Preliminary work to get multiple keyword search working
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@ -19,9 +19,9 @@
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<div id="input">
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<div id="input">
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<form class="form-horizontal">
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<form class="form-horizontal">
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<div class="form-group">
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<div class="form-group">
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<label for="keyword" class="col-md-2 control-label">Keyword</label>
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<label for="keywords" class="col-md-2 control-label">Keywords</label>
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<div class="col-md-10">
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<div class="col-md-10">
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<select id="keyword" class="form-control" name="keyword"></select>
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<select id="keywords" class="form-control" name="keywords" multiple="multiple"></select>
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</div>
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</div>
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</div>
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</div>
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<div class="form-group">
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<div class="form-group">
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@ -9,23 +9,29 @@ function innerProduct(values1, values2) {
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var result = 0;
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var result = 0;
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for (var feature in values1) {
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for (var feature in values1) {
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result += values1[feature] * (values2[feature] || 0.0);
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result += (values1[feature] || 0.0) * (values2[feature] || 0.0);
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}
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}
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return result;
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return result;
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}
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}
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function scale(values, factor) {
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return _.map(values, function(value) {
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return value * factor;
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});
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}
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function countData(searchParams, minScore) {
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function countData(searchParams, minScore) {
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var dataCount = 0;
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var dataCount = 0;
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for (var keyword in searchParams) {
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var features = scale(db_keywords[keyword], searchParams[keyword]);
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for (var i = 0, count = db_data.length; i < count; ++i) {
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for (var i = 0, count = db_data.length; i < count; ++i) {
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var record = db_data[i];
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if (innerProduct(features, db_data[i].rating) >= minScore) {
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var score = innerProduct(searchParams, record.rating);
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if (score >= minScore) {
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++dataCount;
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++dataCount;
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}
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}
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}
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}
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}
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return dataCount;
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return dataCount;
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}
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}
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@ -33,9 +39,11 @@ function countData(searchParams, minScore) {
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function findData(searchParams, minScore, maxResults) {
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function findData(searchParams, minScore, maxResults) {
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var results = [];
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var results = [];
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for (var keyword in searchParams) {
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var features = scale(db_keywords[keyword], searchParams[keyword]);
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for (var i = 0, count = db_data.length; i < count; ++i) {
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for (var i = 0, count = db_data.length; i < count; ++i) {
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var record = db_data[i];
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var record = db_data[i];
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var score = innerProduct(searchParams, record.rating);
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var score = innerProduct(features, record.rating);
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if (score >= minScore) {
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if (score >= minScore) {
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results.push({
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results.push({
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@ -45,6 +53,7 @@ function findData(searchParams, minScore, maxResults) {
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});
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});
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}
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}
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}
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}
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}
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results.sort(function(a, b) {
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results.sort(function(a, b) {
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return b.score - a.score;
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return b.score - a.score;
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@ -65,12 +74,12 @@ function searchStepper(range, steps, callback) {
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}
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}
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}
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}
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function searchProjection(searchParams, minScore, feature, range, steps) {
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function searchProjection(searchParams, minScore, keyword, range, steps) {
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var testParams = _.clone(searchParams);
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var testParams = _.clone(searchParams);
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var results = [];
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var results = [];
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searchStepper(range, steps, function(position) {
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searchStepper(range, steps, function(position) {
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testParams[feature] = position;
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testParams[keyword] = position;
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results.push({
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results.push({
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sample: position,
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sample: position,
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count: countData(testParams, minScore)
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count: countData(testParams, minScore)
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@ -80,11 +89,11 @@ function searchProjection(searchParams, minScore, feature, range, steps) {
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return results;
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return results;
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}
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}
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function searchBuildHints(searchParams, minScore, feature, range, steps) {
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function searchBuildHints(searchParams, minScore, keyword, range, steps) {
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var projection = searchProjection(
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var projection = searchProjection(
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searchParams,
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searchParams,
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minScore,
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minScore,
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feature,
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keyword,
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range,
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range,
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steps
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steps
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);
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);
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@ -101,26 +110,41 @@ function searchBuildHints(searchParams, minScore, feature, range, steps) {
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}
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}
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module.exports.getKeywords = function() {
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module.exports.getKeywords = function() {
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return _.keys(db_keywords);
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return _.keys(db_keywords).sort();
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}
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}
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module.exports.execQuery = function(query) {
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module.exports.execQuery = function(query) {
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var searchParams = query.searchParams || db_keywords[query.keyword];
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var searchParams = query.searchParams;
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var searchResults = findData(searchParams, query.minScore, query.maxResults);
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var searchResults = null;
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var graphColumns = {};
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for (var feature in searchParams) {
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if (!searchParams) {
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for (var i = 0, count = query.keywords.length; i < count; ++i) {
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var keyword = query.keywords[i];
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if (_.has(db_keywords, keyword)) {
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searchParams[keyword] = 1.0;
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}
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}
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searchResults = findData(
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searchParams,
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query.minScore,
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query.maxResults
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);
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}
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var graphColumns = {};
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for (var keyword in searchParams) {
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var searchHints = searchBuildHints(
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var searchHints = searchBuildHints(
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searchParams,
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searchParams,
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query.minScore,
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query.minScore,
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feature,
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keyword,
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query.searchRange,
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query.searchRange,
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query.hintSteps
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query.hintSteps
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);
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);
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graphColumns[feature] = {
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graphColumns[param.name] = {
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color: '#607080',
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color: '#607080',
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value: searchParams[feature],
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value: searchParams[keyword],
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hints: searchHints,
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hints: searchHints,
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steps: query.hintSteps
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steps: query.hintSteps
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}
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}
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