march|april|may|june) [0-9]{1,2} [0-9]{4}/i.exec(text);
        if (best != null) {
          found = best[0];
          var remove = / ?(-| to | until | till ) ?(july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)?,?/i.exec(found); //remove until date
          foundarray[0] = found;
          foundarray[1] = found.replace(remove[0], '');
          var end = found.replace(/(july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)? ?(-| to | until | till ) ?/i, '');
          foundarray[2] = end;
          return foundarray;
        }

        //eg between 13 February and 15 February 1945
        var best = /(through|throughout|during|within|between) [0-9]{1,2}(th|rd|st)? (july|august|september|october|november|december|january|february|march|april|may|june),? ?(-| to | until | till | and ) ?[0-9]{1,2}(th|rd|st)? (july|august|september|october|november|december|january|february|march|april|may|june),? [0-9]{4}/i.exec(sentences[i]);
        // var best = /(july|august|september|october|november|december|january|february|march|april|may|june) [0-9]{1,2} to (july|august|september|october|november|december|january|february|march|april|may|june) [0-9]{1,2} [0-9]{4}/i.exec(text);
        if (best != null) {
          found = best[0];
          // console.log("*"+best);
          var end = /[0-9]{1,2}(th|rd|st)? (july|august|september|october|november|december|january|february|march|april|may|june),? [0-9]{4}/i.exec(found); //grab end date
          var start = found.replace(/(through|throughout|during|within|between) /i, '');
          start = start.replace(/,? ?(-| to | until | till | and ) ?[0-9]{1,2}(th|rd|st)? (july|august|september|october|november|december|january|february|march|april|may|june),?/i, '');

          foundarray[0] = found;
          foundarray[1] = start;
          foundarray[2] = end[0];
          //console.log(foundarray[1]);
          return foundarray;
        }

        //eg between March 7th and june 11th 1987
        var best = /between (july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)? ?(-| and ) ?(july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)?( |, )[0-9]{4}/i.exec(sentences[i]);
        // var best = /(july|august|september|october|november|december|january|february|march|april|may|june) [0-9]{1,2} to (july|august|september|october|november|december|january|february|march|april|may|june) [0-9]{1,2} [0-9]{4}/i.exec(text);
        if (best != null) {
          found = best[0];
          foundarray[0] = found;
          var remove = / ?(-| and ) ?(july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)?,?/i.exec(found); //remove until date
          foundarray[1] = found.replace(remove[0], '');
          foundarray[1] = foundarray[1].replace('between', '');
          //to date
          var remove = /between (july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)? ?(-| and ) ?/i.exec(found); //remove from date
          foundarray[2] = found.replace(remove[0], '');
          foundarray[2] = foundarray[2].replace('between', '');
          return foundarray;
        }


        //eg March 1st 1987
        var best = /(july|august|september|october|november|december|january|february|march|april|may|june),? (the )?[0-9]{1,2}(th|rd|st)?( |, |,)[0-9]{4}/i.exec(sentences[i]);
        if (best != null) {
          found = best[0];
          foundarray[0] = found;
          foundarray[1] = found
          return foundarray;
        }

        //eg 3rd - 5th of March 1969
        if (found == null) {
          var second = /[0-9]{1,2}(th|rd|st)? ?( to |-| until |\/) ?[0-9]{1,2}(th|rd|st)? (of )?(july|august|september|october|november|december|january|february|march|april|may|june)( |, |,)[0-9]{4}/i.exec(sentences[i]);
          if (second != null) {
            found = second[0];
            foundarray[0] = found;
            var start = found.replace(/(th|rd|st)? ?( to |-| until |\/) ?[0-9]{1,2}(th|rd|st)?( of)?/i, '');
            var end = found.replace(/[0-9]{1,2}(th|rd|st)? ?( to |-| until |\/) ?/i, '');
            start = start.replace('of', '');
            end = end.replace('of', '');
            foundarray[1] = start;
            foundarray[2] = end;
            return foundarray;
          }
        }
        //eg 3rd of March 1969
        if (found == null) {
          var second = /[0-9]{1,2}(th|rd|st)? ?(of )?(july|august|september|october|november|december|january|february|march|april|may|june)( |, |,)[0-9]{4}/i.exec(sentences[i]);
          if (second != null) {
            found = second[0];
            foundarray[0] = found;
            foundarray[1] = found
            return foundarray;
          }
        }
        //eg September 1939 to April 1945
        if (found == null) {
          var third = /(july|august|september|october|november|december|january|february|march|april|may|june)( |, |,)(of )?[0-9]{4,4} ?( to |-| until ) ?(july|august|september|october|november|december|january|february|march|april|may|june)( |, |,)(of )?[0-9]{4,4}/i.exec(sentences[i]); //
          if (third != null) {
            var start = third[0].replace(/ (to|-|until) (july|august|september|october|november|december|january|february|march|april|may|june)( |, |,)(of )?[0-9]{4,4}/i, '');
            var end = third[0].replace(/(july|august|september|october|november|december|january|february|march|april|may|june)( |, |,)(of )?[0-9]{4,4} (to|-|until) /i, '');
            found = third[0];
            foundarray[0] = found;
            foundarray[1] = start;
            foundarray[2] = end;
            return foundarray;
          }
        }

