SentimentAnalyzer.js

angular
	.module('SentimentAnalyzer', [])
	.controller('SentimentAnalyzerController', ['$scope', function($scope) {

		// Identify sentiment-relevant string-level properties of input text
		class SentimentText {

			constructor(text) {

				this.PunctuationList = [".", "!", "?", ",", ";", ":", "-", "'", "\"", "!!", "!!!", "??", "???", "?!?", "!?!", "?!?!", "!?!?"];
				this._text = text;
				this.WordsAndEmoticons = this.WordsAndEmoticonsOnly();
				this.IsAllCapsDifferential = this.AllCapsDifferential(this.WordsAndEmoticons);
			}

			StripPunctuations() {

				return this._text.replace(/[^A-Za-z0-9_\s]/g, '');
			}

			isUpperCase(str) {

				return str === str.toUpperCase();
			}

			// Check whether just some words in the input are ALL CAPS
			AllCapsDifferential(words) {

				var AllCapsWords = 0;

				if (!Array.isArray(words))
					return false;

				for (var i = 0; i < words.length; i++) {

					var word = words[i];

					if (this.isUpperCase(word))
						AllCapsWords++;
				}

				var cap_differential = words.length - AllCapsWords;

				return cap_differential > 0 && cap_differential < words.length;
			}

			WordsOnly() {

				// removes punctuation (but loses emoticons & contractions)
				var modifiedText = (this.StripPunctuations()).trim();

				// split on white space
				var words = modifiedText.split(/\s+/);

				// get rid of empty items or single letter "words" like 'a' and 'I'
				return words.filter(word => word.length > 1);
			}

			Count(words, word) {

				var counts = [];

				if (!Array.isArray(words))
					return 0;

				for (var i = 0; i < words.length; i++) {

					var key = words[i];

					if (key in counts) {

						counts[key]++;

					} else {

						counts[key] = 1;
					}
				}

				return (word in counts) ? counts[word] : 0;
			}

			WordsAndEmoticonsOnly() {

				// split on white space
				var wordsAndEmoticons = this._text.split(/\s+/);

				// get rid of empty items or single letter "words" like 'a' and 'I'
				var filtered = wordsAndEmoticons.filter(word => word.length > 1);

				var wordsOnly = this.WordsOnly();

				for (var i = 0; i < wordsOnly.length; i++) {

					var word = wordsOnly[i];

					for (var j = 0; j < this.PunctuationList.length; j++) {

						var punctuation = this.PunctuationList[j];

						// replace all punctuation + word combinations with word
						var punctuationWord = punctuation.concat(word);

						var x1 = this.Count(filtered, punctuationWord);

						while (x1 > 0) {

							var index = filtered.findIndex(function(word) {

								return word === punctuationWord;

							}, punctuationWord);

							if (index >= 0) {

								filtered[index] = word;
							}

							x1 = this.Count(filtered, punctuationWord);
						}

						// do the same as above but word then punctuation
						var wordPunctuation = word.concat(punctuation);

						var x2 = this.Count(filtered, wordPunctuation);

						while (x2 > 0) {

							//var index = filtered.find(wordPunctuation);
							var index = filtered.findIndex(function(word) {

								return word === wordPunctuation;

							}, wordPunctuation);

							if (index >= 0) {

								filtered[index] = word;
							}

							x2 = this.Count(filtered, wordPunctuation);
						}
					}
				}

				return filtered;
			}
		};

		// (empirically derived mean sentiment intensity rating increase for booster words)
		$scope.B_INCR = 0.293;
		$scope.B_DECR = -0.293;

		// (empirically derived mean sentiment intensity rating increase for using
		// ALLCAPs to emphasize a word)
		$scope.C_INCR = 0.733;
		$scope.N_SCALAR = -0.74;

		$scope.NEGATE = ["aint", "arent", "cannot", "cant", "couldnt", "darent", "didnt", "doesnt",
			"ain't", "aren't", "can't", "couldn't", "daren't", "didn't", "doesn't",
			"dont", "hadnt", "hasnt", "havent", "isnt", "mightnt", "mustnt", "neither",
			"don't", "hadn't", "hasn't", "haven't", "isn't", "mightn't", "mustn't",
			"neednt", "needn't", "never", "none", "nope", "nor", "not", "nothing", "nowhere",
			"oughtnt", "shant", "shouldnt", "uhuh", "wasnt", "werent",
			"oughtn't", "shan't", "shouldn't", "uh-uh", "wasn't", "weren't",
			"without", "wont", "wouldnt", "won't", "wouldn't", "rarely", "seldom", "despite"
		];

