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Fake Analytics for Canvas
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# this will create a course and populate it with synthetic analytics data | |
# (early / late / missing submissions, grades, messages, page views and participations) | |
# to use: in a canvas rails console | |
# > load 'fake_analytics.rb' | |
# > FakeAnalytics.create_course!(teacher) | |
# where teacher is the user to enroll as teacher in the new course | |
class FakeAnalytics | |
ASSIGNMENT_COUNT = 7 | |
ASSIGNMENTS_WITH_NO_DUE_DATE_COUNT = 2 | |
STUDENT_COUNT = 5 | |
MAX_MESSAGE_COUNT = 10 | |
MAX_PAGE_VIEW_COUNT = 2000 | |
PARTICIPATION_PERCENTAGE = 15 | |
def self.create_course!(teacher, start_date: 3.months.ago) | |
raise "probably not a good idea" if Rails.env.production? | |
enable_stuff | |
FakeAnalytics.new.run(teacher, start_date) | |
end | |
def self.enable_stuff | |
Setting.set('enable_page_views', 'db') unless PageView.page_views_enabled? | |
Account.default.set_service_availability('analytics', true) unless Account.default.service_enabled? 'analytics' | |
end | |
def run(teacher, start_date) | |
@teacher = teacher | |
@start_date = start_date | |
@course = Course.create! :start_at => @start_date, :name => 'fake analytics course' | |
@course.enroll_teacher(@teacher).accept! | |
@course.offer! | |
create_assignments | |
create_students | |
create_submissions | |
create_messages | |
create_page_views | |
@course | |
end | |
def create_assignments | |
@assignments = [] | |
ASSIGNMENT_COUNT.times do |x| | |
a = @course.assignments.create :title => "Assignment #{x + 1}" | |
a.due_at = interpolate_date(x.to_f / ASSIGNMENT_COUNT) if x < ASSIGNMENT_COUNT - ASSIGNMENTS_WITH_NO_DUE_DATE_COUNT | |
a.points_possible = 100 | |
a.submission_types = 'online_text_entry' | |
a.save! | |
@assignments << a | |
end | |
@assignments | |
end | |
def create_students | |
@students = [] | |
STUDENT_COUNT.times do |x| | |
u = User.create! :name => "Student #{('A'.ord + x).chr}" | |
u.register! | |
@course.enroll_student(u).accept! | |
u.pseudonyms.create! unique_id: "#{u.uuid}@example.edu", account: @course.root_account | |
@students << u | |
end | |
@students | |
end | |
def create_submissions | |
@assignments.each do |assignment| | |
@students.each do |student| | |
if rand(3) > 0 | |
create_submission(assignment, student) | |
end | |
end | |
end | |
end | |
def create_submission(assignment, student) | |
submission = assignment.submit_homework(student, :submission_type => 'online_text_entry', :body => 'blah') | |
submission.submitted_at = assignment.due_at ? | |
[assignment.due_at + (rand(1000000) - 750000).seconds, @start_date].max : | |
random_date | |
submission.cached_due_date = assignment.due_at # this shouldn't be necessary. why is this sometimes nil otherwise | |
submission.save! | |
assignment.grade_student(student, :grader => @teacher, :score => rand(100)) | |
end | |
def create_messages | |
@students.each do |student| | |
conversation = Conversation.initiate([@teacher, student], true) | |
rand(MAX_MESSAGE_COUNT).times do | |
message = conversation.add_message(rand(2) == 0 ? @teacher : student, 'blah!') | |
message.update_attribute(:created_at, random_date) | |
end | |
end | |
end | |
def create_page_views | |
@students.each do |student| | |
rand(MAX_PAGE_VIEW_COUNT).times do | |
create_page_view(student) | |
end | |
end | |
# dump pageviews into Cassandra if we're using that; otherwise, do rollups | |
if PageView.cassandra? | |
PageView::CassandraMigrator.new.run | |
PageView.delete_all | |
else | |
Analytics::PageViewRoller.rollup_all(:start_day => @start_date, :end_day => Date.today) | |
end | |
end | |
def create_asset_user_access(student) | |
assignment = @course.assignments.first | |
aua = @course.asset_user_accesses.build | |
aua.user_id = student.id | |
aua.asset_code = assignment.asset_string | |
aua.asset_group_code = assignment.assignment_group.asset_string | |
aua.last_access = random_date | |
aua.asset_category = 'assignments' | |
aua.action_level = 'participate' | |
aua.membership_type = 'StudentEnrollment' | |
aua.save! | |
aua | |
end | |
def create_page_view(student) | |
pv = student.page_views.build | |
pv.request_id = SecureRandom.uuid | |
pv.session_id = SecureRandom.uuid | |
pv.context = @course | |
pv.interaction_seconds = 1 | |
pv.controller = 'submissions' | |
pv.action = 'create' | |
if rand(100) < PARTICIPATION_PERCENTAGE | |
aua = create_asset_user_access(student) | |
pv.participated = true | |
pv.asset_user_access_id = aua.id | |
end | |
pv.save! | |
pv.update_attribute(:created_at, random_date) | |
pv | |
end | |
def interpolate_date(fraction) | |
Time.at(@start_date.to_i + fraction * (Time.now.to_i - @start_date.to_i)) | |
end | |
def random_date | |
interpolate_date(rand) | |
end | |
end | |
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