mirror of
https://github.com/codeninjasllc/codecombat.git
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311 lines
12 KiB
JavaScript
311 lines
12 KiB
JavaScript
/* global db */
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/* global Mongo */
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/* global ISODate */
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// Insert per-day active class counts into analytics.perdays collection
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// Usage:
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// mongo <address>:<port>/<database> <script file> -u <username> -p <password>
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// TODO: Does not handle course prepaid updates on a user
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// TODO: Does not handle class membership changes
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// TODO: Investigate abrupt trial drop off at 4/1/16. Showed up when fixing coursePrepaid.
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var analyticsDB = new Mongo("localhost").getDB("analytics")
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var scriptStartTime = new Date();
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var analyticsStringCache = {};
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var minClassSize = 12;
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var minActiveCount = 6;
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var eventNamePaid = 'Active classes paid';
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var eventNameTrial = 'Active classes trial';
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var eventNameFree = 'Active classes free';
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var numDays = 40;
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var daysInMonth = 30;
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var startDay = new Date();
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var today = startDay.toISOString().substr(0, 10);
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startDay.setUTCDate(startDay.getUTCDate() - numDays);
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startDay = startDay.toISOString().substr(0, 10);
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log("Today is " + today);
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log("Start day is " + startDay);
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log("Getting active class counts..");
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var activeClassCounts = getActiveClassCounts(startDay);
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// printjson(activeClassCounts);
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// log("Inserting active class counts..");
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for (var event in activeClassCounts) {
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for (var day in activeClassCounts[event]) {
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if (today === day) continue; // Never save data for today because it's incomplete
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// print(event, day, activeClassCounts[event][day]);
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insertEventCount(event, day, activeClassCounts[event][day]);
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}
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}
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log("Script runtime: " + (new Date() - scriptStartTime));
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function getActiveClassCounts(startDay) {
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// Tally active classes per day, for paid, trial, and free
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if (!startDay) return {};
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var cursor, doc;
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// Classrooms
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// paid: at least one paid member
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// trial: not paid, at least one trial member
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// free: not paid, not free trial
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// user.coursePrepaidID or user.coursePrepaid set means access to paid courses
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// prepaid.properties.trialRequestID means access was via trial
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// Find classroom users
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log("Finding classrooms..");
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var userClassroomsMap = {};
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var classroomUsersMap = {};
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var classroomUserIDs = [];
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var classroomUserObjectIds = [];
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cursor = db.classrooms.find({}, {members: 1});
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while (cursor.hasNext()) {
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doc = cursor.next();
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if (doc.members) {
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var classroomID = doc._id.valueOf();
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for (var i = 0; i < doc.members.length; i++) {
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if (doc.members.length < minClassSize) continue;
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var userID = doc.members[i].valueOf();
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if (!userClassroomsMap[userID]) userClassroomsMap[userID] = [];
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userClassroomsMap[userID].push(classroomID);
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if (!classroomUsersMap[classroomID]) classroomUsersMap[classroomID] = [];
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classroomUsersMap[classroomID].push(userID)
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classroomUserIDs.push(doc.members[i].valueOf());
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classroomUserObjectIds.push(doc.members[i]);
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}
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}
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}
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// log("DEBUG: Classroom users: " + classroomUserIDs.length);
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log("Find user types..");
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var userEventEndDateMap = {};
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var prepaidUsersMap = {};
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var prepaidIDs = [];
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cursor = db.users.find({_id: {$in: classroomUserObjectIds}}, {coursePrepaid: 1, coursePrepaidID: 1});
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while (cursor.hasNext()) {
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doc = cursor.next();
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userEventEndDateMap[doc._id.valueOf()] = {};