		//booster/dampener 'intensifiers' or 'degree adverbs'
		//http://en.wiktionary.org/wiki/Category:English_degree_adverbs

		$scope.BOOSTER_DICT = {
			"absolutely": $scope.B_INCR,
			"amazingly": $scope.B_INCR,
			"awfully": $scope.B_INCR,
			"completely": $scope.B_INCR,
			"considerably": $scope.B_INCR,
			"decidedly": $scope.B_INCR,
			"deeply": $scope.B_INCR,
			"effing": $scope.B_INCR,
			"enormously": $scope.B_INCR,
			"entirely": $scope.B_INCR,
			"especially": $scope.B_INCR,
			"exceptionally": $scope.B_INCR,
			"extremely": $scope.B_INCR,
			"fabulously": $scope.B_INCR,
			"flipping": $scope.B_INCR,
			"flippin": $scope.B_INCR,
			"fricking": $scope.B_INCR,
			"frickin": $scope.B_INCR,
			"frigging": $scope.B_INCR,
			"friggin": $scope.B_INCR,
			"fully": $scope.B_INCR,
			"fucking": $scope.B_INCR,
			"greatly": $scope.B_INCR,
			"hella": $scope.B_INCR,
			"highly": $scope.B_INCR,
			"hugely": $scope.B_INCR,
			"incredibly": $scope.B_INCR,
			"intensely": $scope.B_INCR,
			"majorly": $scope.B_INCR,
			"more": $scope.B_INCR,
			"most": $scope.B_INCR,
			"particularly": $scope.B_INCR,
			"purely": $scope.B_INCR,
			"quite": $scope.B_INCR,
			"really": $scope.B_INCR,
			"remarkably": $scope.B_INCR,
			"so": $scope.B_INCR,
			"substantially": $scope.B_INCR,
			"thoroughly": $scope.B_INCR,
			"totally": $scope.B_INCR,
			"tremendously": $scope.B_INCR,
			"uber": $scope.B_INCR,
			"unbelievably": $scope.B_INCR,
			"unusually": $scope.B_INCR,
			"utterly": $scope.B_INCR,
			"very": $scope.B_INCR,
			"almost": $scope.B_DECR,
			"barely": $scope.B_DECR,
			"hardly": $scope.B_DECR,
			"just enough": $scope.B_DECR,
			"kind of": $scope.B_DECR,
			"kinda": $scope.B_DECR,
			"kindof": $scope.B_DECR,
			"kind-of": $scope.B_DECR,
			"less": $scope.B_DECR,
			"little": $scope.B_DECR,
			"marginally": $scope.B_DECR,
			"occasionally": $scope.B_DECR,
			"partly": $scope.B_DECR,
			"scarcely": $scope.B_DECR,
			"slightly": $scope.B_DECR,
			"somewhat": $scope.B_DECR,
			"sort of": $scope.B_DECR,
			"sorta": $scope.B_DECR,
			"sortof": $scope.B_DECR,
			"sort-of": $scope.B_DECR
		};

		// check for special case idioms using a sentiment-laden keyword known to SAGE
		$scope.SPECIAL_CASE_IDIOMS = {
			"the shit": 3,
			"the bomb": 3,
			"bad ass": 1.5,
			"yeah right": -2,
			"cut the mustard": 2,
			"kiss of death": -1.5,
			"hand to mouth": -2
		};

		$scope.Normalize = function(score, alpha = 15.0) {

			var normalizedScore = score / Math.sqrt((score * score) + alpha);

			if (normalizedScore < -1.0) {
				return -1.0;
			}

			if (normalizedScore > 1.0) {

				return 1.0;
			}

			return normalizedScore;
		};

		$scope.LexiconFile = "";
		$scope.Lexicon = {};
		$scope.CurrentSentimentText = {};
		$scope.SentimentScores = {};

		$scope.MakeLexiconDictionary = function(file) {

			var reader = new FileReader();

			reader.onload = function(progressEvent) {

				var lines = this.result.split('\n');

				for (var line = 0; line < lines.length; line++) {

					var tokens = lines[line].split('\t');

					if (tokens.length >= 2) {

						var word = tokens[0];
						var measure = parseFloat(tokens[1]);

						$scope.Lexicon[word] = measure;
					}
				}
			}

			reader.readAsText(file);
		};

		$scope.PolarityScores = function(text) {

			// TODO: convert emojis to their textual descriptions and add to text

			$scope.CurrentSentimentText = new SentimentText(text);

			var sentiments = [];

			var words_and_emoticons = $scope.CurrentSentimentText.WordsAndEmoticons;

			for (var i = 0; i < words_and_emoticons.length; i++) {

				var valence = 0.0;

				var item = words_and_emoticons[i];