        //eg March 1969
        if (found == null) {
          var third = /(july|august|september|october|november|december|january|february|march|april|may|june)( |, |,)(of )?[0-9]{4,4}/i.exec(sentences[i]); //
          if (third != null) {
            found = third[0];
            foundarray[0] = found;
            foundarray[1] = found
            return foundarray;
          }
        }

        //eg 400 - 600 BC
        if (found == null) {
          var year = / ([0-9]{3,4} ?- ?[0-9]{2,4} ?(BC.|B.C.|BC ))/i.exec(sentences[i]);
          if (year != null) {
            found = year[1];
            found = found.replace(/ ?- ?[0-9]{2,4}/, '');
            foundarray[0] = found;
            foundarray[1] = found.replace(/(BC.|B.C.|BC |BCE.|B.C.E.|BCE )/, 'B.C.')
            return foundarray;
          }
        }

        //eg 1997-1998
        if (found == null) {
          var year = / [0-9]{4,4} ?(-|–| to | until ) ?'?[0-9]{4,4}/i.exec(sentences[i]);
          if (year != null) {
            found = year[0];
            foundarray[0] = found;
            var tfound = found.replace(/ ?- ?'?[0-9]{4,4}/, '');
            if (tfound != null && tfound < 2020) {
              foundarray[1] = tfound

              var remove = /[0-9]{4} ?- ?/i.exec(found); //remove from date
              foundarray[2] = found.replace(remove[0], '');

              return foundarray;
            }
          }
        }
        //eg 1997-98
        if (found == null) {
          var year = / [0-9]{4,4} ?(-|–| to | until ) ?'?[0-9]{2,2}/i.exec(sentences[i]);
          if (year != null) {
            found = year[0];
            foundarray[0] = found;
            var tfound = found.replace(/ ?- ?'?[0-9]{2,2}/, '');
            if (tfound != null && tfound < 2020) {
              foundarray[1] = tfound

              var remove = /[0-9]{2} ?- ?/i.exec(found); //remove from date
              foundarray[2] = found.replace(remove[0], '');

              return foundarray;
            }
          }
        }



        //eg 400 BC
        if (found == null) {
          var year = / ([0-9]{3,4} (BC.|B.C.|BC ))/i.exec(sentences[i]);
          if (year != null) {
            found = year[1];
            foundarray[0] = found;
            foundarray[1] = found.replace(/(BC.|B.C.|BC |BCE.|B.C.E.|BCE )/, 'B.C.')
            return foundarray;
          }
        }


        //matches year
        if (found == null) {
          var year = / [0-9]{4,4}/i.exec(sentences[i]);
          if (year != null && year < 2020) {
            found = year[0];
            foundarray[0] = found;
            foundarray[1] = found
            return foundarray;
          }
        }

        if (found != null) {
          break;
        }

      } //for senetences

      return foundarray;

