codecombat/scripts/analytics/mongodb/queries/insertAnalyticsActiveClasses.js

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2015-12-19 18:02:23 -05:00
// Insert per-day active class counts into analytics.perdays collection
// Usage:
// mongo <address>:<port>/<database> <script file> -u <username> -p <password>
try {
logDB = new Mongo("localhost").getDB("analytics")
var scriptStartTime = new Date();
var analyticsStringCache = {};
var numDays = 40;
var daysInMonth = 30;
var startDay = new Date();
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
insertEventCount(event, day, activeClassCounts[event][day]);
}
}
log("Script runtime: " + (new Date() - scriptStartTime));
}
catch(err) {
log("ERROR: " + err);
printjson(err);
}
function getActiveClassCounts(startDay) {
// Tally active classes per day
// TODO: does not handle class membership changes
if (!startDay) return {};
var minGroupSize = 12;
var classes = {
'Active classes private clan': [],
'Active classes managed subscription': [],
'Active classes bulk subscription': [],
'Active classes prepaid': [],
'Active classes course free': [],
'Active classes course paid': []
};
var userPlayedMap = {};
// Private clans
// TODO: does not handle clan membership changes over time
var cursor = db.clans.find({$and: [{type: 'private'}, {$where: 'this.members.length >= ' + minGroupSize}]});
while (cursor.hasNext()) {
var doc = cursor.next();
var members = doc.members.map(function(a) {
userPlayedMap[a.valueOf()] = [];
return a.valueOf();
});
classes['Active classes private clan'].push({
owner: doc.ownerID.valueOf(),
members: members,
activeDayMap: {}
});
}
// Managed subscriptions
// TODO: does not handle former recipients playing after sponsorship ends
var bulkSubGroups = {};
cursor = db.payments.find({$and: [{service: 'stripe'}, {$where: '!this.purchaser.equals(this.recipient)'}]});
while (cursor.hasNext()) {
var doc = cursor.next();
var purchaser = doc.purchaser.valueOf();
if (!bulkSubGroups[purchaser]) bulkSubGroups[purchaser] = {};
bulkSubGroups[purchaser][doc.recipient.valueOf()] = true;
}
for (var purchaser in bulkSubGroups) {
if (Object.keys(bulkSubGroups[purchaser]).length >= minGroupSize) {
for (var member in bulkSubGroups[purchaser]) {
userPlayedMap[member] = [];
}
classes['Active classes managed subscription'].push({
owner: purchaser,
members: Object.keys(bulkSubGroups[purchaser]),
activeDayMap: {}
});
}
}
// Bulk subscriptions
bulkSubGroups = {};
cursor = db.payments.find({$and: [{service: 'external'}, {$where: '!this.purchaser.equals(this.recipient)'}]});
while (cursor.hasNext()) {
var doc = cursor.next();
var purchaser = doc.purchaser.valueOf();
if (!bulkSubGroups[purchaser]) bulkSubGroups[purchaser] = {};
bulkSubGroups[purchaser][doc.recipient.valueOf()] = true;
}
for (var purchaser in bulkSubGroups) {
if (Object.keys(bulkSubGroups[purchaser]).length >= minGroupSize) {
for (var member in bulkSubGroups[purchaser]) {
userPlayedMap[member] = [];
}
classes['Active classes bulk subscription'].push({
owner: purchaser,
members: Object.keys(bulkSubGroups[purchaser]),
activeDayMap: {}
});
}
}
// Prepaids terminal_subscription
bulkSubGroups = {};
cursor = db.prepaids.find(
{$and: [{type: 'terminal_subscription'}, {$where: 'this.redeemers && this.redeemers.length >= ' + minGroupSize}]},
{creator: 1, type: 1, redeemers: 1}
);
while (cursor.hasNext()) {
var doc = cursor.next();
var owner = doc.creator.valueOf();
var members = [];
for (var i = 0 ; i < doc.redeemers.length; i++) {
userPlayedMap[doc.redeemers[i].userID.valueOf()] = [];
members.push(doc.redeemers[i].userID.valueOf());
}
classes['Active classes prepaid'].push({
owner: owner,
members: members,
activeDayMap: {}
});
}
// Classrooms
var classroomCourseInstancesMap = {};
cursor = db.course.instances.find(
