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Update campaign analytics scripts
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Matt Lott
Rob
parent
31eb6e6045
commit
e0c88cf146
2 changed files with 173 additions and 63 deletions
scripts/analytics/mongodb/queries
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@ -1,65 +1,41 @@
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// Average level playtimes by campaign
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// Average level playtimes in seconds by campaign, broken up by course and campaign levels
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// Usage:
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// mongo <address>:<port>/<database> <script file> -u <username> -p <password>
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// NOTE: faster to use find() instead of aggregate()
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// NOTE: faster to ask for one level at a time. also keeps levels in campaign order
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// NOTE: faster to ask for one level at a time.
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// Excluded for one reason or another
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// Some relevant code: https://github.com/codecombat/codecombat/blob/master/app/views/play/CampaignView.coffee#L281-L292
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var excludedLevels = ['deadly-dungeon-rescue', 'kithgard-brawl', 'cavern-survival', 'kithgard-mastery', 'destroying-angel', 'kithgard-apprentice', 'wild-horses', 'lost-viking', 'forest-flower-grove', 'boulder-woods', 'the-trials'];
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var courseCampaigns = ['intro', 'course-2', 'course-3', 'course-4'];
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var individualCampaigns = ['dungeon', 'forest', 'desert', 'mountain'];
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var scriptStartTime = new Date();
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var startDay = '2015-07-01';
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var endDay = '2015-08-06';
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var startDay = '2015-12-06';
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var endDay = '2015-12-13';
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log("Dates: " + startDay + " to " + endDay);
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print("Dates: " + startDay + " to " + endDay);
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// Print out playtimes for each campaign
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var campaigns = getCampaigns();
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var campaigns = getCampaigns(courseCampaigns);
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for (var i = 0; i < campaigns.length; i++) {
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var campaign = campaigns[i];
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// if (campaign.slug !== 'dungeon') continue;
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print(campaign.slug + " (free)");
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var total = 0;
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for (var j = 0; j < campaign.free.length; j++) {
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var levelSlug = campaign.free[j];
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if (excludedLevels.indexOf(levelSlug) >= 0) continue;
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var data = getPlaytimes([levelSlug]);
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print(data[levelSlug].average + "\t" + data[levelSlug].count + "\t" + levelSlug);
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total += data[levelSlug];
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}
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// print(parseInt(total/60/60) + "\t\t total hours");
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total = 0;
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print(campaign.slug + " (paid)");
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for (var j = 0; j < campaign.paid.length; j++) {
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var levelSlug = campaign.paid[j];
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if (excludedLevels.indexOf(levelSlug) >= 0) continue;
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var data = getPlaytimes([levelSlug]);
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if (data[levelSlug]) {
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print(data[levelSlug].average + "\t" + data[levelSlug].count + "\t" + levelSlug);
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total += data[levelSlug];
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print(campaign.slug);
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print("Sessions\tAverage\tSessions\tAverage\tLevel");
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for (var j = 0; j < campaign.levelSlugs.length; j++) {
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var levelSlug = campaign.levelSlugs[j];
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var levelPlaytimes = getPlaytimes([levelSlug]);
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if (levelPlaytimes[levelSlug]) {
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print(levelPlaytimes[levelSlug].campaign.count,
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'\t', levelPlaytimes[levelSlug].campaign.average,
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'\t', levelPlaytimes[levelSlug].course.count,
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'\t', levelPlaytimes[levelSlug].course.average,
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'\t', levelSlug);
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}
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else {
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print("0\t0\t" + levelSlug);
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print(0, '\t', 0, '\t', 0, '\t', 0, '\t', levelSlug);
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}
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}
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// print(parseInt(total/60/60) + "\t\t total hours");
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total = 0;
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print(campaign.slug + " (replayable)");
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for (var j = 0; j < campaign.replayable.length; j++) {
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var levelSlug = campaign.replayable[j];
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if (excludedLevels.indexOf(levelSlug) >= 0) continue;
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var data = getPlaytimes([levelSlug]);
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print(data[levelSlug].average + "\t" + data[levelSlug].count + "\t" + levelSlug);
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total += data[levelSlug];
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}
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// print(parseInt(total/60/60) + "\t\t total hours");
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// break;
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}
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@ -79,32 +55,32 @@ function objectIdWithTimestamp(timestamp) {
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return constructedObjectId
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}
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function getCampaigns() {
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function getCampaigns(campaignSlugs) {
