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

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2015-12-19 18:02:23 -05:00
// Insert per-day level completion drop 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 = 20;
var startDay = new Date();
today = startDay.toISOString().substr(0, 10);
startDay.setUTCDate(startDay.getUTCDate() - numDays);
startDay = startDay.toISOString().substr(0, 10);
var levelCompletionFunnel = ['Started Level', 'Saw Victory'];
log("Today is " + today);
log("Start day is " + startDay);
log("Getting level drop counts...");
var levelDropCounts = getLevelDropCounts(startDay, levelCompletionFunnel);
log("Inserting level drop counts...");
for (level in levelDropCounts) {
for (day in levelDropCounts[level]) {
if (today === day) continue; // Never save data for today because it's incomplete
insertLevelEventCount('User Dropped', level, day, levelDropCounts[level][day]);
}
}
log("Script runtime: " + (new Date() - scriptStartTime));
}
catch(err) {
log("ERROR: " + err);
printjson(err);
}
function getLevelDropCounts(startDay, events) {
// How many unique users did one of these events last?
// Return level/day breakdown
if (!startDay || !events || events.length === 0) return {};
var startObj = objectIdWithTimestamp(ISODate(startDay + "T00:00:00.000Z"));
var queryParams = {$and: [{_id: {$gte: startObj}},{"event": {$in: events}}]};
var cursor = logDB['log'].find(queryParams);
var userProgression = {};
while (cursor.hasNext()) {
var doc = cursor.next();
var created = doc._id.getTimestamp().toISOString();
var event = doc.event;
var properties = doc.properties;
var user = doc.user;
var level;
// TODO: Switch to properties.levelID for 'Saw Victory'
if (event === 'Saw Victory' && properties.level) level = slugify(properties.level);
else if (properties.levelID) level = properties.levelID
else continue
if (!userProgression[user]) userProgression[user] = [];
userProgression[user].push({
created: created,
event: event,
level: level
});
}
var levelDropCounts = {};
for (user in userProgression) {
userProgression[user].sort(function (a,b) {return a.created < b.created ? -1 : 1});
var lastEvent = userProgression[user][userProgression[user].length - 1];
var level = lastEvent.level;
var day = lastEvent.created.substring(0, 10);
if (!levelDropCounts[level]) levelDropCounts[level] = {};
if (!levelDropCounts[level][day]) levelDropCounts[level][day] = 0
levelDropCounts[level][day]++;
}
return levelDropCounts;
}
// *** Helper functions ***
function slugify(text)
// https://gist.github.com/mathewbyrne/1280286
{
return text.toString().toLowerCase()
.replace(/\s+/g, '-') // Replace spaces with -
.replace(/[^\w\-]+/g, '') // Remove all non-word chars
.replace(/\-\-+/g, '-') // Replace multiple - with single -
.replace(/^-+/, '') // Trim - from start of text
.replace(/-+$/, ''); // 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 insertLevelEventCount(event, level, day, count) {
// analytics.perdays schema in server/analytics/AnalyticsPeryDay.coffee
day = day.replace(/-/g, '');
var eventID = getAnalyticsString(event);
var levelID = getAnalyticsString(level);
var filterID = getAnalyticsString('all');
var startObj = objectIdWithTimestamp(new Date(startDay + "T00:00:00.000Z"));
var queryParams = {$and: [{d: day}, {e: eventID}, {l: levelID}, {f: filterID}]};
var doc = db['analytics.perdays'].findOne(queryParams);
if (doc && doc.c === count) return;
if (doc && doc.c !== count) {
// Update existing count, assume new one is more accurate
// log("Updating count in db for " + day + " " + event + " " + level + " " + doc.c + " => " + count);
var results = db['analytics.perdays'].update(queryParams, {$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, l: levelID, 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 + " " + level);
// }
}
}