codecombat/scripts/analytics/mongodb/insertAnalyticsActiveClasses.js
2016-07-10 17:55:07 -07:00

311 lines
12 KiB
JavaScript

/* global db */
/* global Mongo */
/* global ISODate */
// Insert per-day active class counts into analytics.perdays collection
// Usage:
// mongo <address>:<port>/<database> <script file> -u <username> -p <password>
// TODO: Does not handle course prepaid updates on a user
// TODO: Does not handle class membership changes
// TODO: Investigate abrupt trial drop off at 4/1/16. Showed up when fixing coursePrepaid.
var analyticsDB = new Mongo("localhost").getDB("analytics")
var scriptStartTime = new Date();
var analyticsStringCache = {};
var minClassSize = 12;
var minActiveCount = 6;
var eventNamePaid = 'Active classes paid';
var eventNameTrial = 'Active classes trial';
var eventNameFree = 'Active classes free';
var numDays = 40;
var daysInMonth = 30;
var startDay = new Date();
var today = startDay.toISOString().substr(0, 10);
startDay.setUTCDate(startDay.getUTCDate() - numDays);
startDay = startDay.toISOString().substr(0, 10);
log("Today is " + today);
log("Start day is " + startDay);
log("Getting active class counts..");
var activeClassCounts = getActiveClassCounts(startDay);
// printjson(activeClassCounts);
// log("Inserting active class counts..");
for (var event in activeClassCounts) {
for (var day in activeClassCounts[event]) {
if (today === day) continue; // Never save data for today because it's incomplete
// print(event, day, activeClassCounts[event][day]);
insertEventCount(event, day, activeClassCounts[event][day]);
}
}
log("Script runtime: " + (new Date() - scriptStartTime));
function getActiveClassCounts(startDay) {
// Tally active classes per day, for paid, trial, and free
if (!startDay) return {};
var cursor, doc;
// Classrooms
// paid: at least one paid member
// trial: not paid, at least one trial member
// free: not paid, not free trial
// user.coursePrepaidID or user.coursePrepaid set means access to paid courses
// prepaid.properties.trialRequestID means access was via trial
// Find classroom users
log("Finding classrooms..");
var userClassroomsMap = {};
var classroomUsersMap = {};
var classroomUserIDs = [];
var classroomUserObjectIds = [];
cursor = db.classrooms.find({}, {members: 1});
while (cursor.hasNext()) {
doc = cursor.next();
if (doc.members) {
var classroomID = doc._id.valueOf();
for (var i = 0; i < doc.members.length; i++) {
if (doc.members.length < minClassSize) continue;
var userID = doc.members[i].valueOf();
if (!userClassroomsMap[userID]) userClassroomsMap[userID] = [];
userClassroomsMap[userID].push(classroomID);
if (!classroomUsersMap[classroomID]) classroomUsersMap[classroomID] = [];
classroomUsersMap[classroomID].push(userID)
classroomUserIDs.push(doc.members[i].valueOf());
classroomUserObjectIds.push(doc.members[i]);
}
}
}
// log("DEBUG: Classroom users: " + classroomUserIDs.length);
log("Find user types..");
var userEventEndDateMap = {};
var prepaidUsersMap = {};
var prepaidIDs = [];
cursor = db.users.find({_id: {$in: classroomUserObjectIds}}, {coursePrepaid: 1, coursePrepaidID: 1});
while (cursor.hasNext()) {
doc = cursor.next();
userEventEndDateMap[doc._id.valueOf()] = {};
userEventEndDateMap[doc._id.valueOf()][eventNameFree] = new Date();
if (doc.coursePrepaid) {
