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MaxTextRank.js
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//Text rank with Pos tagger
function getBestSentence(sentences, n)
{
var keywords = processDocumentKeywords(sentences, n);
//keywords = keywords.sort((x,y)=>y[2]-x[2]);
//var sentences = getSentences(text);
var ret = [];
for (var i = 0; i < sentences.length; i++)
{
var sentenceScore = 0;
var sentenceKeys = GetKeywordsSentence(sentences[i]);
var pairs = createPairs(sentenceKeys, n);
for (var j = 0; j < pairs.length; j++)
{
//pairs[j];
for (var k = 0; k < keywords.length; k++)
{
//console.log(pairs[j], keywords[k]);
if (pairsEqual(pairs[j], keywords[k]))
{
sentenceScore += pairs[j][2]*keywords[k][2];
//console.log(pairs[j][2]*keywords[k][2]);
}
}
}
ret.push([sentences[i], sentenceScore]);
}
return ret;
}
function processDocumentKeywords(sentences, k)
{
//var sentences = getSentences(text);
var ret = [];
for (var i = 0; i < sentences.length; i++)
{
var pairs = createPairs(GetKeywordsSentence(sentences[i]), k);
ret = joinPairs(ret, pairs);
}
return ret;
}
function getSentences(text)
{
return sentences(text);
}
function isLetterOrNum(text)
{
return text.match(/^[0-9a-zA-Z]+$/) ? true : false;
}
function keywordRank(keywords)
{
//Since the keywords are symmetric, we only have to do a single direction
var keywordRanks = {};
for (var i = 0; i < keywords.length; i++)
{
if(!keywordRanks.hasOwnProperty(keywords[i][0]))
{
keywordRanks[keywords[i][0]] = keywords[i][2];
continue;
}
keywordRanks[keywords[i][0]] += keywords[i][2];
}
return Object.entries(keywordRanks).sort((x, y)=>y[1]-x[1]);
}
function GetKeywordsSentence(sentence)
{
//Get all keywords from sentence
//Later we can rank them
//sentence = "Hello dad, I am very tired!";
var tags = new POSTagger().tag(new Lexer().lex(sentence));
var keywords = [];
for (var i = 0; i < tags.length; i++)
{
var tagPair = tags[i];
if (tagPair[1][0] == "N" && !isStopWord(tagPair[0]) && isLetterOrNum(tagPair[0]))
{
//If the first char of the tag starts with an N, it means it's a noun
keywords.push(tagPair[0]);
}
}
return keywords;
}
function createPairs(keywords, k)
{
var keywordWindows = windowArray(keywords, k);
var res = [];
for (var i = 0; i < keywordWindows.length; i++)
{
res = joinPairs(res, processWindow(keywordWindows[i]));
}
return res;
}
function windowArray(arr, n)
{
//[a,b,c,d],2
//=>[a,b],[b,c],[c,d]
var res = [];
for(var i = 0; i < arr.length; i++)
{
if (i + n > arr.length) break;
res.push(arr.slice(i, i+n));
}
return res;
}
Array.prototype.clone = function() { return this.slice(0); };
function pairsEqual(relation1, relation2)
{
return (relation1[0] == relation2[0] && relation1[1] == relation2[1]);
}
//joinPairs([["a", "b", 1], ["a", "c", 2]], [["a", "b", 2], ["b", "c", 3]]);
function joinPairs(main, toAdd)
{
//Format of both arrays: [["a", "b", 1],["a", "c", 2]]
var res = main.clone();
var add = [];
for(var i = 0; i < toAdd.length; i++)
{
var relationToAdd = toAdd[i];
var added = false;
for(var j = 0; j < main.length; j++)
{
var curRelation = main[j];
if (pairsEqual(relationToAdd, curRelation))
{
res[j][2] += relationToAdd[2];
added = true;
break;
}
}
if (added) continue;
for(var j = 0; j < add.length; j++)
{
var curRelation = add[j];
if (pairsEqual(relationToAdd, curRelation))
{
add[j][2] += relationToAdd[2];
added = true;
break;
}
}
if (added) continue;
add.push([relationToAdd[0], relationToAdd[1], relationToAdd[2]]);
}
for(var j = 0; j < add.length; j++)
{
res.push(add[j]);
}
return res;
}
function processWindow(keywords)
{
//["a","b","c"]
//=>["a", "b", 1], ["a", "c", 1], ["b", "c", 1]
var ret = [];
for (var i = 0; i < keywords.length - 1; i++)
{
for (var k = i + 1; k < keywords.length; k++)
{
//console.log(keywords[i], keywords[k]);
//For Symmetry:
ret = joinPairs(ret, [[keywords[k], keywords[i], 1]]);
ret = joinPairs(ret, [[keywords[i], keywords[k], 1]]);
//console.log(ret);
}
}
return ret;
}