    }


    //begin processing date to be mql-friendly

    //var str=formatdate('July 2, 1934'); acre.write(str);

    function formatdate(found) {
      if (!found) {
        return {};
      }
      found = found.replace('of ', '');
      found = found.replace('the ', '');
      found = found.replace('th ', ' ');
      found = found.replace('rd ', ' ');
      found = found.replace('1st ', '01');

      var month = /july|august|september|october|november|december|january|february|march|april|may|june/i.exec(found);
      month = '' + month;
      month = month.toLowerCase();
      var monthnum = 0;

      if (month == 'january') {
        monthnum = '01';
      }
      if (month == 'february') {
        monthnum = '02';
      }
      if (month == 'march') {
        monthnum = '03';
      }
      if (month == 'april') {
        monthnum = '04';
      }
      if (month == 'may') {
        monthnum = '05';
      }
      if (month == 'june') {
        monthnum = '06';
      }
      if (month == 'july') {
        monthnum = '07';
      }
      if (month == 'august') {
        monthnum = '08';
      }
      if (month == 'september') {
        monthnum = '09';
      }
      if (month == 'october') {
        monthnum = '10';
      }
      if (month == 'november') {
        monthnum = '11';
      }
      if (month == 'december') {
        monthnum = '12';
      }

      if (found.match('B.C.')) {
        var year = /[0-9]{3,4}/i.exec(found);
        year = year + '';
        if (year.length == 3) {
          year = '0' + year;
        }
        if (year.length == 2) {
          year = '00' + year;
        }
        year = '-' + year;
        return year;
      } //something bc
      else {
        var year = /[0-9]{4}/i.exec(found);
      } //normal years
      year = '' + year;
      found = found.replace(year, '');
      var date = /[0-9]{1,2}/i.exec(found);

      if (date != null) {
        if (date < 10) {
          date = '0' + date;
        } //turn 1 into 01
      }

      return {
        "year": year,
        "month": monthnum,
        "day": date
      };
    }



    //console.log(exports.date_extractor('my wife left me on the 9th of april, 2005. now i just programz the computerz.'));

    // export for AMD / RequireJS
  if (typeof define !== 'undefined' && define.amd) {
    define([], function() {
      return date_extractor;
    });
  }
  // export for Node.js
  else if (typeof module !== 'undefined' && module.exports) {
    module.exports = date_extractor;
  }

  return date_extractor;


})()
/*!
 *by spencer kelly
 *
 * based on jsPOS by Percy Wegmann
 * Licensed under the LGPLv3 license
 * http://www.opensource.org/licenses/lgpl-3.0.html
 */

var tag = (function() {

var tag = function(words, options){
  	var results = [];
  	//lookup words
    for (var i in words) {
  	    var word=words[i];
        results[i]={word:word, pos:null, clues:[]}
            //first, regex-based guesses
          var patterns = [
            {reg: /[a-z]\-[a-z]/ , pos: 'JJ'},
            {reg: /^de\-[a-z]../ , pos: 'VB'},
            {reg: /^un\-[a-z]../ , pos: 'VB'},
            {reg: /^re\-[a-z]../ , pos: 'VB'},
            {reg: /.*ould$/ , pos: 'MD'},
            {reg: /..*ing$/ , pos: 'VBG'},
            {reg: /..*'n$/ , pos: 'VBG'},
            {reg: /...*ed$/ , pos: 'VBD'},
            {reg: /.*ness$/ , pos: 'NN'},
            {reg: /.*ment$/ , pos: 'NN'},
            {reg: /.*full?$/ , pos: 'JJ'},
            {reg: /.*ous$/ , pos: 'JJ'},
            {reg: /.*ble$/ , pos: 'JJ'},
            {reg: /.*ic$/ , pos: 'JJ'},
            {reg: /..*ive$/ , pos: 'JJ'},
            {reg: /..*ic$/ , pos: 'JJ'},
            {reg: /..*est$/ , pos: 'JJ'},
            {reg: /.*ical$/ , pos: 'JJ'},
            {reg: /.*ial$/ , pos: 'JJ'},
            {reg: /...*ish$/ , pos: 'JJ'},
            {reg: /.*less$/ , pos: 'JJ'},
            {reg: /..*ant$/ , pos: 'JJ'},
            {reg: /..*ly$/ , pos: 'RB'},
            {reg: /\./ , pos: 'NN'},
            {reg: /^((?![aeiouy]).)*$/, pos: 'NN'},
            {reg: /^-?[0-9]+(.[0-9]+)?$/ , pos: 'CD'},
            {reg: /'s$/ , pos: 'NNO'}
          ]
          for(var o in patterns){
            if(word.match(patterns[o].reg)){
              results[i].pos=parts_of_speech[patterns[o].pos];
              results[i].rule="regex"
            }
          }
            //next, use the pos suggestions from the lexicon
            word=word.replace(/[\.,!:;]*$/,'')
            var lex=lexicon[word.toLowerCase()];
            if(lex){
              results[i].pos=parts_of_speech[lex];
              results[i].rule="lexicon";
              }
            //noun if a capital appears in the not-first word
            if(i!=0 && word.match(/[A-Z]/)){
              results[i].pos=parts_of_speech["NN"];
              results[i].rule="capital";
              }
            //noun if we can convert into a number
            if (parseFloat(word)){
                results[i].pos=parts_of_speech["NN"];
                results[i].rule="number";
               }
            //fallback to noun
            if(!results[i].pos){
                results[i].pos=parts_of_speech["NN"];
                results[i].rule="unknown";
                }
    }

