codecombat/scripts/buildSchoolGraph.coffee

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# Organize our users' schoolNames.
database = require '../server/commons/database'
mongoose = require 'mongoose'
log = require 'winston'
async = require 'async'
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moment = require 'moment'
fs = require 'fs'
exec = require('child_process').exec
### SET UP ###
do (setupLodash = this) ->
GLOBAL._ = require 'lodash'
_.str = require 'underscore.string'
_.mixin _.str.exports()
GLOBAL.tv4 = require('tv4').tv4
database.connect()
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UserHandler = require '../server/handlers/user_handler'
User = require '../server/models/User'
startDate = new Date 2015, 11, 1
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debugging = false
query = dateCreated: {$gt: startDate}, emailLower: {$exists: true}
selection = 'name emailLower schoolName courseInstances clans ageRange dateCreated referrer points lastIP hourOfCode preferredLanguage lastLevel'
User.find(query).select(selection).lean().exec (err, users) ->
usersWithSchools = _.filter users, 'schoolName'
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log.info "Found #{usersWithSchools.length} users of #{users.length} users registered after #{startDate}."
nextPrompt users
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nextPrompt = (users, question, userToSchool, suggestions) ->
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# We look for the next top user to classify based on the number of suggestions we can make about what the school name should be.
sortUsers users
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unless userToSchool
return console.log('Done.') or process.exit() unless [userToSchool, suggestions] = findUserToSchool users
question ?= formatSuggestions userToSchool, suggestions
openTSV userToSchool, suggestions
prompt question, (answer) ->
answer = answer.trim()
return console.log('Bye.') or process.exit() if answer in ['q', 'quit']
if answer is ''
return nextPrompt _.without users, userToSchool
else unless _.isNaN(num = parseInt(answer, 10))
schoolName = if num then suggestions[num - 1]?.schoolName else userToSchool.schoolName
return finalizePrompt userToSchool, suggestions, schoolName, users
else if answer.length < 10
console.log "#{answer}? That's kind of short--I don't think school names and locations can be this short. What should it really be?"
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return nextPrompt users, "> ", userToSchool, suggestions
else unless /,.+,/.test answer
console.log "#{answer}? We need the full location (with two commas), like Example High School, Springfield, IL. What should it really be?"
return nextPrompt users, "> ", userToSchool, suggestions
else
return finalizePrompt userToSchool, suggestions, answer, users
finalizePrompt = (userToSchool, suggestions, schoolName, users) ->
console.log "Selected schoolName: \"#{schoolName}\""
question = "Also apply this to other users? Ex.: 'all', '0 1 2 5 9-14', 'all but 38 59-65', '0' to just do this one, q to quit, or blank to retype school name.\n> "
prompt question, (answer) ->
answer = answer.trim()
return console.log('Bye.') or process.exit() if answer in ['q', 'quit']
if answer is ''
console.log "Should just do", userToSchool._id, userToSchool.emailLower, userToSchool.schoolName
targets = [userToSchool]
else if answer is 'all'
targets = [userToSchool].concat (s.user for s in suggestions)
console.log "Doing all #{targets.length} users..."
else if /^all/.test answer
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numbers = findNumbers answer, suggestions.length
targets = [userToSchool].concat (s.user for s in suggestions)
for number in numbers
skip = if number then suggestions[number - 1].user else userToSchool
targets = _.without targets, skip
console.log "Doing all #{targets.length} users without #{numbers}..."
else
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numbers = findNumbers answer, suggestions.length
targets = _.filter ((if number then suggestions[number - 1].user else userToSchool) for number in numbers)
console.log "Doing #{targets.length} users for #{numbers}..."
User.update {_id: {$in: (_.map targets, '_id')}}, {schoolName: schoolName}, {multi: true}, (err, result) ->
#User.update {_id: {$in: []}}, {schoolName: schoolName}, {multi: true}, (err, result) ->
if err
console.error "Ran into error doing the save:", err
return finalizePrompt userToSchool, suggestions, schoolName, users
console.log "Updated users' schoolNames. Result:", result
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# Take these users out of the pool to make suggestions about before going on to next suggestions.
remainingUsers = _.without users, targets...
