From 0334aa5e0051b59ce4050fd306b26119466e2991 Mon Sep 17 00:00:00 2001 From: Peter Wu Date: Wed, 21 May 2014 15:13:16 +0200 Subject: Move scripts to subdir Our scripts end up in js/, third-party libraries end up in lib/. --- js/preprocess.js | 98 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 98 insertions(+) create mode 100644 js/preprocess.js (limited to 'js/preprocess.js') diff --git a/js/preprocess.js b/js/preprocess.js new file mode 100644 index 0000000..d65c7db --- /dev/null +++ b/js/preprocess.js @@ -0,0 +1,98 @@ +/* "Optimizes" nodes and edges by dropping uninteresting ones. (for example, + * nodes with no edges). + */ +/* jshint devel:true */ + +'use strict'; + +/* find user nodes and remove invalid edges */ +function filterEdges(data, ratelimit_max) { + // map userID to nodes + var users = {}; + //data.nodes.length = 10000; + data.nodes.forEach(function (user, i) { + users[user.group] = user; + }); + + var ratelimit_count = 0; + function ratelimit() { + return ++ratelimit_count <= ratelimit_max; + } + // filter away invalid edges + data.edges = data.edges.filter(function (link, i) { + var invalid = false; + if (!(link.source in users)) { + if (ratelimit()) console.warn('Dropping invalid source user', + link.source, 'at line', (i + 1), link); + invalid = true; + } + if (!(link.target in users)) { + if (ratelimit()) console.warn('Dropping invalid target user', + link.target, 'at line', (i + 1), link); + invalid = true; + } + if (link.source === link.target) { + if (ratelimit()) console.warn('Dropping self-referencing user', + link.target, 'at line', (i + 1), link); + invalid = true; + } + return !invalid; + }); + if (ratelimit_max > 0 && ratelimit_count > ratelimit_max) { + console.log('Supressed', ratelimit_count, 'messages'); + } +} + +function preprocess(data, options) { + console.log('Initial nodes count:', data.nodes.length); + console.log('Initial edges count:', data.edges.length); + filterEdges(data, 10); + console.log('Valid edges count:', data.edges.length); + + if (options.minTweetCount > 0) { + /* filter away users with almost no tweets */ + data.nodes = data.nodes.filter(function (node) { + return node.tweetCount >= options.minTweetCount; + }); + console.log('Nodes count (ignoring users with fewer than', + options.minTweetCount, 'tweets):', data.nodes.length); + filterEdges(data, 0); + } + + // find all related users by userID + var hasRelations = {}; + data.edges.forEach(function (link) { + hasRelations[link.target] = 1; + hasRelations[link.source] = 1; + }); + + if (options.kill_loners) { + var hasRelated = {}; + data.nodes = data.nodes.filter(function (d) { + /* Uncomment if it seems to be useful. + if (!(d.group in hasRelations) && d.tweetCount >= 100) { + console.log('Keeping lonely user with', d.tweetCount, 'tweets'); + return true; + } + */ + return d.group in hasRelations; + }); + console.log('Nodes count (after dropping loners):', data.nodes.length); + } + + // prepare data for force layout: map user IDs to indices + var userIds_indices = {}; + data.nodes.forEach(function (user, i) { + userIds_indices[user.group] = i; + }); + console.log('UserID to index map:', userIds_indices); + + // change userID of relation edges to indices + data.edges.map(function (link) { + link.source = userIds_indices[link.source]; + link.target = userIds_indices[link.target]; + // for faster lookup, store neighboring nodes per node + data.nodes[link.source].relatedTo.push(link.target); + data.nodes[link.target].relatedFrom.push(link.source); + }); +} -- cgit v1.2.1