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382 lines
13 KiB
CoffeeScript
382 lines
13 KiB
CoffeeScript
CocoCollection = require 'collections/CocoCollection'
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Course = require 'models/Course'
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CourseInstance = require 'models/CourseInstance'
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require 'vendor/d3'
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d3Utils = require 'core/d3_utils'
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RootView = require 'views/core/RootView'
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template = require 'templates/admin/analytics'
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utils = require 'core/utils'
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module.exports = class AnalyticsView extends RootView
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id: 'admin-analytics-view'
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template: template
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furthestCourseDayRange: 30
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lineColors: ['red', 'blue', 'green', 'purple', 'goldenrod', 'brown', 'darkcyan']
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constructor: (options) ->
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super options
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@loadData()
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getRenderData: ->
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context = super()
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context.activeClasses = @activeClasses ? []
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context.activeClassGroups = @activeClassGroups ? {}
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context.activeUsers = @activeUsers ? []
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context.revenue = @revenue ? []
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context.revenueGroups = @revenueGroups ? {}
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context
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afterRender: ->
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super()
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@createLineCharts()
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loadData: ->
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@supermodel.addRequestResource('active_classes', {
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url: '/db/analytics_perday/-/active_classes'
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method: 'POST'
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success: (data) =>
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# Organize data by day, then group
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groupMap = {}
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dayGroupMap = {}
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for activeClass in data
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dayGroupMap[activeClass.day] ?= {}
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dayGroupMap[activeClass.day]['Total'] = 0
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for group, val of activeClass.classes
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groupMap[group] = true
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dayGroupMap[activeClass.day][group] = val
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dayGroupMap[activeClass.day]['Total'] += val
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@activeClassGroups = Object.keys(groupMap)
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@activeClassGroups.push 'Total'
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# Build list of active classes, where each entry is a day of individual group values
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@activeClasses = []
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for day of dayGroupMap
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dashedDay = "#{day.substring(0, 4)}-#{day.substring(4, 6)}-#{day.substring(6, 8)}"
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data = day: dashedDay, groups: []
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for group in @activeClassGroups
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data.groups.push(dayGroupMap[day][group] ? 0)
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@activeClasses.push data
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@activeClasses.sort (a, b) -> b.day.localeCompare(a.day)
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@updateAllKPIChartData()
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@updateActiveClassesChartData()
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@render?()
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}, 0).load()
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@supermodel.addRequestResource('active_users', {
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url: '/db/analytics_perday/-/active_users'
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method: 'POST'
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success: (data) =>
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@activeUsers = data.map (a) ->
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a.day = "#{a.day.substring(0, 4)}-#{a.day.substring(4, 6)}-#{a.day.substring(6, 8)}"
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a
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@activeUsers.sort (a, b) -> b.day.localeCompare(a.day)
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@updateAllKPIChartData()
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@updateActiveUsersChartData()
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@render?()
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}, 0).load()
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@supermodel.addRequestResource('recurring_revenue', {
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url: '/db/analytics_perday/-/recurring_revenue'
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method: 'POST'
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success: (data) =>
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# Organize data by day, then group
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groupMap = {}
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dayGroupCountMap = {}
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for dailyRevenue in data
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dayGroupCountMap[dailyRevenue.day] ?= {}
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dayGroupCountMap[dailyRevenue.day]['Daily'] = 0
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for group, val of dailyRevenue.groups
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groupMap[group] = true
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dayGroupCountMap[dailyRevenue.day][group] = val
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dayGroupCountMap[dailyRevenue.day]['Daily'] += val
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@revenueGroups = Object.keys(groupMap)
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@revenueGroups.push 'Daily'
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# Build list of recurring revenue entries, where each entry is a day of individual group values
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@revenue = []
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for day of dayGroupCountMap
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dashedDay = "#{day.substring(0, 4)}-#{day.substring(4, 6)}-#{day.substring(6, 8)}"
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data = day: dashedDay, groups: []
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for group in @revenueGroups
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data.groups.push(dayGroupCountMap[day][group] ? 0)
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@revenue.push data
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@revenue.sort (a, b) -> b.day.localeCompare(a.day)
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return unless @revenue.length > 0
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# Add monthly recurring revenue values
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@revenueGroups.push 'Monthly'
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monthlyValues = []
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for i in [@revenue.length-1..0]
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dailyTotal = @revenue[i].groups[@revenue[i].groups.length - 1]
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monthlyValues.push(dailyTotal)
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monthlyValues.shift() while monthlyValues.length > 30
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if monthlyValues.length is 30
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@revenue[i].groups.push(_.reduce(monthlyValues, (s, num) -> s + num))
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@updateAllKPIChartData()
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@updateRevenueChartData()
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@render?()
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}, 0).load()
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@courses = new CocoCollection([], { url: "/db/course", model: Course})
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@courses.comparator = "_id"
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@listenToOnce @courses, 'sync', @onCoursesSync