  	//sentence-level context rules
    for(var i in results){
        i=parseInt(i);
        if(!results[i+1]){continue;}

         //if no adjectives or verbs at all, kill the adverbs
       /* if(results[i].pos.tag=="RB" ){
          if(!_.detect(results, function(r){return r.pos.parent=="verb" || r.pos.parent=="adjective"} )){
           results[i].pos=parts_of_speech["NN"];
           results[i].rule="dangling adverb";
           }
        } */
         //suggest verb or adjective after adverb
        if(results[i].pos.tag=="RB" && ( !results[i-1] || results[i-1].pos.parent!="verb")   ){
          results=suggest_adverb_phrase(i, "from_adverb", results, {strong:false});
        }
         //suggest noun phrase after posessive pronouns (her|my|its)
        if(results[i].pos.tag=="PP" ){
          results=suggest_noun_phrase(i, "from_posessive", results, {strong:true});
        }
          //suggest noun phrase after determiners (the|a)
        if(results[i].pos.tag=="VBZ" && results[i+1].pos.parent!="verb"  ){
          results=suggest_adjective_phrase(i, "vbz-adjective", results, {strong:false});
        }
         //suggest noun phrase after determiners (the|a)
        if(results[i].pos.tag=="DT" ){
          results=suggest_noun_phrase(i, "from_determiner", results, {strong:false});
        }
          // suggest verb phrase after would|could|should
        if(results[i].pos.tag=="MD" ){
          results=suggest_verb_phrase(i, "from_would", results, {strong:false});
        }
         // suggest adjective phrase after copula and no determiner/verb
      //  if(results[i].pos.tag=="CP" && results[i+1].pos.tag!="DT" && results[i+1].pos.parent!="verb"){
         // results=suggest_adjective_phrase(i, "from_copula", results, {strong:false});
       // }
     }




     	//more specific context rules
    for(var i in results){
       i=parseInt(i);
       if(!results[i+1]){continue;}
       //noun adjective noun
       if(results[i].pos.parent=="noun" && results[i+2] && results[i+1].pos.tag=="JJ" && results[i+2].pos.parent=="noun"){
          if(!options.big){
           results[i+1].pos=parts_of_speech["NN"];   //fails on 'truck bombing outside kabul'
           results[i+1].rule="noun_adjective_noun";
           }
       }
        //adjective - verb to adverb - verb
       if(results[i].pos.tag=="JJ" && results[i+1].pos.parent=="verb"){
           results[i].pos=parts_of_speech["RB"];
           results[i].rule="adjective_verb";
       }
        //two consecutive adjectives, no comma
       if(results[i].pos.tag=="JJ" && results[i+1].pos.tag=="JJ"){
         if(!results[i].word.match(',')){
           results[i].pos=parts_of_speech["RB"];
           results[i].rule="twoadjectives";
         }
       }
               //verb before persponal pronoun (scared his..)
       if(results[i].pos.tag=="PRP" ){
           if(results[i-1] && results[i-1].pos.parent=="adjective"){
           results[i-1].pos=parts_of_speech["VB"];
           results[i-1].rule="verb_myself";
           }
           else if( !results[i-1] || !results[i-1].pos.parent=="verb"){
             results=suggest_verb_phrase(i, "from_pronoun", results, {strong:false});
           }
       }
        //interpret prepositions as verbs is in, are from
       if(results[i].pos.tag=="CP" && results[i+1].pos.tag=="IN"){
           results[i+1].pos=parts_of_speech["VB"];
           results[i+1].rule="preposition_verb";
       }
        //hook conjunction grammars together  cute and [noun]
       if(results[i].pos.parent=="adjective" && results[i+1].pos.tag=="CC" && results[i+2] && results[i+2].pos.parent=="noun" ){
           results[i+2].pos=parts_of_speech["JJ"];
           results[i+2].rule="and_adjective";
       }