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var campaigns = [];
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var cursor = db.campaigns.find({}, {slug: 1, levels: 1});
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var cursor = db.campaigns.find({slug: {$in: campaignSlugs}}, {slug: 1, levels: 1});
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var allFree = 0;
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var allpaid = 0;
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while (cursor.hasNext()) {
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var doc = cursor.next();
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if (doc.slug === 'auditions') continue;
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var campaign = {slug: doc.slug, free: [], paid: [], replayable: []};
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var campaign = {slug: doc.slug, levelSlugs: []};
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for (var levelID in doc.levels) {
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if (doc.levels[levelID].replayable) {
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campaign.replayable.push(doc.levels[levelID].slug);
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}
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else if (doc.levels[levelID].requiresSubscription) {
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campaign.paid.push(doc.levels[levelID].slug);
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}
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else {
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campaign.free.push(doc.levels[levelID].slug);
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}
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campaign.levelSlugs.push(doc.levels[levelID].slug);
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}
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campaigns.push(campaign);
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}
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campaigns.sort(function (a, b) {
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if (campaignSlugs.indexOf(a.slug) < campaignSlugs.indexOf(b.slug)){
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return -1;
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}
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return 1;
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});
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return campaigns;
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}
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function getPlaytimes(levelSlugs) {
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// printjson(levelSlugs);
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var startObj = objectIdWithTimestamp(ISODate(startDay + "T00:00:00.000Z"));
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var endObj = objectIdWithTimestamp(ISODate(endDay + "T00:00:00.000Z"))
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var cursor = db['level.sessions'].find({
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@ -116,21 +92,49 @@ function getPlaytimes(levelSlugs) {
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{_id: {$gte: startObj}},
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{_id: {$lt: endObj}}
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]
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});
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}, {heroConfig: 1, levelID: 1, playtime: 1});
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var playtimes = {};
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while (cursor.hasNext()) {
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var myDoc = cursor.next();
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var levelID = myDoc.levelID;
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if (!playtimes[levelID]) playtimes[levelID] = [];
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playtimes[levelID].push(myDoc.playtime);
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if (!playtimes[levelID]) playtimes[levelID] = {campaign: [], course: []};
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if (myDoc.heroConfig) {
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playtimes[levelID].campaign.push(myDoc.playtime);
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}
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else {
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playtimes[levelID].course.push(myDoc.playtime);
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}
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}
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// printjson(playtimes);
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var data = {};
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for (levelID in playtimes) {
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var total = playtimes[levelID].reduce(function(a, b) {return a + b;});
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data[levelID] = {count: playtimes[levelID].length, total: total};
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data[levelID]['average'] = parseInt(total / playtimes[levelID].length);
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var campaignTotal = 0;
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var courseTotal = 0;
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if (playtimes[levelID].campaign.length > 0) {
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campaignTotal = playtimes[levelID].campaign.reduce(function(a, b) {return a + b;});
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}
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if (playtimes[levelID].course.length > 0) {
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courseTotal = playtimes[levelID].course.reduce(function(a, b) {return a + b;});
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}
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var campaignAverage = parseInt(playtimes[levelID].campaign.length > 0 ? parseInt(campaignTotal / playtimes[levelID].campaign.length): 0);
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var courseAverage = parseInt(playtimes[levelID].course.length > 0 ? parseInt(courseTotal / playtimes[levelID].course.length): 0);
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data[levelID] = {
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campaign: {
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count: playtimes[levelID].campaign.length,
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total: campaignTotal,
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average: campaignAverage
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},
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course: {
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count: playtimes[levelID].course.length,
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total: courseTotal,
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average: courseAverage
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}
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};
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}
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return data;
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}
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106
scripts/analytics/mongodb/queries/campaignCompletionCounts.js
Normal file
106
scripts/analytics/mongodb/queries/campaignCompletionCounts.js
Normal file
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@ -0,0 +1,106 @@