nextPrompt remainingUsers
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findNumbers = (answer, max) ->
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answer = answer.replace /,/g, ' '
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numbers = (parseInt(d, 10) for d in (' ' + answer + ' ').replace(/ /g, ' ').match(/ (\d+) /g) ? [])
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ranges = answer.match(/(\d+-\d+)/g) or []
for range in ranges
bounds = (parseInt(d, 10) for d in range.split('-'))
for number in [bounds[0] .. bounds[1]]
numbers.push number
for number in numbers
if number > max
console.log "Incorrect number #{number} higher than max: #{max}"
numbers
formatUser = (user, relativeToUser, separator=' ') ->
values = []
for key in ['name', 'emailLower', 'ageRange', 'dateCreated', 'lastLevel', 'points', 'referrer', 'hourOfCode']
val = user[key]
if key is 'dateCreated'
val = if relativeToUser then moment(val).from(relativeToUser.dateCreated) else moment(val).fromNow()
values.push val
values.join separator
formatSuggestions = (userToSchool, suggestions) ->
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suggestionPrompts = ("#{_.str.rpad(i + 1, 3)} #{_.str.rpad(s.schoolName, 50)} #{s.reasons.length} #{if s.reasons.length > 1 then 'Matches' else 'Match'}: #{s.reasons.join(', ')}\tfrom user: #{formatUser(s.user, userToSchool)}" for s, i in suggestions).join('\n')
"""
What should the school for this user be?
0 #{_.str.rpad(userToSchool.schoolName, 50)} #{formatUser(userToSchool)}
Suggestions:
#{suggestionPrompts}
Choose a number, type a name, enter to skip, or q to quit.
> """
openTSV = (userToSchool, suggestions) ->
header = ['#', 'School Name', 'Matches', 'Name', 'Email', 'Age', 'Signup', 'Last Level', 'Points', 'Referrer', 'HoC'].join '\t'
rows = [[0, userToSchool.schoolName, '', formatUser(userToSchool, null, '\t')].join '\t']
for s, i in suggestions
matches = s.reasons.length + ' ' + if s.reasons.length > 1 then 'Matches' else 'Match' + ': ' + s.reasons.join(', ')
rows.push [i + 1, s.schoolName, matches, formatUser(s.user, userToSchool, '\t')].join '\t'
contents = [header].concat(rows).join('\n') + '\n'
path = "#{process.env.HOME}/Downloads/#{userToSchool.emailLower}.tsv"
fs.writeFile path, contents, {flags: 'w'}, (err) ->
console.log 'Error writing school suggestions TSV:', err if err
exec "open -a /Applications/Numbers.app #{path}"
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checkedTopGroups = {}
findUserToSchool = (users) ->
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# We find the top user from the top group that we can make the most reasoned suggestions about what the school name would be.
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[bestTarget, bestTargetSuggestions, bestSuggestionsScore, bestGroup] = [null, [], 0, null]
for field, groups of topGroups
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for nextLargestGroup in groups when not checkedTopGroups[nextLargestGroup]
possibleTargets = userCategories[field][nextLargestGroup]
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schoolNames = (t.schoolName for t in _.uniq possibleTargets, 'schoolName')
# TODO: better method to avoid showing users where everyone in the suggestion already has the same school (because we have already done this group)
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alreadyDone = false
for schoolName in schoolNames when schoolName?.length > 10 and /,.+,/.test schoolName # Long enough school name with location info (two commas)
sharedCount = _.filter(possibleTargets, schoolName: schoolName).length
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if sharedCount > 20 and sharedCount > 0.25 * possibleTargets.length
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console.log 'Already done', schoolName, sharedCount, possibleTargets.length, 'for', field, nextLargestGroup
alreadyDone = true
continue if alreadyDone
nSamples = Math.min 15, Math.max(4, Math.floor possibleTargets.length / 20)
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if debugging then console.log 'Checking', nSamples, 'samples of', possibleTargets.length, 'players in the biggest', field, 'group:', nextLargestGroup
for i in [0 ... nSamples]
target = possibleTargets[Math.floor i * possibleTargets.length / (nSamples + 1)]
suggestions = findSuggestions target
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suggestionsScore = scoreSuggestions suggestions, target
if suggestionsScore > bestSuggestionsScore
bestTarget = target
bestTargetSuggestions = suggestions
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bestSuggestionsScore = suggestionsScore
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bestGroup = nextLargestGroup
break
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checkedTopGroups[bestGroup] = true
return [bestTarget, bestTargetSuggestions]
findSuggestions = (target) ->
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# Look for other users with the same IP, course instances, clans, or similar school names or non-common shared email domains.