if (!doc.coursePrepaid.endDate) throw new Error("No endDate for new prepaid " + doc._id.valuOf());
userEventEndDateMap[doc._id.valueOf()][eventNamePaid] = new Date(doc.coursePrepaid.endDate);
if (!prepaidUsersMap[doc.coursePrepaid._id.valueOf()]) prepaidUsersMap[doc.coursePrepaid._id.valueOf()] = [];
prepaidUsersMap[doc.coursePrepaid._id.valueOf()].push(doc._id.valueOf());
prepaidIDs.push(doc.coursePrepaid._id);
}
if (doc.coursePrepaidID) {
if (!userEventEndDateMap[doc._id.valueOf()][eventNamePaid]) {
userEventEndDateMap[doc._id.valueOf()][eventNamePaid] = new Date();
}
if (!prepaidUsersMap[doc.coursePrepaidID.valueOf()]) prepaidUsersMap[doc.coursePrepaidID.valueOf()] = [];
prepaidUsersMap[doc.coursePrepaidID.valueOf()].push(doc._id.valueOf());
prepaidIDs.push(doc.coursePrepaidID);
}
}
cursor = db.prepaids.find({_id: {$in: prepaidIDs}}, {endDate: 1, properties: 1});
while (cursor.hasNext()) {
doc = cursor.next();
if (doc.properties && doc.properties.trialRequestID) {
var endDate = new Date();
if (doc.endDate) {
endDate = new Date(doc.endDate);
}
else if (doc.properties.endDate) {
endDate = new Date(doc.properties.endDate);
}
for (var i = 0; i < prepaidUsersMap[doc._id.valueOf()].length; i++) {
userEventEndDateMap[prepaidUsersMap[doc._id.valueOf()][i]][eventNameTrial] = endDate;
}
}
}
log("Find Started Level log events for all classroom members for last " + (numDays + daysInMonth) + " days..");
var userPlayedMap = {};
var startDate = ISODate(startDay + "T00:00:00.000Z");
startDate.setUTCDate(startDate.getUTCDate() - daysInMonth);
var endDate = ISODate(startDay + "T00:00:00.000Z");
var todayDate = new Date(new Date().toISOString().substring(0, 10));
var startObj = objectIdWithTimestamp(startDate);
// Batch size test times: 10k 427005, 5k 361361, 1k 799068, 2k 791521
var batchSize = 5000;
for (var j = 0; j < classroomUserIDs.length / batchSize + 1; j++) {
// log("DEBUG: Fetching classroom events batch " + (j * batchSize) + " " + (j * batchSize + batchSize));
var queryParams = {$and: [
{_id: {$gte: startObj}},
{user: {$in: classroomUserIDs.slice(j * batchSize, j * batchSize + batchSize)}},
{event: 'Started Level'}
]};
cursor = analyticsDB['log'].find(queryParams, {user: 1});
while (cursor.hasNext()) {
doc = cursor.next();
if (!userPlayedMap[doc.user]) userPlayedMap[doc.user] = [];
userPlayedMap[doc.user].push(doc._id.getTimestamp());
}
}
log("Calculate number of active members per classroom per day per event type..");
var classDayTypeMap = {};
for (var classroom in classroomUsersMap) {
if (classroomUsersMap[classroom].length < minClassSize) continue;
// For each each day in our target date range
classDayTypeMap[classroom] = {};
startDate = ISODate(startDay + "T00:00:00.000Z");
startDate.setUTCDate(startDate.getUTCDate() - daysInMonth);
endDate = ISODate(startDay + "T00:00:00.000Z");
while (endDate < todayDate) {
var endDay = endDate.toISOString().substring(0, 10);
classDayTypeMap[classroom][endDay] = {};
classDayTypeMap[classroom][endDay][eventNamePaid] = 0;
classDayTypeMap[classroom][endDay][eventNameTrial] = 0;
classDayTypeMap[classroom][endDay][eventNameFree] = 0;
// Count active users of each type for current day
for (var j = 0; j < classroomUsersMap[classroom].length; j++) {
var member = classroomUsersMap[classroom][j];
// Was member active during current timeframe?