     }


     //context based on end of phrase
     var last=results.length-1;
       if(results[last-1]){
          // 'is [noun]' then end, becomes 'is [adjective]'
         if(results[last-1].pos.tag=="CP" && results[last].pos.parent=="noun"){
           results[last].pos=parts_of_speech["JJ"];
           results[last].rule="end_copula"
         }
          // '[noun] [verb]' then end, becomes '[noun] [noun]'
         if(results[last-1].pos.parent=="noun" && (results[last].pos.parent=="adjective" || results[last].pos.tag=="RB")  ){
           results[last].pos=parts_of_speech["NN"];
           results[last].rule="ending_noun"
         }

       }


    return results;
}


        function suggest_noun_phrase(o, rule, results, options){
            var top=results.length;
            for(var i=o+1; i<top; i++){   // console.log(results[i].word)
                if(results[i].pos.parent=='noun'){
                  return results;
                }
                if(  results[i].pos.parent=='verb'  && results[i].pos.tag!="RB" ){
                  results[i].pos=parts_of_speech["NN"];
                  results[i].rule=rule;
                  return results;
                }
                if(results[i+1]){
                  if(results[i].pos.parent=='adj' || results[i].pos.tag=="RB"){
                    results[i].pos.parent='adjective';
                    results[i].rule=rule;
                    }
                 }
                 else{//last word and still no noun
                    results[i].pos=parts_of_speech["NN"];
                    results[i].rule=rule;
                 }
              }
            return results;
         }


        function suggest_verb_phrase(o, rule, results, options){
            var top=results.length;
            for(var i=o+1; i<top; i++){
                if(results[i].pos.parent=='verb'){
                  return results;
                }
                if(results[i].pos.parent=='noun' ){
                  results[i].pos=parts_of_speech["VB"];
                  results[i].rule=rule;
                  return results;
                }
                if(results[i+1]){
                  if(results[i].pos.parent=='adj' || results[i].pos.tag=="RB"){
                    results[i].pos.parent='verb';
                    results[i].rule=rule;
                    }
                 }
                 else{//last word and still no verb
                    results[i].pos=parts_of_speech["VB"];
                    results[i].rule=rule;
                 }
              }
             return results;
         }

        function suggest_adjective_phrase(o, rule, results, options){
            var top=results.length;
            for(var i=o+1; i<top; i++){
                if(results[i].pos.parent=='adjective'){
                  return results;
                }
                if(results[i].pos.tag=="DT" || results[i].pos.tag=="CP"){
                  return results;
                }
                if(results[i].pos.parent=='noun' || results[i].pos.parent=='verb' ){
                  results[i].pos=parts_of_speech["JJ"];
                  results[i].rule=rule;
                  return results;
                }
                if(results[i+1]){
                  if(results[i].pos.tag=="RB"){
                    results[i].pos.parent='adjective';
                    results[i].rule=rule;
                    }
                 }
                 else{//last word and still no verb
                    if(options.strong){
                       results[i].pos=parts_of_speech["JJ"];
                       results[i].rule=rule;
                    }
                 }
              }
             return results;
         }

         //suggest a verb or adjective is coming
        function suggest_adverb_phrase(o, rule, results, options){
            var top=results.length;
            for(var i=o+1; i<top; i++){
                if(results[i].pos.parent=='adjective' || results[i].pos.parent=='verb'){
                  return results;
                }
                if(results[i].pos.parent=='noun' ){
                  results[i].pos=parts_of_speech["JJ"];
                  results[i].rule=rule;
                  return results;
                }
                if(results[i+1]){
                  if(results[i].pos.tag=="RB"){
                    results[i].pos.parent='adjective';
                    results[i].rule=rule;
                    }
                 }
                 else{//last word and still no verb
                  if(options.strong){
                    results[i].pos=parts_of_speech["JJ"];
                    results[i].rule=rule;
                    }
                 }
              }
             return results;
         }

    // export for AMD / RequireJS
  if (typeof define !== 'undefined' && define.amd) {
    define([], function() {
      return tag;
    });
  }
  // export for Node.js
  else if (typeof module !== 'undefined' && module.exports) {
    module.exports = tag;
  }

  return tag;


})()