# TODO: Actually make suggestions based on students that signed up at almost the same time
suggestions = []
t0 = new Date()
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if debugging then console.log ' Checking suggestions for', target.emailLower, target.schoolName, (new Date()) - t0
if target.lastIP
for otherUser in (userCategories.lastIP[target.lastIP] ? []) when otherUser isnt target
suggestions.push schoolName: otherUser.schoolName, reasons: ['IP'], user: otherUser
for leagueType in ['courseInstances', 'clans']
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if debugging then console.log ' Now checking', leagueType, (new Date()) - t0
if target[leagueType]?.length
for league in target[leagueType]
for otherUser in (userCategories[leagueType][league] ? []) when otherUser isnt target
reason = _.str.humanize(leagueType)
if existingSuggestion = _.find(suggestions, user: otherUser)
existingSuggestion.reasons.push reason
else
suggestions.push schoolName: otherUser.schoolName, reasons: [reason], user: otherUser
if target.schoolName?.length > 5
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if debugging then console.log ' Now checking schoolName', (new Date()) - t0
nameMatches = []
for otherSchoolName in topGroups.schoolName
score = stringScore otherSchoolName, target.schoolName, 0.8
continue if score < 0.25
nameMatches.push schoolName: otherSchoolName, score: score
nameMatches = (match.schoolName for match in (_.sortBy nameMatches, (match) -> -match.score))
for match in nameMatches.slice(0, 10)
reason = "Name"
for otherUser in (userCategories.schoolName[match] ? []) when otherUser isnt target
if existingSuggestion = _.find(suggestions, user: otherUser)
existingSuggestion.reasons.push reason
else
suggestions.push schoolName: match, reasons: [reason], user: otherUser
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if debugging then console.log ' Now checking domain', (new Date()) - t0
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if domain = getDomain target
for otherUser in (userCategories.domain[domain] ? []) when otherUser isnt target
reason = "Domain"
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if existingSuggestion = _.find(suggestions, user: otherUser)
existingSuggestion.reasons.push reason
else
suggestions.push schoolName: otherUser.schoolName, reasons: [reason], user: otherUser
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if debugging then console.log ' Now checking referrer', (new Date()) - t0
if referrer = getReferrer target
for otherUser in (userCategories.referrer[referrer] ? []) when otherUser isnt target
reason = "Referrer"
if existingSuggestion = _.find(suggestions, user: otherUser)
existingSuggestion.reasons.push reason
else
suggestions.push schoolName: otherUser.schoolName, reasons: [reason], user: otherUser
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if debugging then console.log ' Done checking referrer', (new Date()) - t0
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suggestions = _.sortBy suggestions, (s) -> (s.schoolName or '').toLowerCase()
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suggestions = _.sortBy suggestions, (s) -> -scoreSuggestions [s], target
return suggestions
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scoreSuggestions = (suggestions, target) ->
_.reduce suggestions, ((sum, suggestion) ->
for suggestion in suggestions
for reason in suggestion.reasons
sum += switch reason
when 'Course instances' then 150
when 'IP' then 40
when 'Referrer' then 20
when 'Name' then 15
when 'Domain' then (if getDomain(target) in ['cps.edu', 'mynewcaneyisd.org', 'fsusd.org', 'edison.k12.nj.us'] then 1 else 10)
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when 'Clans' then 0.01
sum
), 0
userCategories = {}
topGroups = {}
usersCategorized = {}
sortUsers = (users) ->
users = _.sortBy users, (u) -> -u.points
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users = _.sortBy users, 'lastIP'
users = _.sortBy users, (u) -> (u.schoolName or '').toLowerCase()
for field in ['courseInstances', 'lastIP', 'schoolName', 'domain', 'clans', 'referrer']
userCategories[field] = categorizeUsers users, field
topGroups[field] = _.sortBy _.keys(userCategories[field]), (key) -> -userCategories[field][key].length
topGroups[field] = (group for group in topGroups[field] when 2 < userCategories[field][group].length < (if field is 'clans' then 30 else 5000))
categorizeUsers = (users, field) ->
categories = {}
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for user in users
if field is 'domain'
value = getDomain user
else if field is 'referrer'
value = getReferrer user
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else
value = user[field]
continue unless value
values = if _.isArray(value) then value else [value]
for value in values when value
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continue if value.trim and not value = value.trim()
categories[value] ?= []
categories[value].push user
categories
typoCache = {}
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getDomain = (user) ->
return null unless domain = user.emailLower.split('@')[1]
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return null if commonEmailDomainMap[domain]
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# Too slow? Is this actually slow?
