From 588de8d016687a03ba72786851b9970f0eab3e01 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Tue, 12 Sep 2017 13:09:09 +1200 Subject: [PATCH 01/16] spell checking words --- lib/index.js | 19 ++++++++++++++++++- package.json | 5 ++++- 2 files changed, 22 insertions(+), 2 deletions(-) diff --git a/lib/index.js b/lib/index.js index 457b350..6d050cc 100644 --- a/lib/index.js +++ b/lib/index.js @@ -1,5 +1,6 @@ var afinn = require('../build/build.json'); var tokenize = require('./tokenize'); +var spellChecker = require ('spellchecker'); /** * These words "flip" the sentiment of the following word. @@ -19,6 +20,22 @@ var negators = { 'isn\'t': 1 }; +function getWord(afinn, word) { + if (!afinn.hasOwnProperty(word)) { + var checked = spellChecker.getCorrectionsForMisspelling(word); + if (checked.length === 0) { + return word; + } else { + for (var i = 0; i < checked.length; i++) { + if (afinn.hasOwnProperty(checked[i])) { + return checked[i]; + } + } + } + } + return word; +} + /** * Performs sentiment analysis on the provided input 'phrase'. * @@ -49,7 +66,7 @@ module.exports = function (phrase, inject, callback) { // Iterate over tokens var len = tokens.length; while (len--) { - var obj = tokens[len]; + var obj = getWord(afinn, tokens[len]); var item = afinn[obj]; if (!afinn.hasOwnProperty(obj)) continue; diff --git a/package.json b/package.json index 154887e..9ab578a 100644 --- a/package.json +++ b/package.json @@ -2,7 +2,7 @@ "author": "Andrew Sliwinski ", "name": "sentiment", "description": "AFINN-based sentiment analysis for Node.js", - "version": "4.0.1", + "version": "4.1.0", "license": "MIT", "homepage": "https://github.com/thisandagain/sentiment", "repository": { @@ -28,5 +28,8 @@ }, "engines": { "node": ">=4.0" + }, + "dependencies": { + "spellchecker": "^3.4.3" } } From 90417adb8c028f9f7adcb60296774feb90a65a90 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Tue, 12 Sep 2017 13:20:42 +1200 Subject: [PATCH 02/16] using Levenshtein distance to spell check --- lib/distance.js | 31 +++++++++++++++++++++++++++++++ lib/index.js | 9 ++++----- package.json | 3 ++- 3 files changed, 37 insertions(+), 6 deletions(-) create mode 100644 lib/distance.js diff --git a/lib/distance.js b/lib/distance.js new file mode 100644 index 0000000..d551be6 --- /dev/null +++ b/lib/distance.js @@ -0,0 +1,31 @@ +// Closest +// +// Finds the closest match between a statement +// and a body of words using Levenshtein +// Distance + +var lev = require('levenshtein'); +var tokenize = require('./tokenize'); + +module.exports = function(string, words) { + + var shortest = words.toString().length; + var bestFit = ''; + + if (typeof words === 'string') { + words = tokenize(words); + } + + words.forEach(function(word) { + + var distance = lev(string, word); + + if (distance < shortest) { + bestFit = word; + shortest = distance; + } + + }); + + return bestFit; +}; diff --git a/lib/index.js b/lib/index.js index 6d050cc..e355278 100644 --- a/lib/index.js +++ b/lib/index.js @@ -1,7 +1,7 @@ var afinn = require('../build/build.json'); var tokenize = require('./tokenize'); var spellChecker = require ('spellchecker'); - +var distance = require('./distance'); /** * These words "flip" the sentiment of the following word. */ @@ -26,10 +26,9 @@ function getWord(afinn, word) { if (checked.length === 0) { return word; } else { - for (var i = 0; i < checked.length; i++) { - if (afinn.hasOwnProperty(checked[i])) { - return checked[i]; - } + var closest = distance(word, checked); + if (closest && afinn.hasOwnProperty(closest)) { + return closest; } } } diff --git a/package.json b/package.json index 9ab578a..8010fe4 100644 --- a/package.json +++ b/package.json @@ -2,7 +2,7 @@ "author": "Andrew Sliwinski ", "name": "sentiment", "description": "AFINN-based sentiment analysis for Node.js", - "version": "4.1.0", + "version": "4.1.1", "license": "MIT", "homepage": "https://github.com/thisandagain/sentiment", "repository": { @@ -30,6 +30,7 @@ "node": ">=4.0" }, "dependencies": { + "levenshtein": "^1.0.5", "spellchecker": "^3.4.3" } } From 131e4b8a8b736909c896503248d7275db2554a89 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Tue, 12 Sep 2017 13:24:02 +1200 Subject: [PATCH 03/16] checking if word is mispelled before correcting it --- lib/index.js | 2 +- package.json | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/lib/index.js b/lib/index.js index e355278..f19b461 100644 --- a/lib/index.js +++ b/lib/index.js @@ -21,7 +21,7 @@ var negators = { }; function getWord(afinn, word) { - if (!afinn.hasOwnProperty(word)) { + if (!afinn.hasOwnProperty(word) && spellChecker.isMisspelled(word)) { var checked = spellChecker.getCorrectionsForMisspelling(word); if (checked.length === 0) { return word; diff --git a/package.json b/package.json index 8010fe4..5926329 100644 --- a/package.json +++ b/package.json @@ -2,7 +2,7 @@ "author": "Andrew Sliwinski ", "name": "sentiment", "description": "AFINN-based sentiment analysis for Node.js", - "version": "4.1.1", + "version": "4.1.2", "license": "MIT", "homepage": "https://github.com/thisandagain/sentiment", "repository": { From 9d5218f3fd0ad0dbe3a31104f2f13e2c956782b4 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Tue, 12 Sep 2017 13:43:36 +1200 Subject: [PATCH 04/16] checking for negating words backwards until end of token or afinn word found --- lib/distance.js | 14 ++++++++------ lib/index.js | 17 ++++++++++++++--- package.json | 2 +- 3 files changed, 23 insertions(+), 10 deletions(-) diff --git a/lib/distance.js b/lib/distance.js index d551be6..89d2aff 100644 --- a/lib/distance.js +++ b/lib/distance.js @@ -1,12 +1,14 @@ -// Closest -// -// Finds the closest match between a statement -// and a body of words using Levenshtein -// Distance - var lev = require('levenshtein'); var tokenize = require('./tokenize'); +/** + * Finds the closest match between a statement and a body of words using + * Levenshtein Distance + * + * @param {string} string Input string + * @param {string/array} words List of strings to find closest + * @return {string} The closest word in the list + */ module.exports = function(string, words) { var shortest = words.toString().length; diff --git a/lib/index.js b/lib/index.js index f19b461..302be39 100644 --- a/lib/index.js +++ b/lib/index.js @@ -35,6 +35,18 @@ function getWord(afinn, word) { return word; } +function negated(afinn, tokens, pos) { + while (pos--) { + var word = getWord(afinn, tokens[pos]); + if (negators[word]) { + return true; + } else if (afinn.hasOwnProperty(word)) { + return false; + } + } + return false; +} + /** * Performs sentiment analysis on the provided input 'phrase'. * @@ -70,9 +82,8 @@ module.exports = function (phrase, inject, callback) { if (!afinn.hasOwnProperty(obj)) continue; // Check for negation - if (len > 0) { - var prevtoken = tokens[len-1]; - if (negators[prevtoken]) item = -item; + if (len > 0 && negated(afinn, tokens, len)) { + item = -item; } words.push(obj); diff --git a/package.json b/package.json index 5926329..41455e6 100644 --- a/package.json +++ b/package.json @@ -2,7 +2,7 @@ "author": "Andrew Sliwinski ", "name": "sentiment", "description": "AFINN-based sentiment analysis for Node.js", - "version": "4.1.2", + "version": "4.1.3", "license": "MIT", "homepage": "https://github.com/thisandagain/sentiment", "repository": { From 6a0521fb767b19e55d1d738eefcb8ca2f81a3663 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Tue, 12 Sep 2017 13:50:00 +1200 Subject: [PATCH 05/16] spell checking negation words withouth afinn --- lib/index.js | 28 +++++++++++++++++++++++----- package.json | 2 +- 2 files changed, 24 insertions(+), 6 deletions(-) diff --git a/lib/index.js b/lib/index.js index 302be39..a69defb 100644 --- a/lib/index.js +++ b/lib/index.js @@ -20,7 +20,7 @@ var negators = { 'isn\'t': 1 }; -function getWord(afinn, word) { +function getSpellCheckedAfinnWord(afinn, word) { if (!afinn.hasOwnProperty(word) && spellChecker.isMisspelled(word)) { var checked = spellChecker.getCorrectionsForMisspelling(word); if (checked.length === 0) { @@ -35,9 +35,27 @@ function getWord(afinn, word) { return word; } -function negated(afinn, tokens, pos) { +function getSpellCheckedWord(word) { + if (spellChecker.isMisspelled(word)) { + var checked = spellChecker.getCorrectionsForMisspelling(word); + if (checked.length === 0) { + return word; + } else { + var closest = distance(word, checked); + if (closest) { + return closest; + } + } + } + return word; +} + +function negated(tokens, pos) { while (pos--) { - var word = getWord(afinn, tokens[pos]); + if (negators[tokens[pos]]) { + return true; + } + var word = getSpellCheckedWord(tokens[pos]); if (negators[word]) { return true; } else if (afinn.hasOwnProperty(word)) { @@ -77,12 +95,12 @@ module.exports = function (phrase, inject, callback) { // Iterate over tokens var len = tokens.length; while (len--) { - var obj = getWord(afinn, tokens[len]); + var obj = getSpellCheckedAfinnWord(afinn, tokens[len]); var item = afinn[obj]; if (!afinn.hasOwnProperty(obj)) continue; // Check for negation - if (len > 0 && negated(afinn, tokens, len)) { + if (len > 0 && negated(tokens, len)) { item = -item; } diff --git a/package.json b/package.json index 41455e6..457e319 100644 --- a/package.json +++ b/package.json @@ -2,7 +2,7 @@ "author": "Andrew Sliwinski ", "name": "sentiment", "description": "AFINN-based sentiment analysis for Node.js", - "version": "4.1.3", + "version": "4.1.4", "license": "MIT", "homepage": "https://github.com/thisandagain/sentiment", "repository": { From 08409bff69195851271e083b65ac7c437207eb30 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Tue, 12 Sep 2017 14:14:44 +1200 Subject: [PATCH 06/16] refactorign into files, update unit test to match new findings --- lib/index.js | 70 ++------------------------------- lib/negation.js | 43 ++++++++++++++++++++ lib/spelling.js | 39 ++++++++++++++++++ package.json | 2 +- test/integration/sync_corpus.js | 2 +- 5 files changed, 88 insertions(+), 68 deletions(-) create mode 100644 lib/negation.js create mode 100644 lib/spelling.js diff --git a/lib/index.js b/lib/index.js index a69defb..90cba25 100644 --- a/lib/index.js +++ b/lib/index.js @@ -1,69 +1,7 @@ var afinn = require('../build/build.json'); var tokenize = require('./tokenize'); -var spellChecker = require ('spellchecker'); -var distance = require('./distance'); -/** - * These words "flip" the sentiment of the following word. - */ -var negators = { - 'cant': 1, - 'can\'t': 1, - 'dont': 1, - 'don\'t': 1, - 'doesnt': 1, - 'doesn\'t': 1, - 'not': 1, - 'non': 1, - 'wont': 1, - 'won\'t': 1, - 'isnt': 1, - 'isn\'t': 1 -}; - -function getSpellCheckedAfinnWord(afinn, word) { - if (!afinn.hasOwnProperty(word) && spellChecker.isMisspelled(word)) { - var checked = spellChecker.getCorrectionsForMisspelling(word); - if (checked.length === 0) { - return word; - } else { - var closest = distance(word, checked); - if (closest && afinn.hasOwnProperty(closest)) { - return closest; - } - } - } - return word; -} - -function getSpellCheckedWord(word) { - if (spellChecker.isMisspelled(word)) { - var checked = spellChecker.getCorrectionsForMisspelling(word); - if (checked.length === 0) { - return word; - } else { - var closest = distance(word, checked); - if (closest) { - return closest; - } - } - } - return word; -} - -function negated(tokens, pos) { - while (pos--) { - if (negators[tokens[pos]]) { - return true; - } - var word = getSpellCheckedWord(tokens[pos]); - if (negators[word]) { - return true; - } else if (afinn.hasOwnProperty(word)) { - return false; - } - } - return false; -} +var spelling = require('./spelling'); +var negated = require('./negation'); /** * Performs sentiment analysis on the provided input 'phrase'. @@ -95,12 +33,12 @@ module.exports = function (phrase, inject, callback) { // Iterate over tokens var len = tokens.length; while (len--) { - var obj = getSpellCheckedAfinnWord(afinn, tokens[len]); + var obj = spelling.getSpellCheckedAfinnWord(afinn, tokens[len]); var item = afinn[obj]; if (!afinn.hasOwnProperty(obj)) continue; // Check for negation - if (len > 0 && negated(tokens, len)) { + if (len > 0 && negated(afinn, tokens, len)) { item = -item; } diff --git a/lib/negation.js b/lib/negation.js new file mode 100644 index 0000000..fab0f6d --- /dev/null +++ b/lib/negation.js @@ -0,0 +1,43 @@ +var spelling = require('./spelling'); + +/** + * These words "flip" the sentiment of the following word. + */ +var negators = { + 'cant': 1, + 'can\'t': 1, + 'dont': 1, + 'don\'t': 1, + 'doesnt': 1, + 'doesn\'t': 1, + 'not': 1, + 'non': 1, + 'wont': 1, + 'won\'t': 1, + 'isnt': 1, + 'isn\'t': 1 +}; + +/** + * Evaluates wether the current token is negated by a previous token + * + * @param {array} afinn words list + * @param {array} tokens list of tokens being evaluated + * @param {int} pos position of the current word in the tokens list + * + * @return {boolean} true if the current pos is being negaed, false otherwise + */ +module.exports = function negated(afinn, tokens, pos) { + while (pos--) { + if (negators[tokens[pos]]) { + return true; + } + var word = spelling.getSpellCheckedWord(tokens[pos]); + if (negators[word]) { + return true; + } else if (afinn.hasOwnProperty(word)) { + return false; + } + } + return false; +}; diff --git a/lib/spelling.js b/lib/spelling.js new file mode 100644 index 0000000..d6feea1 --- /dev/null +++ b/lib/spelling.js @@ -0,0 +1,39 @@ +var spellChecker = require ('spellchecker'); +var distance = require('./distance'); + +/** + * These two functions atempt to spell check and correct a given word, using + * Levenshtein Distance to choose the most appropriate correction. + * getSpellCheckedAfinnWord also looks for the word to be present on Afinn + */ +module.exports = { + getSpellCheckedAfinnWord: function (afinn, word) { + if (!afinn.hasOwnProperty(word) && spellChecker.isMisspelled(word)) { + var checked = spellChecker.getCorrectionsForMisspelling(word); + if (checked.length === 0) { + return word; + } else { + var closest = distance(word, checked); + if (closest && afinn.hasOwnProperty(closest)) { + return closest; + } + } + } + return word; + }, + + getSpellCheckedWord: function (word) { + if (spellChecker.isMisspelled(word)) { + var checked = spellChecker.getCorrectionsForMisspelling(word); + if (checked.length === 0) { + return word; + } else { + var closest = distance(word, checked); + if (closest) { + return closest; + } + } + } + return word; + } +}; diff --git a/package.json b/package.json index 457e319..8a5826d 100644 --- a/package.json +++ b/package.json @@ -2,7 +2,7 @@ "author": "Andrew Sliwinski ", "name": "sentiment", "description": "AFINN-based sentiment analysis for Node.js", - "version": "4.1.4", + "version": "4.1.5", "license": "MIT", "homepage": "https://github.com/thisandagain/sentiment", "repository": { diff --git a/test/integration/sync_corpus.js b/test/integration/sync_corpus.js index d429fcb..f9b0f7e 100644 --- a/test/integration/sync_corpus.js +++ b/test/integration/sync_corpus.js @@ -7,7 +7,7 @@ var result = sentiment(dataset); test('synchronous corpus', function (t) { t.type(result, 'object'); - t.equal(result.score, -3); + t.equal(result.score, -19); t.equal(result.tokens.length, 1416); t.equal(result.words.length, 73); t.end(); From 58b1a705c7ef3a87d1758ff68ff4b6e5577660d4 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Thu, 14 Jun 2018 06:59:51 +1200 Subject: [PATCH 07/16] fixing variable rename --- lib/index.js | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/lib/index.js b/lib/index.js index c73f0b2..02087ab 100644 --- a/lib/index.js +++ b/lib/index.js @@ -70,10 +70,9 @@ Sentiment.prototype.analyze = function (phrase, opts, callback) { // Check for negation var tokenScore = labels[obj]; - if (i > 0 && negated(labels, tokens, len)) { + if (i > 0 && negated(labels, tokens, i)) { tokenScore = -tokenScore; } - words.push(obj); // Apply scoring strategy From 52e62cfb5f70fa65918a0f370c7597c0243f7dea Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Fri, 15 Jun 2018 15:29:09 +1200 Subject: [PATCH 08/16] moving negation strategy to language module --- {lib => languages/en}/distance.js | 2 +- languages/en/index.js | 3 ++- {lib => languages/en}/negation.js | 28 +++++++++++----------------- languages/en/scoring-strategy.js | 6 +++--- languages/en/spell-check.js | 5 +++++ {lib => languages/en}/spelling.js | 0 lib/index.js | 11 +++-------- lib/language-processor.js | 8 ++++++++ 8 files changed, 33 insertions(+), 30 deletions(-) rename {lib => languages/en}/distance.js (93%) rename {lib => languages/en}/negation.js (65%) create mode 100644 languages/en/spell-check.js rename {lib => languages/en}/spelling.js (100%) diff --git