				// check for vader_lexicon words that may be used as modifiers or negations
				if (item.toLowerCase() in $scope.BOOSTER_DICT) {

					sentiments.push(valence);

					continue;
				}

				if (i < words_and_emoticons.length - 1 && item.toLowerCase() === "kind" && words_and_emoticons[i + 1].toLowerCase() === "of") {

					sentiments.push(valence);

					continue;
				}

				sentiments = $scope.SentimentValence(valence, item, i, sentiments);
			}

			var sentimentScores = $scope.ScoreValence($scope.ButCheck(words_and_emoticons, sentiments), text);

			$scope.SentimentScores = sentimentScores;
		};

		$scope.ScoreValence = function(sentiments, text) {

			var compound = 0.0;
			var pos = 0.0;
			var neg = 0.0;
			var neu = 0.0;

			const Sum = arr => arr.reduce((a, b) => a + b, 0.0);

			if (sentiments.length > 0) {

				var sum_s = Sum(sentiments);

				// compute and add emphasis from punctuation in text
				var punct_emph_amplifier = $scope.PunctuationEmphasis(text);

				if (sum_s > 0) {

					sum_s += punct_emph_amplifier;

				} else if (sum_s < 0) {

					sum_s -= punct_emph_amplifier;
				}

				compound = $scope.Normalize(sum_s);

				// discriminate between positive, negative and neutral sentiment scores
				var scores = $scope.SiftSentimentScores(sentiments);
				var pos_sum = scores["pos_sum"];
				var neg_sum = scores["neg_sum"];
				var neu_count = scores["neu_count"];

				if (pos_sum > Math.abs(neg_sum)) {

					pos_sum += punct_emph_amplifier;

				} else if (pos_sum < Math.abs(neg_sum)) {

					neg_sum -= punct_emph_amplifier;
				}

				var total = pos_sum + Math.abs(neg_sum) + neu_count;

				pos = Math.abs(pos_sum / total);
				neg = Math.abs(neg_sum / total);
				neu = Math.abs(neu_count / total);
			}

			return {
				neg: neg.toFixed(3),
				neu: neu.toFixed(3),
				pos: pos.toFixed(3),
				compound: compound.toFixed(4)
			};
		};

		$scope.isUpperCase = function(str) {

			return str === str.toUpperCase();
		};

		$scope.SentimentValence = function(valence, item, i, sentiments) {

			var adjustedValence = valence;

			var IsCapDifferential = $scope.CurrentSentimentText.IsAllCapsDifferential;
			var words_and_emoticons = $scope.CurrentSentimentText.WordsAndEmoticons;
			var item_lowercase = item.toLowerCase();

			if (item_lowercase in $scope.Lexicon) {

				// get the sentiment valence
				adjustedValence = $scope.Lexicon[item_lowercase];

				// check if sentiment laden word is in ALL CAPS (while others aren't)
				if ($scope.isUpperCase(item) && IsCapDifferential) {

					if (adjustedValence > 0) {

						adjustedValence += $scope.C_INCR;

					} else {

						adjustedValence -= $scope.C_INCR;
					}
				}

				for (var start_i = 0; start_i < 3; start_i++) {

					// dampen the scalar modifier of preceding words and emoticons
					// (excluding the ones that immediately preceed the item) based
					// on their distance from the current item.

					if (i > start_i && !(words_and_emoticons[i - (start_i + 1)].toLowerCase() in $scope.Lexicon)) {

						var s = $scope.ScalarIncDec(words_and_emoticons[i - (start_i + 1)], adjustedValence, IsCapDifferential);

						if (start_i == 1 && Math.abs(s) > Number.EPSILON) {

							s = s * 0.95;
						}

						if (start_i == 2 && Math.abs(s) > Number.EPSILON) {

							s = s * 0.9;
						}

						adjustedValence += s;

						adjustedValence = $scope.NegationCheck(adjustedValence, words_and_emoticons, start_i, i);

						if (start_i == 2) {

							adjustedValence = $scope.SpecialIdiomsCheck(adjustedValence, words_and_emoticons, i);
						}
					}
				}

				adjustedValence = $scope.LeastCheck(adjustedValence, words_and_emoticons, i);
			}

			sentiments.push(adjustedValence);

			return sentiments;
		};

		$scope.MapToLowerCase = function(words) {

			var result = words.map(function(word) {

				return word.toLowerCase();