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// Campaign completion counts
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// Usage:
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// mongo <address>:<port>/<database> <script file> -u <username> -p <password>
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var courseCampaigns = ['intro', 'course-2', 'course-3', 'course-4'];
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var individualCampaigns = ['dungeon', 'forest', 'desert', 'mountain'];
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var scriptStartTime = new Date();
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var startDay = '2015-11-08';
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var endDay = '2015-11-15'; // Not inclusive
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log("Dates: " + startDay + " to " + endDay);
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var campaigns = getCampaigns(courseCampaigns);
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// var campaigns = getCampaigns(individualCampaigns);
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// printjson(campaigns);
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for (var i = 0; i < campaigns.length; i++) {
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var campaign = campaigns[i];
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print(campaign.slug);
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print("Total\tCampaign\tCourse\tLevel");
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var completionCounts = getCompletionCounts(campaign.levelSlugs);
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for (var j = 0; j < campaign.levelSlugs.length; j++) {
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var levelSlug = campaign.levelSlugs[j];
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if (completionCounts[levelSlug]) {
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print(completionCounts[levelSlug].campaign + completionCounts[levelSlug].course,
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'\t', completionCounts[levelSlug].campaign,
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'\t', completionCounts[levelSlug].course,
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'\t', levelSlug);
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}
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else {
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print(0, '\t', 0, '\t', 0, '\t', levelSlug);
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}
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}
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}
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log("Script runtime: " + (new Date() - scriptStartTime));
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function log(str) {
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print(new Date().toISOString() + " " + str);
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}
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function objectIdWithTimestamp(timestamp) {
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// Convert string date to Date object (otherwise assume timestamp is a date)
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if (typeof(timestamp) == 'string') timestamp = new Date(timestamp);
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// Convert date object to hex seconds since Unix epoch
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var hexSeconds = Math.floor(timestamp/1000).toString(16);
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// Create an ObjectId with that hex timestamp
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var constructedObjectId = ObjectId(hexSeconds + "0000000000000000");
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return constructedObjectId
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}
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function getCampaigns(campaignSlugs) {
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var campaigns = [];
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var cursor = db.campaigns.find({slug: {$in: campaignSlugs}}, {slug: 1, levels: 1});
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var allFree = 0;
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var allpaid = 0;
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while (cursor.hasNext()) {
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var doc = cursor.next();
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if (doc.slug === 'auditions') continue;
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var campaign = {slug: doc.slug, levelSlugs: []};
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for (var levelID in doc.levels) {
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campaign.levelSlugs.push(doc.levels[levelID].slug);
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}
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campaigns.push(campaign);
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}
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campaigns.sort(function (a, b) {
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if (campaignSlugs.indexOf(a.slug) < campaignSlugs.indexOf(b.slug)){
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return -1;
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}
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return 1;
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});
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return campaigns;
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}
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function getCompletionCounts(levelSlugs) {
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var startObj = objectIdWithTimestamp(ISODate(startDay + "T00:00:00.000Z"));
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var endObj = objectIdWithTimestamp(ISODate(endDay + "T00:00:00.000Z"))
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var cursor = db['level.sessions'].find({
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$and:
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[
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{"state.complete": true},
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{levelID: {$in: levelSlugs}},
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{_id: {$gte: startObj}},
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{_id: {$lt: endObj}}
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]
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}, {heroConfig: 1, levelID: 1});
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var completionCounts = {};
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while (cursor.hasNext()) {
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var myDoc = cursor.next();
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var levelID = myDoc.levelID;
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if (!completionCounts[levelID]) completionCounts[levelID] = {campaign: 0, course: 0};
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if (myDoc.heroConfig) {
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completionCounts[levelID].campaign++;
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}
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else {
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completionCounts[levelID].course++;
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}
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}
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return completionCounts;
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}
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