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userEventEndDateMap[doc._id.valueOf()][eventNameFree] = new Date();
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if (doc.coursePrepaid) {
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if (!doc.coursePrepaid.endDate) throw new Error("No endDate for new prepaid " + doc._id.valuOf());
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userEventEndDateMap[doc._id.valueOf()][eventNamePaid] = new Date(doc.coursePrepaid.endDate);
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if (!prepaidUsersMap[doc.coursePrepaid._id.valueOf()]) prepaidUsersMap[doc.coursePrepaid._id.valueOf()] = [];
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prepaidUsersMap[doc.coursePrepaid._id.valueOf()].push(doc._id.valueOf());
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prepaidIDs.push(doc.coursePrepaid._id);
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}
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if (doc.coursePrepaidID) {
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if (!userEventEndDateMap[doc._id.valueOf()][eventNamePaid]) {
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userEventEndDateMap[doc._id.valueOf()][eventNamePaid] = new Date();
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}
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if (!prepaidUsersMap[doc.coursePrepaidID.valueOf()]) prepaidUsersMap[doc.coursePrepaidID.valueOf()] = [];
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prepaidUsersMap[doc.coursePrepaidID.valueOf()].push(doc._id.valueOf());
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prepaidIDs.push(doc.coursePrepaidID);
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}
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}
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cursor = db.prepaids.find({_id: {$in: prepaidIDs}}, {endDate: 1, properties: 1});
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while (cursor.hasNext()) {
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doc = cursor.next();
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if (doc.properties && doc.properties.trialRequestID) {
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var endDate = new Date();
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if (doc.endDate) {
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endDate = new Date(doc.endDate);
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}
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else if (doc.properties.endDate) {
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endDate = new Date(doc.properties.endDate);
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}
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for (var i = 0; i < prepaidUsersMap[doc._id.valueOf()].length; i++) {
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userEventEndDateMap[prepaidUsersMap[doc._id.valueOf()][i]][eventNameTrial] = endDate;
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}
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}
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}
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log("Find Started Level log events for all classroom members for last " + (numDays + daysInMonth) + " days..");
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var userPlayedMap = {};
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var startDate = ISODate(startDay + "T00:00:00.000Z");
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startDate.setUTCDate(startDate.getUTCDate() - daysInMonth);
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var endDate = ISODate(startDay + "T00:00:00.000Z");
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var todayDate = new Date(new Date().toISOString().substring(0, 10));
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var startObj = objectIdWithTimestamp(startDate);
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// Batch size test times: 10k 427005, 5k 361361, 1k 799068, 2k 791521
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var batchSize = 5000;
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for (var j = 0; j < classroomUserIDs.length / batchSize + 1; j++) {
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// log("DEBUG: Fetching classroom events batch " + (j * batchSize) + " " + (j * batchSize + batchSize));
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var queryParams = {$and: [
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{_id: {$gte: startObj}},
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{user: {$in: classroomUserIDs.slice(j * batchSize, j * batchSize + batchSize)}},
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{event: 'Started Level'}
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]};
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cursor = analyticsDB['log'].find(queryParams, {user: 1});
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while (cursor.hasNext()) {
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doc = cursor.next();
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if (!userPlayedMap[doc.user]) userPlayedMap[doc.user] = [];
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userPlayedMap[doc.user].push(doc._id.getTimestamp());
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}
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}
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log("Calculate number of active members per classroom per day per event type..");
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var classDayTypeMap = {};
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for (var classroom in classroomUsersMap) {
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if (classroomUsersMap[classroom].length < minClassSize) continue;
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// For each each day in our target date range
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classDayTypeMap[classroom] = {};
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startDate = ISODate(startDay + "T00:00:00.000Z");
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startDate.setUTCDate(startDate.getUTCDate() - daysInMonth);
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endDate = ISODate(startDay + "T00:00:00.000Z");
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while (endDate < todayDate) {
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var endDay = endDate.toISOString().substring(0, 10);
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classDayTypeMap[classroom][endDay] = {};
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classDayTypeMap[classroom][endDay][eventNamePaid] = 0;
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classDayTypeMap[classroom][endDay][eventNameTrial] = 0;
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classDayTypeMap[classroom][endDay][eventNameFree] = 0;
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// Count active users of each type for current day
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for (var j = 0; j < classroomUsersMap[classroom].length; j++) {
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var member = classroomUsersMap[classroom][j];
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// Was member active during current timeframe?