if (userPlayedMap[member]) {
for (var k = 0; k < userPlayedMap[member].length; k++) {
if (userPlayedMap[member][k] > startDate && userPlayedMap[member][k] <= endDate) {
if (userEventEndDateMap[member][eventNameTrial] > endDate) {
classDayTypeMap[classroom][endDay][eventNameTrial]++;
}
else if (userEventEndDateMap[member][eventNamePaid] > endDate) {
classDayTypeMap[classroom][endDay][eventNamePaid]++;
}
else if (userEventEndDateMap[member][eventNameFree] > endDate) {
classDayTypeMap[classroom][endDay][eventNameFree]++;
}
else {
print("ERROR: no event for " + member);
printjson(userEventEndDateMap[member]);
}
break;
}
}
}
}
startDate.setUTCDate(startDate.getUTCDate() + 1);
endDate.setUTCDate(endDate.getUTCDate() + 1);
}
}
log("Aggregate class counts by day and type..");
var activeClassCounts = {};
for (var classroom in classDayTypeMap) {
for (var endDay in classDayTypeMap[classroom]) {
var activeStudents = 0;
var classEvent = eventNameFree;
for (var event in classDayTypeMap[classroom][endDay]) {
if (classDayTypeMap[classroom][endDay][event] > 1) {
activeStudents += classDayTypeMap[classroom][endDay][event];
if (event === eventNamePaid) classEvent = event;
if (classEvent !== eventNamePaid && event === eventNameTrial) classEvent = event;
}
}
if (activeStudents >= minActiveCount) {
if (!activeClassCounts[classEvent]) activeClassCounts[classEvent] = {};
if (!activeClassCounts[classEvent][endDay]) activeClassCounts[classEvent][endDay] = 0;
activeClassCounts[classEvent][endDay]++;
}
}
}
return activeClassCounts;
}
// *** Helper functions ***
function log(str) {
print(new Date().toISOString() + " " + str);
}
function objectIdWithTimestamp(timestamp) {
// Convert string date to Date object (otherwise assume timestamp is a date)
if (typeof(timestamp) == 'string') timestamp = new Date(timestamp);
// Convert date object to hex seconds since Unix epoch
var hexSeconds = Math.floor(timestamp/1000).toString(16);
// Create an ObjectId with that hex timestamp
var constructedObjectId = ObjectId(hexSeconds + "0000000000000000");
return constructedObjectId
}
function getAnalyticsString(str) {
if (analyticsStringCache[str]) return analyticsStringCache[str];
// Find existing string
var doc = db['analytics.strings'].findOne({v: str});
if (doc) {
analyticsStringCache[str] = doc._id;
return analyticsStringCache[str];
}
// Insert string
// http://docs.mongodb.org/manual/tutorial/create-an-auto-incrementing-field/#auto-increment-optimistic-loop
doc = {v: str};
while (true) {
var cursor = db['analytics.strings'].find({}, {_id: 1}).sort({_id: -1}).limit(1);
var seq = cursor.hasNext() ? cursor.next()._id + 1 : 1;
doc._id = seq;
var results = db['analytics.strings'].insert(doc);
if (results.hasWriteError()) {
if ( results.writeError.code == 11000 /* dup key */ ) continue;
else throw new Error("ERROR: Unexpected error inserting data: " + tojson(results));
}
break;
}
// Find new string entry
doc = db['analytics.strings'].findOne({v: str});
if (doc) {
analyticsStringCache[str] = doc._id;
return analyticsStringCache[str];
}
throw new Error("ERROR: Did not find analytics.strings insert for: " + str);
}
function insertEventCount(event, day, count) {
// analytics.perdays schema in server/analytics/AnalyticsPeryDay.coffee
day = day.replace(/-/g, '');
var eventID = getAnalyticsString(event);
var filterID = getAnalyticsString('all');
var startObj = objectIdWithTimestamp(new Date(startDay + "T00:00:00.000Z"));
var queryParams = {$and: [{d: day}, {e: eventID}, {f: filterID}]};
var doc = db['analytics.perdays'].findOne(queryParams);
if (doc && doc.c === count) return;
if (doc && doc.c !== count) {
// Update existing count, assume new one is more accurate
// log("Updating count in db for " + day + " " + event + " " + doc.c + " => " + count);
var results = db['analytics.perdays'].update(queryParams, {$set: {c: count}});
if (results.nMatched !== 1 && results.nModified !== 1) {
log("ERROR: update event count failed");
printjson(results);
}
}
else {
var insertDoc = {d: day, e: eventID, f: filterID, c: count};
var results = db['analytics.perdays'].insert(insertDoc);
if (results.nInserted !== 1) {
log("ERROR: insert event failed");
printjson(results);
printjson(insertDoc);
}
// else {
// log("Added " + day + " " + event + " " + count);
// }
}
}