{$where: 'this.members && this.members.length >= ' + minGroupSize},
{classroomID: 1, courseID: 1, members: 1, ownerID: 1}
);
while (cursor.hasNext()) {
var doc = cursor.next();
var owner = doc.ownerID.valueOf();
var classroom = doc.classroomID ? doc.classroomID.valueOf() : doc._id.valueOf();
var members = [];
for (var i = 0 ; i < doc.members.length; i++) {
userPlayedMap[doc.members[i].valueOf()] = [];
members.push(doc.members[i].valueOf());
}
if (!classroomCourseInstancesMap[classroom]) classroomCourseInstancesMap[classroom] = [];
classroomCourseInstancesMap[classroom].push({
course: doc.courseID.valueOf(),
owner: owner,
members: members,
});
}
// printjson(classroomCourseInstancesMap);
// Find all the started level events for our class members, for startDay - daysInMonth
var startDate = ISODate(startDay + "T00:00:00.000Z");
startDate.setUTCDate(startDate.getUTCDate() - daysInMonth);
var endDate = ISODate(startDay + "T00:00:00.000Z");
var todayDate = new Date(new Date().toISOString().substring(0, 10));
var startObj = objectIdWithTimestamp(startDate);
var queryParams = {$and: [
{_id: {$gte: startObj}},
{user: {$in: Object.keys(userPlayedMap)}},
{event: 'Started Level'}
]};
cursor = logDB['log'].find(queryParams, {user: 1});
while (cursor.hasNext()) {
var doc = cursor.next();
userPlayedMap[doc.user].push(doc._id.getTimestamp());
}
// printjson(userPlayedMap);
// print(startDate, endDate, todayDate);
// Now we have a set of classes, and when users played
// For a given day, walk classes and find out how many members were active during the previous daysInMonth
while (endDate < todayDate) {
var endDay = endDate.toISOString().substring(0, 10);
// For each class
for (var event in classes) {
for (var i = 0; i < classes[event].length; i++) {
// For each member of current class
var activeMemberCount = 0;
for (var j = 0; j < classes[event][i].members.length; j++) {
var member = classes[event][i].members[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) {
activeMemberCount++;
break;
}
}
}
}
// Classes active for a given day if has minGroupSize members, and at least 1/2 played in last daysInMonth days
if (activeMemberCount >= Math.round(classes[event][i].members.length / 2)) {
classes[event][i].activeDayMap[endDay] = true;
}
}
}
startDate.setUTCDate(startDate.getUTCDate() + 1);
endDate.setUTCDate(endDate.getUTCDate() + 1);
}
// Classrooms are processed differently because they could be free or paid active classes
var courseNameMap = {};
cursor = db.courses.find({}, {name: 1});
while (cursor.hasNext()) {
var doc = cursor.next();
courseNameMap[doc._id.valueOf()] = doc.name;
}
// For each classroom, check free and paid members separately
for (var classroom in classroomCourseInstancesMap) {
var freeMembers = {};
var paidMembers = {};
var owner = null;
for (var i = 0; i < classroomCourseInstancesMap[classroom].length; i++) {
var courseInstance = classroomCourseInstancesMap[classroom][i];
if (!owner) owner = courseInstance.owner;
for (var j = 0; j < courseInstance.members.length; j++) {
if (courseNameMap[courseInstance.course] === 'Introduction to Computer Science') {
freeMembers[courseInstance.members[j]] = true;
}
else {
paidMembers[courseInstance.members[j]] = true;
}
}
}
var freeClass = {
owner: owner,
members: Object.keys(freeMembers),
activeDayMap: {}
};
var paidClass = {
owner: owner,
members: Object.keys(paidMembers),
activeDayMap: {}
};
// print('Processing classroom', classroom, freeClass.members.length, paidClass.members.length);
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);
// For each paid member of current class
var paidActiveMemberCount = 0;
for (var j = 0; j < paidClass.members.length; j++) {
var member = paidClass.members[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) {
paidActiveMemberCount++;
break;
}
}
}
}