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@supermodel.loadCollection(@courses, 'courses')
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onCoursesSync: ->
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# Assumes courses retrieved in order
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@courseOrderMap = {}
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@courseOrderMap[@courses.models[i].get('_id')] = i for i in [0...@courses.models.length]
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startDay = new Date()
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startDay.setUTCDate(startDay.getUTCDate() - @furthestCourseDayRange)
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startDay = startDay.toISOString().substring(0, 10)
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options =
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url: '/db/course_instance/-/recent'
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method: 'POST'
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data: {startDay: startDay}
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options.error = (models, response, options) =>
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return if @destroyed
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console.error 'Failed to get recent course instances', response
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options.success = (models) =>
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@courseInstances = models ? []
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@onCourseInstancesSync()
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@render?()
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@supermodel.addRequestResource('get_recent_course_instances', options, 0).load()
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onCourseInstancesSync: ->
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return unless @courseInstances
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# Find highest course for teachers and students
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@teacherFurthestCourseMap = {}
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@studentFurthestCourseMap = {}
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for courseInstance in @courseInstances
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courseID = courseInstance.courseID
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teacherID = courseInstance.ownerID
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if not @teacherFurthestCourseMap[teacherID] or @teacherFurthestCourseMap[teacherID] < @courseOrderMap[courseID]
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@teacherFurthestCourseMap[teacherID] = @courseOrderMap[courseID]
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for studentID in courseInstance.members
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if not @studentFurthestCourseMap[studentID] or @studentFurthestCourseMap[studentID] < @courseOrderMap[courseID]
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@studentFurthestCourseMap[studentID] = @courseOrderMap[courseID]
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@teacherCourseDistribution = {}
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for teacherID, courseIndex of @teacherFurthestCourseMap
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@teacherCourseDistribution[courseIndex] ?= 0
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@teacherCourseDistribution[courseIndex]++
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@studentCourseDistribution = {}
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for studentID, courseIndex of @studentFurthestCourseMap
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@studentCourseDistribution[courseIndex] ?= 0
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@studentCourseDistribution[courseIndex]++
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createLineChartPoints: (days, data) ->
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points = []
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for entry, i in data
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points.push
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day: entry.day
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y: entry.value
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# Trim points preceding days
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for point, i in points
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if point.day is days[0]
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points.splice(0, i)
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break
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# Ensure points for each day
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for day, i in days
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if points.length <= i or points[i].day isnt day
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prevY = if i > 0 then points[i - 1].y else 0.0
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points.splice i, 0,
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y: prevY
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day: day
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points[i].x = i
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points.splice(0, points.length - days.length) if points.length > days.length
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points
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createLineCharts: ->
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d3Utils.createLineChart('.kpi-recent-chart', @kpiRecentChartLines)
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d3Utils.createLineChart('.kpi-chart', @kpiChartLines)
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d3Utils.createLineChart('.active-classes-chart', @activeClassesChartLines)
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d3Utils.createLineChart('.active-users-chart', @activeUsersChartLines)
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d3Utils.createLineChart('.recurring-revenue-chart', @revenueChartLines)
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updateAllKPIChartData: ->
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@kpiRecentChartLines = []
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@kpiChartLines = []
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@updateKPIChartData(60, @kpiRecentChartLines)
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@updateKPIChartData(300, @kpiChartLines)
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updateKPIChartData: (timeframeDays, chartLines) ->
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days = d3Utils.createContiguousDays(timeframeDays)
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if @activeClasses?.length > 0
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data = []
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for entry in @activeClasses
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data.push
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day: entry.day
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value: entry.groups[entry.groups.length - 1]
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data.reverse()
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points = @createLineChartPoints(days, data)
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chartLines.push
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points: points
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description: '30-day Active Classes'
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lineColor: 'blue'
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strokeWidth: 1
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min: 0
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max: _.max(points, 'y').y
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showYScale: true
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if @revenue?.length > 0
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data = []
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for entry in @revenue
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data.push
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day: entry.day
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value: entry.groups[entry.groups.length - 1] / 100000
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data.reverse()
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points = @createLineChartPoints(days, data)
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chartLines.push
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points: points
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description: '30-day Recurring Revenue (in thousands)'
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lineColor: 'green'
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strokeWidth: 1
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min: 0
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max: _.max(points, 'y').y
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showYScale: true
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if @activeUsers?.length > 0
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data = []
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for entry in @activeUsers
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break unless entry.monthlyCount
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data.push
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day: entry.day
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value: entry.monthlyCount / 1000