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if (userPlayedMap[member]) {
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for (var k = 0; k < userPlayedMap[member].length; k++) {
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if (userPlayedMap[member][k] > startDate && userPlayedMap[member][k] <= endDate) {
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if (userEventEndDateMap[member][eventNameTrial] > endDate) {
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classDayTypeMap[classroom][endDay][eventNameTrial]++;
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}
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else if (userEventEndDateMap[member][eventNamePaid] > endDate) {
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classDayTypeMap[classroom][endDay][eventNamePaid]++;
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}
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else if (userEventEndDateMap[member][eventNameFree] > endDate) {
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classDayTypeMap[classroom][endDay][eventNameFree]++;
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}
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else {
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print("ERROR: no event for " + member);
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printjson(userEventEndDateMap[member]);
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}
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break;
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}
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}
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}
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}
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startDate.setUTCDate(startDate.getUTCDate() + 1);
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endDate.setUTCDate(endDate.getUTCDate() + 1);
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}
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}
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log("Aggregate class counts by day and type..");
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var activeClassCounts = {};
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for (var classroom in classDayTypeMap) {
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for (var endDay in classDayTypeMap[classroom]) {
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var activeStudents = 0;
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var classEvent = eventNameFree;
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for (var event in classDayTypeMap[classroom][endDay]) {
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if (classDayTypeMap[classroom][endDay][event] > 1) {
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activeStudents += classDayTypeMap[classroom][endDay][event];
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if (event === eventNamePaid) classEvent = event;
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if (classEvent !== eventNamePaid && event === eventNameTrial) classEvent = event;
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}
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}
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if (activeStudents >= minActiveCount) {
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if (!activeClassCounts[classEvent]) activeClassCounts[classEvent] = {};
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if (!activeClassCounts[classEvent][endDay]) activeClassCounts[classEvent][endDay] = 0;
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activeClassCounts[classEvent][endDay]++;
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}
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}
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}
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return activeClassCounts;
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}
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// *** Helper functions ***
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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 getAnalyticsString(str) {
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if (analyticsStringCache[str]) return analyticsStringCache[str];
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// Find existing string
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var doc = db['analytics.strings'].findOne({v: str});
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if (doc) {
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analyticsStringCache[str] = doc._id;
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return analyticsStringCache[str];
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}
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// Insert string
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// http://docs.mongodb.org/manual/tutorial/create-an-auto-incrementing-field/#auto-increment-optimistic-loop
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doc = {v: str};
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while (true) {
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var cursor = db['analytics.strings'].find({}, {_id: 1}).sort({_id: -1}).limit(1);
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var seq = cursor.hasNext() ? cursor.next()._id + 1 : 1;
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doc._id = seq;
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var results = db['analytics.strings'].insert(doc);
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if (results.hasWriteError()) {
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if ( results.writeError.code == 11000 /* dup key */ ) continue;
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else throw new Error("ERROR: Unexpected error inserting data: " + tojson(results));
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}
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break;
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}
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// Find new string entry
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doc = db['analytics.strings'].findOne({v: str});
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if (doc) {
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analyticsStringCache[str] = doc._id;
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return analyticsStringCache[str];
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}
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throw new Error("ERROR: Did not find analytics.strings insert for: " + str);
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}
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function insertEventCount(event, day, count) {
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// analytics.perdays schema in server/analytics/AnalyticsPeryDay.coffee
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day = day.replace(/-/g, '');
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var eventID = getAnalyticsString(event);
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var filterID = getAnalyticsString('all');
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var startObj = objectIdWithTimestamp(new Date(startDay + "T00:00:00.000Z"));
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var queryParams = {$and: [{d: day}, {e: eventID}, {f: filterID}]};
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var doc = db['analytics.perdays'].findOne(queryParams);
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if (doc && doc.c === count) return;
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if (doc && doc.c !== count) {
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// Update existing count, assume new one is more accurate
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// log("Updating count in db for " + day + " " + event + " " + doc.c + " => " + count);
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var results = db['analytics.perdays'].update(queryParams, {$set: {c: count}});
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if (results.nMatched !== 1 && results.nModified !== 1) {
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log("ERROR: update event count failed");
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printjson(results);
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}
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}
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else {
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var insertDoc = {d: day, e: eventID, f: filterID, c: count};
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var results = db['analytics.perdays'].insert(insertDoc);
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if (results.nInserted !== 1) {
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log("ERROR: insert event failed");
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printjson(results);
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printjson(insertDoc);
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}
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// else {
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// log("Added " + day + " " + event + " " + count);
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// }
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}
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}
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