a/lib/distance.js b/languages/en/distance.js similarity index 93% rename from lib/distance.js rename to languages/en/distance.js index 89d2aff..58bd9d4 100644 --- a/lib/distance.js +++ b/languages/en/distance.js @@ -1,5 +1,5 @@ var lev = require('levenshtein'); -var tokenize = require('./tokenize'); +var tokenize = require('../../lib/tokenize'); /** * Finds the closest match between a statement and a body of words using diff --git a/languages/en/index.js b/languages/en/index.js index 46e0f91..50abd9c 100644 --- a/languages/en/index.js +++ b/languages/en/index.js @@ -1,4 +1,5 @@ module.exports = { labels: require('./labels.json'), - scoringStrategy: require('./scoring-strategy') + scoringStrategy: require('./scoring-strategy'), + spellCheck: require('./spell-check') }; diff --git a/lib/negation.js b/languages/en/negation.js similarity index 65% rename from lib/negation.js rename to languages/en/negation.js index fab0f6d..4bb602b 100644 --- a/lib/negation.js +++ b/languages/en/negation.js @@ -1,33 +1,27 @@ +/** + * Spellchecking library + */ var spelling = require('./spelling'); /** * These words "flip" the sentiment of the following word. */ -var negators = { - 'cant': 1, - 'can\'t': 1, - 'dont': 1, - 'don\'t': 1, - 'doesnt': 1, - 'doesn\'t': 1, - 'not': 1, - 'non': 1, - 'wont': 1, - 'won\'t': 1, - 'isnt': 1, - 'isn\'t': 1 -}; +var negators = require('./negators.json'); + +/** + * Language labels and scores + */ +var labels = require('./labels.json'); /** * Evaluates wether the current token is negated by a previous token * - * @param {array} afinn words list * @param {array} tokens list of tokens being evaluated * @param {int} pos position of the current word in the tokens list * * @return {boolean} true if the current pos is being negaed, false otherwise */ -module.exports = function negated(afinn, tokens, pos) { +module.exports = function negated(tokens, pos) { while (pos--) { if (negators[tokens[pos]]) { return true; @@ -35,7 +29,7 @@ module.exports = function negated(afinn, tokens, pos) { var word = spelling.getSpellCheckedWord(tokens[pos]); if (negators[word]) { return true; - } else if (afinn.hasOwnProperty(word)) { + } else if (labels.hasOwnProperty(word)) { return false; } } diff --git a/languages/en/scoring-strategy.js b/languages/en/scoring-strategy.js index d9a09ca..e226096 100644 --- a/languages/en/scoring-strategy.js +++ b/languages/en/scoring-strategy.js @@ -1,10 +1,10 @@ -var negators = require('./negators.json'); +var negated = require('./negation'); module.exports = { apply: function(tokens, cursor, tokenScore) { if (cursor > 0) { - var prevtoken = tokens[cursor - 1]; - if (negators[prevtoken]) { + // Check for negation + if (negated(tokens, cursor)) { tokenScore = -tokenScore; } } diff --git a/languages/en/spell-check.js b/languages/en/spell-check.js new file mode 100644 index 0000000..cacc1d5 --- /dev/null +++ b/languages/en/spell-check.js @@ -0,0 +1,5 @@ +var spelling = require('./spelling'); + +module.exports = function(labels, token) { + return spelling.getSpellCheckedAfinnWord(labels, token); +}; diff --git a/lib/spelling.js b/languages/en/spelling.js similarity index 100% rename from lib/spelling.js rename to languages/en/spelling.js diff --git a/lib/index.js b/lib/index.js index 02087ab..69f58cd 100644 --- a/lib/index.js +++ b/lib/index.js @@ -1,6 +1,4 @@ var tokenize = require('./tokenize'); -var spelling = require('./spelling'); -var negated = require('./negation'); var languageProcessor = require('./language-processor'); /** @@ -65,17 +63,14 @@ Sentiment.prototype.analyze = function (phrase, opts, callback) { // Iterate over tokens var i = tokens.length; while (i--) { - var obj = spelling.getSpellCheckedAfinnWord(labels, tokens[i]); + var obj = languageProcessor + .applySpellChecking(languageCode, labels, tokens[i]); if (!labels.hasOwnProperty(obj)) continue; - // Check for negation - var tokenScore = labels[obj]; - if (i > 0 && negated(labels, tokens, i)) { - tokenScore = -tokenScore; - } words.push(obj); // Apply scoring strategy + var tokenScore = labels[obj]; // eslint-disable-next-line max-len tokenScore = languageProcessor.applyScoringStrategy(languageCode, tokens, i, tokenScore); if (tokenScore > 0) positive.push(obj); diff --git a/lib/language-processor.js b/lib/language-processor.js index fe373de..f5a536b 100644 --- a/lib/language-processor.js +++ b/lib/language-processor.js @@ -79,6 +79,14 @@ module.exports = { // eslint-disable-next-line max-len var scoringStrategy = language.scoringStrategy || defaultScoringStrategy; return scoringStrategy.apply(tokens, cursor, tokenScore); + }, + + /** + * Apply language spell checking strategy, if present. + */ + applySpellChecking: function(languageCode, labels, token) { + var language = this.getLanguage(languageCode); + return language.spellCheck ? language.spellCheck(labels, token) : token; } }; From d08dfc2be2dd6311bdb9d7e721ca3387445021eb Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Fri, 15 Jun 2018 15:33:42 +1200 Subject: [PATCH 09/16] adding unit test for backward search for negation --- test/integration/sync_negation_backwards.js | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 test/integration/sync_negation_backwards.js diff --git a/test/integration/sync_negation_backwards.js b/test/integration/sync_negation_backwards.js new file mode 100644 index 0000000..016eb29 --- /dev/null +++ b/test/integration/sync_negation_backwards.js @@ -0,0 +1,15 @@ +var test = require('tap').test; +var Sentiment = require('../../lib/index'); +var sentiment = new Sentiment(); + +var input = 'this is not very bad'; +var result = sentiment.analyze(input); + +test('synchronous negation', function (t) { + t.type(result, 'object'); + t.equal(result.score, 3); + t.equal(result.comparative, 0.6); + t.equal(result.tokens.length, 5); + t.equal(result.words.length, 1); + t.end(); +}); From aaacd29f8619cca7097b3567e63e9a7026333596 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Fri, 15 Jun 2018 15:43:04 +1200 Subject: [PATCH 10/16] making spell check optional and adding unit test --- lib/index.js | 4 ++-- test/integration/sync_spell_check.js | 26 ++++++++++++++++++++++++++ 2 files changed, 28 insertions(+), 2 deletions(-) create mode 100644 test/integration/sync_spell_check.js diff --git a/lib/index.js b/lib/index.js index 69f58cd..99c656e 100644 --- a/lib/index.js +++ b/lib/index.js @@ -63,8 +63,8 @@ Sentiment.prototype.analyze = function (phrase, opts, callback) { // Iterate over tokens var i = tokens.length; while (i--) { - var obj = languageProcessor - .applySpellChecking(languageCode, labels, tokens[i]); + var obj = opts.spellCheck ? languageProcessor + .applySpellChecking(languageCode, labels, tokens[i]) : tokens[i]; if (!labels.hasOwnProperty(obj)) continue; words.push(obj); diff --git a/test/integration/sync_spell_check.js b/test/integration/sync_spell_check.js new file mode 100644 index 0000000..9b6a3ea --- /dev/null +++ b/test/integration/sync_spell_check.js @@ -0,0 +1,26 @@ +var test = require('tap').test; +var Sentiment = require('../../lib/index'); +var sentiment = new Sentiment(); + +var input = 'I haite you'; +var result = sentiment.analyze(input, { spellCheck: true }); + +test('synchronous negation', function (t) { + t.type(result, 'object'); + t.equal(result.score, -3); + t.equal(result.comparative, -1); + t.equal(result.tokens.length, 3); + t.equal(result.words.length, 1); + t.end(); +}); + +result = sentiment.analyze(input); + +test('synchronous negation', function (t) { + t.type(result, 'object'); + t.equal(result.score, 0); + t.equal(result.comparative, 0); + t.equal(result.tokens.length, 3); + t.equal(result.words.length, 0); + t.end(); +}); From ecc5de2b19ac2eeff7d126f4f32128992b982d25 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Tue, 19 Jun 2018 12:50:57 +1200 Subject: [PATCH 11/16] using nspell library for spell checking, and loading dictionary synchronously --- languages/en/spelling.js | 32 +++++++++++++++++++++++----- package.json | 3 ++- test/integration/sync_spell_check.js | 6 +++--- 3 files changed, 32 insertions(+), 9 deletions(-) diff --git a/languages/en/spelling.js b/languages/en/spelling.js index d6feea1..b8740b4 100644 --- a/languages/en/spelling.js +++ b/languages/en/spelling.js @@ -1,6 +1,26 @@ -var spellChecker = require ('spellchecker'); +var read = require('fs').readFileSync; +var nspell = require('nspell'); var distance = require('./distance'); +function loadDictionary() { + var base = require.resolve('dictionary-en-us'); + var result = { + 'aff': read(base.replace('.js', '.aff'), 'utf-8'), + 'dic': read(base.replace('.js', '.dic'), 'utf-8') + }; + return result; +} + +var spell = null; + +function getSpellChecker() { + if (spell === null) { + var dictionaray = loadDictionary(); + spell = nspell(dictionaray); + } + return spell; +} + /** * These two functions atempt to spell check and correct a given word, using * Levenshtein Distance to choose the most appropriate correction. @@ -8,8 +28,9 @@ var distance = require('./distance'); */ module.exports = { getSpellCheckedAfinnWord: function (afinn, word) { - if (!afinn.hasOwnProperty(word) && spellChecker.isMisspelled(word)) { - var checked = spellChecker.getCorrectionsForMisspelling(word); + var spellChecker = getSpellChecker(); + if (!afinn.hasOwnProperty(word) && !spellChecker.correct(word)) { + var checked = spellChecker.suggest(word); if (checked.length === 0) { return word; } else { @@ -23,8 +44,9 @@ module.exports = { }, getSpellCheckedWord: function (word) { - if (spellChecker.isMisspelled(word)) { - var checked = spellChecker.getCorrectionsForMisspelling(word); + var spellChecker = getSpellChecker(); + if (!spellChecker.correct(word)) { + var checked = spellChecker.suggest(word); if (checked.length === 0) { return word; } else { diff --git a/package.json b/package.json index 5f3c767..8b7f64d 100644 --- a/package.json +++ b/package.json @@ -38,7 +38,8 @@ "node": ">=8.0" }, "dependencies": { + "dictionary-en-us": "^2.0.0", "levenshtein": "^1.0.5", - "spellchecker": "^3.4.3" + "nspell": "^2.0.1" } } diff --git a/test/integration/sync_spell_check.js b/test/integration/sync_spell_check.js index 9b6a3ea..b373d91 100644 --- a/test/integration/sync_spell_check.js +++ b/test/integration/sync_spell_check.js @@ -2,10 +2,10 @@ var test = require('tap').test; var Sentiment = require('../../lib/index'); var sentiment = new Sentiment(); -var input = 'I haite you'; +var input = 'I hatee you'; var result = sentiment.analyze(input, { spellCheck: true }); -test('synchronous negation', function (t) { +test('synchronous spell checking active', function (t) { t.type(result, 'object'); t.equal(result.score, -3); t.equal(result.comparative, -1); @@ -16,7 +16,7 @@ test('synchronous negation', function (t) { result = sentiment.analyze(input); -test('synchronous negation', function (t) { +test('synchronous spell checking inactive', function (t) { t.type(result, 'object'); t.equal(result.score, 0); t.equal(result.comparative, 0); From 6a298f720365584aa5ca70b6d3fb4d0a5f7b207f Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Tue, 19 Jun 2018 12:56:45 +1200 Subject: [PATCH 12/16] Adding readme section about spell checking --- README.