// Classes active for a given day if has minGroupSize members, and at least 1/2 played in last daysInMonth days
if (paidClass.members.length > minGroupSize && paidActiveMemberCount >= Math.round(paidClass.members.length / 2)) {
// print('paid classroom', classroom, endDay);
paidClass.activeDayMap[endDay] = true;
}
else {
// For each free member of current class
var freeActiveMemberCount = 0;
for (var j = 0; j < freeClass.members.length; j++) {
var member = freeClass.members[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) {
freeActiveMemberCount++;
break;
}
}
}
}
if (freeClass.members.length > minGroupSize && freeActiveMemberCount >= Math.round(freeClass.members.length / 2)) {
// print('free classroom', classroom, endDay);
freeClass.activeDayMap[endDay] = true;
}
}
startDate.setUTCDate(startDate.getUTCDate() + 1);
endDate.setUTCDate(endDate.getUTCDate() + 1);
}
// printjson(freeClass);
// printjson(paidClass);
classes['Active classes course free'].push(freeClass);
classes['Active classes course paid'].push(paidClass);
}
// printjson(classes['Active classes course paid']);
var activeClassCounts = {};
for (var event in classes) {
if (!activeClassCounts[event]) activeClassCounts[event] = {};
for (var i = 0; i < classes[event].length; i++) {
for (var endDay in classes[event][i].activeDayMap) {
if (!activeClassCounts[event][endDay]) activeClassCounts[event][endDay] = 0;
activeClassCounts[event][endDay]++;
}
}
}
return activeClassCounts;
}
// *** Helper functions ***
function slugify(text)
// https://gist.github.com/mathewbyrne/1280286
{
return text.toString().toLowerCase()
.replace(/\s+/g, '-') // Replace spaces with -
.replace(/[^\w\-]+/g, '') // Remove all non-word chars
.replace(/\-\-+/g, '-') // Replace multiple - with single -
.replace(/^-+/, '') // Trim - from start of text
.replace(/-+$/, ''); // Trim - from end of text
}
function log(str) {
print(new Date().toISOString() + " " + str);
}
function objectIdWithTimestamp(timestamp) {
// Convert string date to Date object (otherwise assume timestamp is a date)
if (typeof(timestamp) == 'string') timestamp = new Date(timestamp);
// Convert date object to hex seconds since Unix epoch
var hexSeconds = Math.floor(timestamp/1000).toString(16);
// Create an ObjectId with that hex timestamp
var constructedObjectId = ObjectId(hexSeconds + "0000000000000000");
return constructedObjectId
}
function getAnalyticsString(str) {
if (analyticsStringCache[str]) return analyticsStringCache[str];
// Find existing string
var doc = db['analytics.strings'].findOne({v: str});
if (doc) {
analyticsStringCache[str] = doc._id;
return analyticsStringCache[str];
}
// Insert string
// http://docs.mongodb.org/manual/tutorial/create-an-auto-incrementing-field/#auto-increment-optimistic-loop
doc = {v: str};
while (true) {
var cursor = db['analytics.strings'].find({}, {_id: 1}).sort({_id: -1}).limit(1);
var seq = cursor.hasNext() ? cursor.next()._id + 1 : 1;
doc._id = seq;
var results = db['analytics.strings'].insert(doc);
if (results.hasWriteError()) {
if ( results.writeError.code == 11000 /* dup key */ ) continue;
else throw new Error("ERROR: Unexpected error inserting data: " + tojson(results));
}
break;
}
// Find new string entry
doc = db['analytics.strings'].findOne({v: str});
if (doc) {
analyticsStringCache[str] = doc._id;
return analyticsStringCache[str];
}
throw new Error("ERROR: Did not find analytics.strings insert for: " + str);
}
function insertEventCount(event, day, count) {
// analytics.perdays schema in server/analytics/AnalyticsPeryDay.coffee
day = day.replace(/-/g, '');
var eventID = getAnalyticsString(event);
var filterID = getAnalyticsString('all');
var startObj = objectIdWithTimestamp(new Date(startDay + "T00:00:00.000Z"));
var queryParams = {$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);
// }
}
}