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data.reverse()
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points = @createLineChartPoints(days, data)
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chartLines.push
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points: points
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description: '30-day Active Users (in thousands)'
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lineColor: 'red'
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strokeWidth: 1
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min: 0
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max: _.max(points, 'y').y
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showYScale: true
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updateActiveClassesChartData: ->
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@activeClassesChartLines = []
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return unless @activeClasses?.length
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days = d3Utils.createContiguousDays(90)
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groupDayMap = {}
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for entry in @activeClasses
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for count, i in entry.groups
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groupDayMap[@activeClassGroups[i]] ?= {}
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groupDayMap[@activeClassGroups[i]][entry.day] ?= 0
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groupDayMap[@activeClassGroups[i]][entry.day] += count
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lines = []
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colorIndex = 0
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totalMax = 0
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for group, entries of groupDayMap
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data = []
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for day, count of entries
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data.push
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day: day
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value: count
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data.reverse()
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points = @createLineChartPoints(days, data)
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@activeClassesChartLines.push
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points: points
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description: group.replace('Active classes ', '')
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lineColor: @lineColors[colorIndex++ % @lineColors.length]
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strokeWidth: 1
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min: 0
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showYScale: group is 'Total'
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totalMax = _.max(points, 'y').y if group is 'Total'
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line.max = totalMax for line in @activeClassesChartLines
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updateActiveUsersChartData: ->
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@activeUsersChartLines = []
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return unless @activeUsers?.length
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days = d3Utils.createContiguousDays(90)
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dailyData = []
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monthlyData = []
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dausmausData = []
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colorIndex = 0
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for entry in @activeUsers
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dailyData.push
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day: entry.day
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value: entry.dailyCount / 1000
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if entry.monthlyCount
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monthlyData.push
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day: entry.day
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value: entry.monthlyCount / 1000
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dausmausData.push
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day: entry.day
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value: Math.round(entry.dailyCount / entry.monthlyCount * 100)
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dailyData.reverse()
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monthlyData.reverse()
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dausmausData.reverse()
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dailyPoints = @createLineChartPoints(days, dailyData)
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monthlyPoints = @createLineChartPoints(days, monthlyData)
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dausmausPoints = @createLineChartPoints(days, dausmausData)
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@activeUsersChartLines.push
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points: dailyPoints
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description: 'Daily active users (in thousands)'
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lineColor: @lineColors[colorIndex++ % @lineColors.length]
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strokeWidth: 1
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min: 0
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max: _.max(dailyPoints, 'y').y
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showYScale: true
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@activeUsersChartLines.push
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points: monthlyPoints
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description: 'Monthly active users (in thousands)'
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lineColor: @lineColors[colorIndex++ % @lineColors.length]
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strokeWidth: 1
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min: 0
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max: _.max(monthlyPoints, 'y').y
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showYScale: true
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@activeUsersChartLines.push
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points: dausmausPoints
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description: 'DAUs/MAUs %'
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lineColor: @lineColors[colorIndex++ % @lineColors.length]
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strokeWidth: 1
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min: 0
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max: _.max(dausmausPoints, 'y').y
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showYScale: true
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updateRevenueChartData: ->
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@revenueChartLines = []
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return unless @revenue?.length
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days = d3Utils.createContiguousDays(90)
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groupDayMap = {}
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for entry in @revenue
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for count, i in entry.groups
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groupDayMap[@revenueGroups[i]] ?= {}
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groupDayMap[@revenueGroups[i]][entry.day] ?= 0
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groupDayMap[@revenueGroups[i]][entry.day] += count
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lines = []
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colorIndex = 0
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dailyMax = 0
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for group, entries of groupDayMap
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data = []
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for day, count of entries
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data.push
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day: day
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value: count / 100
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data.reverse()
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points = @createLineChartPoints(days, data)
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@revenueChartLines.push
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points: points
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description: group.replace('DRR ', '')
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lineColor: @lineColors[colorIndex++ % @lineColors.length]
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strokeWidth: 1
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min: 0
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max: _.max(points, 'y').y
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showYScale: group in ['Daily', 'Monthly']
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dailyMax = _.max(points, 'y').y if group is 'Daily'
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for line in @revenueChartLines when line.description isnt 'Monthly'
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line.max = dailyMax
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