#typo = typoCache[domain]
#return null if typo
#return domain if typo is false
#typo = _.find commonEmailDomains, (commonDomain) -> stringScore(commonDomain, domain, 0.8) > 0.9
#typoCache[domain] = Boolean(typo)
#return null if typo
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domain
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commonReferrersRegex = /(google|bing\.|yahoo|duckduckgo|jobs\.lever|code\.org|twitter|facebook|dollarclick|stumbleupon|vk\.com|playpcesor|reddit|lifehacker|favorite|bnext|freelance|taringa|blogthinkbig|graphism|inside\.com|korben|habrahabr|iplaysoft|geekbrains|playground|ycombinator|github)/
getReferrer = (user) ->
return null unless referrer = user.referrer?.toLowerCase().trim()
referrer = referrer.replace /^https?:\/\//, ''
return null if commonReferrersRegex.test referrer
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return classCode if classCode = referrer.match(/\?_cc=(\S+)$/)?[1]
return null if /codecombat/.test referrer
referrer
# https://github.com/joshaven/string_score
stringScore = (_a, word, fuzziness) ->
return 1 if word is _a
return 0 if word is ""
runningScore = 0
string = _a
lString = string.toLowerCase()
strLength = string.length
lWord = word.toLowerCase()
wordLength = word.length
startAt = 0
fuzzies = 1
if fuzziness
fuzzyFactor = 1 - fuzziness
if fuzziness
for i in [0...wordLength]
idxOf = lString.indexOf lWord[i], startAt
if idxOf is -1
fuzzies += fuzzyFactor
else
if startAt is idxOf
charScore = 0.7
else
charScore = 0.1
charScore += 0.8 if string[idxOf - 1] is ' '
charScore += 0.1 if string[idxOf] is word[i]
runningScore += charScore
startAt = idxOf + 1
else
for i in [0...wordLength]
idxOf = lString.indexOf lWord[i], startAt
return 0 if idxOf is -1
if startAt is idxOf
charScore = 0.7
else
charScore = 0.1
charScore += 0.8 if string[idxOf - 1] is word[i]
runningScore += charScore
startAt = idxOf + 1
finalScore = 0.5 * (runningScore / strLength + runningScore / wordLength) / fuzzies
finalScore += 0.15 if lWord[0] is lString[0] and finalScore < 0.85
finalScore
prompt = (question, callback) ->
process.stdin.resume()
process.stdout.write question
process.stdin.once 'data', (data) ->
callback data.toString().trim()
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# https://github.com/mailcheck/mailcheck/wiki/List-of-Popular-Domains
commonEmailDomains = [
# Default domains included
"aol.com", "att.net", "comcast.net", "facebook.com", "gmail.com", "gmx.com", "googlemail.com",
"google.com", "hotmail.com", "hotmail.co.uk", "mac.com", "me.com", "mail.com", "msn.com",
"live.com", "sbcglobal.net", "verizon.net", "yahoo.com", "yahoo.co.uk",
# Other global domains
"email.com", "games.com", "gmx.net", "hush.com", "hushmail.com", "icloud.com", "inbox.com",
"lavabit.com", "love.com", "outlook.com", "pobox.com", "rocketmail.com",
"safe-mail.net", "wow.com", "ygm.com", "ymail.com", "zoho.com", "fastmail.fm",
# United States ISP domains
"bellsouth.net", "charter.net", "comcast.net", "cox.net", "earthlink.net", "juno.com",
# British ISP domains
"btinternet.com", "virginmedia.com", "blueyonder.co.uk", "freeserve.co.uk", "live.co.uk",
"ntlworld.com", "o2.co.uk", "orange.net", "sky.com", "talktalk.co.uk", "tiscali.co.uk",
"virgin.net", "wanadoo.co.uk", "bt.com",
# Domains used in Asia
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"sina.com", "qq.com", "naver.com", "hanmail.net", "daum.net", "nate.com", "yahoo.co.jp", "yahoo.co.kr", "yahoo.co.id", "yahoo.co.in", "yahoo.com.sg", "yahoo.com.ph", "yahoo.com.tw"
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# French ISP domains
"hotmail.fr", "live.fr", "laposte.net", "yahoo.fr", "wanadoo.fr", "orange.fr", "gmx.fr", "sfr.fr", "neuf.fr", "free.fr",
# German ISP domains
"gmx.de", "hotmail.de", "live.de", "online.de", "t-online.de", "web.de", "yahoo.de",
# Russian ISP domains
"mail.ru", "rambler.ru", "yandex.ru", "ya.ru", "list.ru",
# Belgian ISP domains
"hotmail.be", "live.be", "skynet.be", "voo.be", "tvcablenet.be", "telenet.be",
# Argentinian ISP domains
"hotmail.com.ar", "live.com.ar", "yahoo.com.ar", "fibertel.com.ar", "speedy.com.ar", "arnet.com.ar",
# Domains used in Mexico
"hotmail.com", "gmail.com", "yahoo.com.mx", "live.com.mx", "yahoo.com", "hotmail.es", "live.com", "hotmail.com.mx", "prodigy.net.mx", "msn.com"
]
commonEmailDomainMap = {}
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commonEmailDomainMap[domain] = true for domain in commonEmailDomains