'use strict'; var _ = require('underscore'); var db_keywords = require('./keywords.json'); var db_data = require('./data.json'); function innerProduct(values1, values2) { var result = 0.0; for (var feature in values1) { result += values1[feature] * (values2[feature] || 0.0); } return result; } function scale(values, factor) { var result = {}; for (var feature in values) { result[feature] = values[feature] * factor; } return result; } function countData(searchParams, minScore) { var dataCount = 0; for (var i = 0, count = db_data.length; i < count; ++i) { var record = db_data[i]; var score = 0.0; for (var keyword in searchParams) { var features = scale(db_keywords[keyword], searchParams[keyword]); score += innerProduct(features, record.rating); } if (score >= minScore) { ++dataCount; } } return dataCount; } function findData(searchParams, minScore, maxResults) { var results = []; for (var i = 0, count = db_data.length; i < count; ++i) { var record = db_data[i]; var score = 0.0; for (var keyword in searchParams) { var features = scale(db_keywords[keyword], searchParams[keyword]); score += innerProduct(features, record.rating); } if (score >= minScore) { results.push({ name: record.name, url: 'http://www.tripadvisor.com' + record.relativeUrl, score: score }); } } results.sort(function(a, b) { return b.score - a.score; }); return results.slice(0, maxResults); } function searchStepper(range, steps, callback) { var stepSize = (range.max - range.min) / steps; for (var i = 0; i < steps; ++i) { var stepMax = range.max - stepSize * i; var stepMin = stepMax - stepSize; var stepMid = (stepMin + stepMax) / 2; callback(stepMid); } } function searchProjection(searchParams, minScore, keyword, range, steps) { var testParams = _.clone(searchParams); var results = []; searchStepper(range, steps, function(position) { testParams[keyword] = position; results.push({ sample: position, count: countData(testParams, minScore) }); }); return results; } function searchBuildHints(searchParams, minScore, keyword, range, steps) { var projection = searchProjection( searchParams, minScore, keyword, range, steps ); var hints = []; _.each(projection, function(result) { hints.push({ sample: result.sample, count: result.count }); }); return hints; } module.exports.getKeywords = function() { return _.keys(db_keywords).sort(); } module.exports.execQuery = function(query) { if (!query.searchParams) { query.searchParams = {}; for (var i = 0, count = query.keywords.length; i < count; ++i) { var keyword = query.keywords[i]; if (_.has(db_keywords, keyword)) { query.searchParams[keyword] = 1.0; } } } var searchResults = findData( query.searchParams, query.minScore * _.keys(query.searchParams).length, query.maxResults ); var graphColumns = {}; for (var keyword in query.searchParams) { var searchHints = searchBuildHints( query.searchParams, query.minScore * _.keys(query.searchParams).length, keyword, query.searchRange, query.hintSteps ); graphColumns[keyword] = { color: '#607080', value: query.searchParams[keyword], hints: searchHints, steps: query.hintSteps } } return { columns: graphColumns, params: query.searchParams, items: searchResults }; }