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/README.md b/README.md index 5b969be..e455425 100644 --- a/README.md +++ b/README.md @@ -15,6 +15,7 @@ Sentiment is a Node.js module that uses the [AFINN-165](http://www2.imm.dtu.dk/p - [Installation](#installation) - [Usage example](#usage-example) +- [Spell checked example](#spell-checked-example) - [Adding new languages](#adding-new-languages) - [Adding and overwriting words](#adding-and-overwriting-words) - [API Reference](#api-reference) @@ -36,6 +37,14 @@ var result = sentiment.analyze('Cats are stupid.'); console.dir(result); // Score: -2, Comparative: -0.666 ``` +## Spell checked example +```js +var Sentiment = require('sentiment'); +var sentiment = new Sentiment(); +var result = sentiment.analyze('Cats are stpid.', { spellCheck: true }); +console.dir(result); // Score: -2, Comparative: -0.666 +``` + ## Adding new languages You can add support for a new language by registering it using the `registerLanguage` method: @@ -63,6 +72,12 @@ var frLanguage = { } return tokenScore; } + }, + spellCheck: { + apply: function(labels, token) { + // Implement a spell checking strategy here + return token; + } } }; sentiment.registerLanguage('fr', frLanguage); From 1f03b7d91b52f5f5e502ef62670120943083d424 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Wed, 20 Jun 2018 09:04:11 +1200 Subject: [PATCH 13/16] Making spell checking available for all languages --- languages/en/dictionary.js | 13 +++++++++++++ languages/en/index.js | 2 +- languages/en/negation.js | 8 +++++--- languages/en/scoring-strategy.js | 4 ++-- languages/en/spell-check.js | 5 ----- {languages/en => lib}/distance.js | 5 ----- lib/index.js | 13 ++++++++++--- lib/language-processor.js | 18 ++++++++++++------ {languages/en => lib}/spelling.js | 26 ++++---------------------- test/integration/sync_spell_check.js | 11 +++++++++++ 10 files changed, 58 insertions(+), 47 deletions(-) create mode 100644 languages/en/dictionary.js delete mode 100644 languages/en/spell-check.js rename {languages/en => lib}/distance.js (83%) rename {languages/en => lib}/spelling.js (68%) diff --git a/languages/en/dictionary.js b/languages/en/dictionary.js new file mode 100644 index 0000000..4471532 --- /dev/null +++ b/languages/en/dictionary.js @@ -0,0 +1,13 @@ +var read = require('fs').readFileSync; +var dictiaonary = null; + +module.exports = function() { + if (dictiaonary === null) { + var base = require.resolve('dictionary-en-us'); + dictiaonary = { + 'aff': read(base.replace('.js', '.aff'), 'utf-8'), + 'dic': read(base.replace('.js', '.dic'), 'utf-8') + }; + } + return dictiaonary; +}; diff --git a/languages/en/index.js b/languages/en/index.js index 50abd9c..bc20e1c 100644 --- a/languages/en/index.js +++ b/languages/en/index.js @@ -1,5 +1,5 @@ module.exports = { labels: require('./labels.json'), scoringStrategy: require('./scoring-strategy'), - spellCheck: require('./spell-check') + getDictionary: require('./dictionary') }; diff --git a/languages/en/negation.js b/languages/en/negation.js index 4bb602b..554de92 100644 --- a/languages/en/negation.js +++ b/languages/en/negation.js @@ -1,7 +1,7 @@ /** * Spellchecking library */ -var spelling = require('./spelling'); +var spelling = require('../../lib/spelling'); /** * These words "flip" the sentiment of the following word. @@ -21,12 +21,14 @@ var labels = require('./labels.json'); * * @return {boolean} true if the current pos is being negaed, false otherwise */ -module.exports = function negated(tokens, pos) { +module.exports = function negated(tokens, pos, spellCheck) { while (pos--) { if (negators[tokens[pos]]) { return true; } - var word = spelling.getSpellCheckedWord(tokens[pos]); + var word = spellCheck ? + spelling.getSpellCheckedWord(tokens[pos]) : + tokens[pos]; if (negators[word]) { return true; } else if (labels.hasOwnProperty(word)) { diff --git a/languages/en/scoring-strategy.js b/languages/en/scoring-strategy.js index e226096..2ebc2ae 100644 --- a/languages/en/scoring-strategy.js +++ b/languages/en/scoring-strategy.js @@ -1,10 +1,10 @@ var negated = require('./negation'); module.exports = { - apply: function(tokens, cursor, tokenScore) { + apply: function(tokens, cursor, tokenScore, spellCheck) { if (cursor > 0) { // Check for negation - if (negated(tokens, cursor)) { + if (negated(tokens, cursor, spellCheck)) { tokenScore = -tokenScore; } } diff --git a/languages/en/spell-check.js b/languages/en/spell-check.js deleted file mode 100644 index cacc1d5..0000000 --- a/languages/en/spell-check.js +++ /dev/null @@ -1,5 +0,0 @@ -var spelling = require('./spelling'); - -module.exports = function(labels, token) { - return spelling.getSpellCheckedAfinnWord(labels, token); -}; diff --git a/languages/en/distance.js b/lib/distance.js similarity index 83% rename from languages/en/distance.js rename to lib/distance.js index 58bd9d4..4428c87 100644 --- a/languages/en/distance.js +++ b/lib/distance.js @@ -1,5 +1,4 @@ var lev = require('levenshtein'); -var tokenize = require('../../lib/tokenize'); /** * Finds the closest match between a statement and a body of words using @@ -14,10 +13,6 @@ module.exports = function(string, words) { var shortest = words.toString().length; var bestFit = ''; - if (typeof words === 'string') { - words = tokenize(words); - } - words.forEach(function(word) { var distance = lev(string, word); diff --git a/lib/index.js b/lib/index.js index 99c656e..c4d397e 100644 --- a/lib/index.js +++ b/lib/index.js @@ -1,5 +1,6 @@ var tokenize = require('./tokenize'); var languageProcessor = require('./language-processor'); +var spelling = require('./spelling'); /** * Constructor @@ -48,6 +49,11 @@ Sentiment.prototype.analyze = function (phrase, opts, callback) { var languageCode = opts.language || 'en'; var labels = languageProcessor.getLabels(languageCode); + // Set up spell checker + if (opts.spellCheck) { + spelling.setUp(languageProcessor.getDictionary(languageCode)); + } + // Merge extra labels if (typeof opts.extras === 'object') { labels = Object.assign(labels, opts.extras); @@ -63,8 +69,9 @@ Sentiment.prototype.analyze = function (phrase, opts, callback) { // Iterate over tokens var i = tokens.length; while (i--) { - var obj = opts.spellCheck ? languageProcessor - .applySpellChecking(languageCode, labels, tokens[i]) : tokens[i]; + var obj = opts.spellCheck ? + spelling.getSpellCheckedAfinnWord(labels, tokens[i]) : + tokens[i]; if (!labels.hasOwnProperty(obj)) continue; words.push(obj); @@ -72,7 +79,7 @@ Sentiment.prototype.analyze = function (phrase, opts, callback) { // Apply scoring strategy var tokenScore = labels[obj]; // eslint-disable-next-line max-len - tokenScore = languageProcessor.applyScoringStrategy(languageCode, tokens, i, tokenScore); + tokenScore = languageProcessor.applyScoringStrategy(languageCode, tokens, i, tokenScore, opts.spellCheck); if (tokenScore > 0) positive.push(obj); if (tokenScore < 0) negative.push(obj); score += tokenScore; diff --git a/lib/language-processor.js b/lib/language-processor.js index f5a536b..6597acc 100644 --- a/lib/language-processor.js +++ b/lib/language-processor.js @@ -72,26 +72,32 @@ module.exports = { * @param {Array} tokens - Tokens of the phrase to analyze * @param {int} cursor - Cursor of the current token being analyzed * @param {int} tokenScore - The score of the current token being analyzed + * @param {boolean} spellCheck - Tells whether to apply spell checking + * or not, deafault False */ - applyScoringStrategy: function(languageCode, tokens, cursor, tokenScore) { + applyScoringStrategy: function(languageCode, tokens, cursor, tokenScore, + spellCheck) { var language = this.getLanguage(languageCode); // Fallback to default strategy if none was specified // eslint-disable-next-line max-len var scoringStrategy = language.scoringStrategy || defaultScoringStrategy; - return scoringStrategy.apply(tokens, cursor, tokenScore); + return scoringStrategy.apply(tokens, cursor, tokenScore, spellCheck); }, /** - * Apply language spell checking strategy, if present. + * Get the language defined dictionary for spell checking + * + * @param {String} languageCode - Two-digit language code */ - applySpellChecking: function(languageCode, labels, token) { + getDictionary: function(languageCode) { var language = this.getLanguage(languageCode); - return language.spellCheck ? language.spellCheck(labels, token) : token; + return language.getDictionary(); } }; var defaultScoringStrategy = { - apply: function(tokens, cursor, tokenScore) { + // eslint-disable-next-line no-unused-vars + apply: function(tokens, cursor, tokenScore, spellCheck) { return tokenScore; } }; diff --git a/languages/en/spelling.js b/lib/spelling.js similarity index 68% rename from languages/en/spelling.js rename to lib/spelling.js index b8740b4..77c7536 100644 --- a/languages/en/spelling.js +++ b/lib/spelling.js @@ -1,25 +1,6 @@ -var read = require('fs').readFileSync; var nspell = require('nspell'); var distance = require('./distance'); - -function loadDictionary() { - var base = require.resolve('dictionary-en-us'); - var result = { - 'aff': read(base.replace('.js', '.aff'), 'utf-8'), - 'dic': read(base.replace('.js', '.dic'), 'utf-8') - }; - return result; -} - -var spell = null; - -function getSpellChecker() { - if (spell === null) { - var dictionaray = loadDictionary(); - spell = nspell(dictionaray); - } - return spell; -} +var spellChecker = null; /** * These two functions atempt to spell check and correct a given word, using @@ -27,8 +8,10 @@ function getSpellChecker() { * getSpellCheckedAfinnWord also looks for the word to be present on Afinn */ module.exports = { + setUp: function(dictionaray) { + spellChecker = nspell(dictionaray); + }, getSpellCheckedAfinnWord: function (afinn, word) { - var spellChecker = getSpellChecker(); if (!afinn.hasOwnProperty(word) && !spellChecker.correct(word)) { var checked = spellChecker.suggest(word); if (checked.length === 0) { @@ -44,7 +27,6 @@ module.exports = { }, getSpellCheckedWord: function (word) { - var spellChecker = getSpellChecker(); if (!spellChecker.correct(word)) { var checked = spellChecker.suggest(word); if (checked.length === 0) { diff --git a/test/integration/sync_spell_check.js b/test/integration/sync_spell_check.js index b373d91..864ae31 100644 --- a/test/integration/sync_spell_check.js +++ b/test/integration/sync_spell_check.js @@ -24,3 +24,14 @@ test('synchronous spell checking inactive', function (t) { t.equal(result.words.length, 0); t.end(); }); + +result = sentiment.analyze('I dontt hate you', { spellCheck: true }); + +test('synchronous spell checking active with negation', function (t) { + t.type(result, 'object'); + t.equal(result.score, 3); + t.equal(result.comparative, 0.75); + t.equal(result.tokens.length, 4); + t.equal(result.words.length, 1); + t.end(); +}); \ No newline at end of file From ef9ecdabd4b5a01fbdcc97848eb7f26358d9dfc0 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Wed, 20 Jun 2018 09:09:33 +1200 Subject: [PATCH 14/16] Documenting API for spell checking --- README.md | 10 ++++++---- test/integration/sync_spell_check.js | 2 +- 2 files changed, 7 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index e455425..4d99b04 100644 --- a/README.md +++ b/README.md @@ -38,6 +38,7 @@ console.dir(result); // Score: -2, Comparative: -0.666 ``` ## Spell checked example +We use [nspell](https://www.npmjs.com/package/nspell) for spell checking. Aditional languages need to provide a dictionary for nspell to use. ```js var Sentiment = require('sentiment'); var sentiment = new Sentiment(); @@ -73,10 +74,10 @@ var frLanguage = { return tokenScore; } }, - spellCheck: { - apply: function(labels, token) { - // Implement a spell checking strategy here - return token; + getDictionary: { + apply: function() { + // Load a dictionary for the language for nspell to use + return { aff, dic }; } } }; @@ -124,6 +125,7 @@ console.dir(result); // Score: 7, Comparative: 1.75 |----------|-----------|---------|---------------------------------------------------------------| | language | `string` | `'en'` | Language to use for sentiment analysis | | extras | `object` | `{}` | Set of labels and their associated values to add or overwrite | +| spellCheck | `boolean` | `false` | Tell the library whether to spell check words or not | --- diff --git a/test/integration/sync_spell_check.js b/test/integration/sync_spell_check.js index 864ae31..f64d04e 100644 --- a/test/integration/sync_spell_check.js +++ b/test/integration/sync_spell_check.js @@ -34,4 +34,4 @@ test('synchronous spell checking active with negation', function (t) { t.equal(result.tokens.length, 4); t.equal(result.words.length, 1); t.end(); -}); \ No newline at end of file +}); From d22e26f8e56acf360ca4ae29da81228aae2884a1 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Thu, 21 Jun 2018 06:35:48 +1200 Subject: [PATCH 15/16] typo fixed plus readme enhanced about dictioinaries --- languages/en/dictionary.js | 8 +- package-lock.json | 4506 ++++++++++++++++++++++++++++++++++++ 2 files changed, 4510 insertions(+), 4 deletions(-) create mode 100644 package-lock.json diff --git a/languages/en/dictionary.js b/languages/en/dictionary.js index 4471532..7c8da9f 100644 --- a/languages/en/dictionary.js +++ b/languages/en/dictionary.js @@ -1,13 +1,13 @@ var read = require('fs').readFileSync; -var dictiaonary = null; +var dictionary = null; module.exports = function() { - if (dictiaonary === null) { + if (dictionary === null) { var base = require.resolve('dictionary-en-us'); - dictiaonary = { + dictionary = { 'aff': read(base.replace('.js', '.aff'), 'utf-8'), 'dic': read(base.replace('.js', '.dic'), 'utf-8') }; } - return dictiaonary; + return dictionary; }; diff --git a/package-lock.json b/package-lock.json new file mode 100644 index 0000000..9bc6689 --- /dev/null +++ b/package-lock.json @@ -0,0 +1,4506 @@ +{ + "name": "sentiment", + "version": "5.0.1", + "lockfileVersion": 1, + "requires": true, + "dependencies": { + "Sentimental": { + "version": "1.0.1", + "resolved": "https://registry.npmjs.org/Sentimental/-/Sentimental-1.0.1.tgz", + "integrity": "sha1-EV45gS4tKEtEqstVInkGtFE3uS8=", + "dev": true + }, + "acorn": { + "version": "5.6.2", + "resolved": "https://registry.npmjs.org/acorn/-/acorn-5.6.2.tgz", + "integrity": "sha512-zUzo1E5dI2Ey8+82egfnttyMlMZ2y0D8xOCO3PNPPlYXpl8NZvF6Qk9L9BEtJs+43FqEmfBViDqc5d1ckRDguw==", + "dev": true + }, + "acorn-jsx": { + 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true, + "requires": { + "graceful-fs": "^4.1.11", + "imurmurhash": "^0.1.4", + "signal-exit": "^3.0.2" + } + }, + "yallist": { + "version": "2.1.2", + "resolved": "https://registry.npmjs.org/yallist/-/yallist-2.1.2.tgz", + "integrity": "sha1-HBH5IY8HYImkfdUS+TxmmaaoHVI=", + "dev": true + }, + "yapool": { + "version": "1.0.0", + "resolved": "https://registry.npmjs.org/yapool/-/yapool-1.0.0.tgz", + "integrity": "sha1-9pPymjFbUNmp2iZGp6ZkXJaYW2o=", + "dev": true + } + } +} From 9d25b4be3573db7db4a005b1ff698ae830c7bf49 Mon Sep 17 00:00:00 2001 From: Nicolas Santini Date: Sat, 23 Jun 2018 07:41:22 +1200 Subject: [PATCH 16/16] more specific documentation around dictionaries --- README.md | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 4d99b04..4c872ea 100644 --- a/README.md +++ b/README.md @@ -38,7 +38,7 @@ console.dir(result); // Score: -2, Comparative: -0.666 ``` ## Spell checked example -We use [nspell](https://www.npmjs.com/package/nspell) for spell checking. Aditional languages need to provide a dictionary for nspell to use. +We use [nspell](https://www.npmjs.com/package/nspell) for spell checking. Aditional languages need to provide a dictionary for `nspell` to use. Dictionaries can be found in [this repository](https://github.com/wooorm/dictionaries). But they can also be provided by different means, as long as they are presented to `nspell` in the format `{ aff, dic }` as prescribed by [hunspell](http://hunspell.github.io/). `nspell` supports many parts of Hunspell-style dictionaries. Essentially, the concept of a dictionary consists of one `affix` document, and one or more `dictionary` documents. The documents are tightly linked, so it’s not possible to use a Dutch affix with an English dictionary document. ```js var Sentiment = require('sentiment'); var sentiment = new Sentiment(); @@ -76,8 +76,11 @@ var frLanguage = { }, getDictionary: { apply: function() { - // Load a dictionary for the language for nspell to use - return { aff, dic }; + // Load a dictionary for the language for `nspell` to use, as explained in the "Spell checked example", with the following structure: + return { + aff, // affix document + dic // dictionary + }; } } };