			});

			return result;
		}

		$scope.NegationCheck = function(valence, words_and_emoticons, start_i, i) {

			var adjustedValence = valence;

			var words_and_emoticons_lower = $scope.MapToLowerCase(words_and_emoticons);

			if (start_i == 0) {

				if ($scope.IsNegated([words_and_emoticons_lower[i - (start_i + 1)]])) {

					adjustedValence *= $scope.N_SCALAR;
				}
			}

			if (start_i == 1) {

				if (words_and_emoticons_lower[i - 2] === "never" && (words_and_emoticons_lower[i - 1] === "so" || words_and_emoticons_lower[i - 1] === "this")) {

					adjustedValence *= 1.25;

				} else if (words_and_emoticons_lower[i - 2] === "without" && words_and_emoticons_lower[i - 1] === "doubt") {

				} else if ($scope.IsNegated([words_and_emoticons_lower[i - (start_i + 1)]])) {

					adjustedValence *= $scope.N_SCALAR;
				}
			}

			if (start_i == 2) {

				if (words_and_emoticons_lower[i - 3] === "never" &&
					(words_and_emoticons_lower[i - 2] === "so" || words_and_emoticons_lower[i - 2] === "this") ||
					(words_and_emoticons_lower[i - 1] === "so" || words_and_emoticons_lower[i - 1] === "this")) {

					adjustedValence *= 1.25;

				} else if (words_and_emoticons_lower[i - 3] === "without" && (words_and_emoticons_lower[i - 2] === "doubt" || words_and_emoticons_lower[i - 1] === "doubt")) {

				} else if ($scope.IsNegated([words_and_emoticons_lower[i - (start_i + 1)]])) {

					adjustedValence *= $scope.N_SCALAR;
				}
			}

			return adjustedValence;
		};

		$scope.SpecialIdiomsCheck = function(valence, words_and_emoticons, i) {

			var adjustedValence = valence;

			var words_and_emoticons_lower = $scope.MapToLowerCase(words_and_emoticons);

			var onezero = words_and_emoticons_lower[i - 1] + " " + words_and_emoticons_lower[i];
			var twoonezero = words_and_emoticons_lower[i - 2] + " " + words_and_emoticons_lower[i - 1] + " " + words_and_emoticons_lower[i - 0];
			var twoone = words_and_emoticons_lower[i - 2] + " " + words_and_emoticons_lower[i - 1];
			var threetwoone = words_and_emoticons_lower[i - 3] + " " + words_and_emoticons_lower[i - 2] + " " + words_and_emoticons_lower[i - 1];
			var threetwo = words_and_emoticons_lower[i - 3] + " " + words_and_emoticons_lower[i - 2];

			var sequences = [onezero, twoonezero, twoone, threetwoone, threetwo];

			for (var j = 0; j < sequences.length; j++) {

				var seq = sequences[j];

				if (seq in $scope.SPECIAL_CASE_IDIOMS) {

					adjustedValence = $scope.SPECIAL_CASE_IDIOMS[seq];

					break;
				}
			}

			if (words_and_emoticons_lower.length - 1 > i) {

				var zeroone = words_and_emoticons_lower[i] + " " + words_and_emoticons_lower[i + 1];

				if (zeroone in $scope.SPECIAL_CASE_IDIOMS) {

					adjustedValence = $scope.SPECIAL_CASE_IDIOMS[zeroone];
				}
			}

			if (words_and_emoticons_lower.length - 1 > i + 1) {

				var zeroonetwo = words_and_emoticons_lower[i] + " " + words_and_emoticons_lower[i + 1] + " " + words_and_emoticons_lower[i + 2];

				if (zeroonetwo in $scope.SPECIAL_CASE_IDIOMS) {

					adjustedValence = $scope.SPECIAL_CASE_IDIOMS[zeroonetwo];
				}
			}

			var n_grams = [threetwoone, threetwo, twoone];

			for (var j = 0; j < n_grams.length; j++) {

				var n_gram = n_grams[j];

				if (n_gram in $scope.BOOSTER_DICT) {

					adjustedValence += $scope.BOOSTER_DICT[n_gram];
				}
			}

			return adjustedValence;
		};

		$scope.LeastCheck = function(valence, words_and_emoticons, i) {

			var adjustedValence = valence;

			if (i > 1 && !(words_and_emoticons[i - 1].toLowerCase() in $scope.Lexicon) && words_and_emoticons[i - 1].toLowerCase() === "least") {

				if (words_and_emoticons[i - 2].toLowerCase() !== "at" && !words_and_emoticons[i - 2].toLowerCase() !== "very") {

					adjustedValence *= $scope.N_SCALAR;
				}

			} else if (i > 0 && !(words_and_emoticons[i - 1].toLowerCase() in $scope.Lexicon) && words_and_emoticons[i - 1].toLowerCase() === "least") {

				adjustedValence *= $scope.N_SCALAR;
			}

			return adjustedValence;
		};

		$scope.IsNegated = function(input_words, include_nt = true) {

			var input_words_lower = $scope.MapToLowerCase(input_words);

			for (var i = 0; i < $scope.NEGATE.length; i++) {

				var word = $scope.NEGATE[i];

				if (input_words_lower.indexOf(word) > -1)
					return true;
			}

			if (include_nt) {

				for (var i = 0; i < input_words_lower.length; i++) {

					var word = input_words_lower[i];

					if ((word.match("n't") || []).length > 0)
						return true;
				}
			}

			if (input_words_lower.indexOf("least") > -1) {

				var i = input_words.findIndex(function(word) {

					return word === "least";

				});

				if (i > 0 && input_words[i - 1] !== "at") {

					return true;
				}
			}

			return false;
		};

		$scope.ScalarIncDec = function(word, valence, IsCapDifferential) {

			var scalar = 0.0;
			var lowercase = word.toLowerCase();

			if (lowercase in $scope.BOOSTER_DICT) {

				scalar = $scope.BOOSTER_DICT[lowercase];

				if (valence < 0) {

					scalar *= -1;
				}

				// check if booster/dampener word is in ALLCAPS (while others aren't)
				if ($scope.isUpperCase(word) && IsCapDifferential) {

					if (valence > 0) {

						scalar += $scope.C_INCR;

					} else {

						scalar -= $scope.C_INCR;
					}
				}
			}

			return scalar;
		};

		$scope.ButCheck = function(words_and_emoticons, sentiments) {

			// check for modification in sentiment due to contrastive conjunction 'but'
			var words_and_emoticons_lower = $scope.MapToLowerCase(words_and_emoticons);

			var bi = words_and_emoticons_lower.findIndex(function(word) {

				return word === "but";

			});

			if (bi >= 0) {

				for (var si = 0; si < sentiments.length; si++) {

					if (si < bi) {

						sentiments[si] *= 0.5;

					} else if (si > bi) {

						sentiments[si] *= 1.5;
					}
				}
			}

			return sentiments;
		};

		$scope.PunctuationEmphasis = function(text) {

			// add emphasis from exclamation points and question marks
			var ep_amplifier = $scope.AmplifyEP(text);
			var qm_amplifier = $scope.AmplifyQM(text);
			var punct_emph_amplifier = ep_amplifier + qm_amplifier;

			return punct_emph_amplifier;
		};

		$scope.AmplifyEP = function(text) {

			// check for added emphasis resulting from exclamation points (up to 4 of them)
			var ep_count = (text.match(/!/g) || []).length;

			if (ep_count > 4) {

				ep_count = 4;
			}

			// (empirically derived mean sentiment intensity rating increase for
			// exclamation points)
			var ep_amplifier = ep_count * 0.292;

			return ep_amplifier;
		};

		$scope.AmplifyQM = function(text) {

			// check for added emphasis resulting from question marks (2 or 3+)
			var qm_count = (text.match(/\?/g) || []).length;
			var qm_amplifier = 0.0;

			if (qm_count > 1) {

				if (qm_count <= 3) {

					// (empirically derived mean sentiment intensity rating increase for
					// question marks)
					qm_amplifier = qm_count * 0.18;

				} else {

					qm_amplifier = 0.96;
				}
			}

			return qm_amplifier;
		};

		$scope.SiftSentimentScores = function(sentiments) {

			// want separate positive versus negative sentiment scores
			var pos_sum = 0.0;
			var neg_sum = 0.0;
			var neu_count = 0;

			for (var i = 0; i < sentiments.length; i++) {

				var sentiment_score = sentiments[i];

				if (sentiment_score > 0) {

					pos_sum += sentiment_score + 1; // compensates for neutral words that are counted as 1

				} else if (sentiment_score < 0) {

					neg_sum += sentiment_score - 1; // when used with math.fabs(), compensates for neutrals

				} else {

					neu_count += 1;
				}
			}

			return {
				pos_sum: pos_sum,
				neg_sum: neg_sum,
				neu_count: neu_count
			};
		};

		$scope.Lexicon = {

			"$:": -1.5,
			"%)": -0.4,
			"%-)": -1.5,
			"&-:": -0.4,
			"&:": -0.7,
			"( '}{' )": 1.6,
			"(%": -0.9,
			"('-:": 2.2,
			"(':": 2.3,
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			"}:": -2.1,
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			"}:-(": -2.1,
			"}:-)": 0.3
		};
	}]);