def handle_analytics(self, fact_query, *args, **kwargs):
funnel_name = args[0]
try:
funnel = Funnels.by_name[funnel_name]
except KeyError:
print "Error, invalid experiment name %r." % funnel_name
sys.exit(1)
aggr = aggregate_facts_by_tokens(fact_query.fact_iter)
logged_out_tests = [
('total', lambda user: True),
]
logged_in_tests = [
('total', lambda user: True),
]
for metric in funnel.steps:
test_func = lambda user, metric=metric: user.facts[metric.name]
test = ('%s' % metric, test_func)
logged_out_tests.append(test)
test = ('%s ever' % metric, test_func)
logged_in_tests.append(test)
def get_tables(new_users):
return [
('By Unique Browser Session',
gather_results(aggr, logged_out_tests, aggr.browser_sessions,
new_users)),
('By Unique User',
gather_results(aggr, logged_in_tests, aggr.logged_in_users,
new_users)),
]
sections = [
('Excluding Old Users', get_tables(True)),
('All Users', get_tables(False)),
]
context = {
'start': self.start,
'stop': self.stop,
'funnel': funnel,
'sections': sections,
}
output_filename = "/var/canvas/analytics/reports/funnel_results_%s_%s.html" % (
funnel_name, int(time.time()))
with file(output_filename, 'w') as output:
output.write(
render_jinja_to_string('analytics/funnel_results.html',
context))
webbrowser_util.open_if_able(output_filename)
def handle_analytics(self, fact_query, *args, **kwargs):
funnel_name = args[0]
try:
funnel = Funnels.by_name[funnel_name]
except KeyError:
print "Error, invalid experiment name %r." % funnel_name
sys.exit(1)
aggr = aggregate_facts_by_tokens(fact_query.fact_iter)
logged_out_tests = [
('total', lambda user: True),
]
logged_in_tests = [
('total', lambda user: True),
]
for metric in funnel.steps:
test_func = lambda user, metric=metric: user.facts[metric.name]
test = ('%s' % metric, test_func)
logged_out_tests.append(test)
test = ('%s ever' % metric, test_func)
logged_in_tests.append(test)
def get_tables(new_users):
return [
('By Unique Browser Session', gather_results(aggr, logged_out_tests, aggr.browser_sessions, new_users)),
('By Unique User', gather_results(aggr, logged_in_tests, aggr.logged_in_users, new_users)),
]
sections = [
('Excluding Old Users', get_tables(True)),
('All Users', get_tables(False)),
]
context = {
'start': self.start,
'stop': self.stop,
'funnel': funnel,
'sections': sections,
}
output_filename = "/var/canvas/analytics/reports/funnel_results_%s_%s.html" % (funnel_name, int(time.time()))
with file(output_filename, 'w') as output:
output.write(render_jinja_to_string('analytics/funnel_results.html', context))
webbrowser_util.open_if_able(output_filename)
def handle_analytics(self, fact_query, *args, **kwargs):
EXPERIMENT = args[0]
try:
experiment = Experiments.by_name[EXPERIMENT]
except KeyError:
print "Error, invalid experiment name %r." % EXPERIMENT
sys.exit(1)
aggr = aggregate_facts_by_tokens(fact_query.fact_iter,
experiment=experiment)
def in_branch(experiment, branch):
def test_user(user):
return user.experiments.get(experiment) == branch
return test_user
basis = [(branch.name, in_branch(experiment.name, branch.name))
for branch in experiment.branches.values()]
logged_out_tests = [
('total', lambda user: True),
('viewed 3+ pages', lambda user: user.facts['view'] >= 3),
('5+ infinite scrolls',
lambda user: user.facts['infinite_scroll'] >= 5),
('2nd day view', lambda user: user.day_bins[1]['view']),
('signed up', lambda user: user.facts['signup']),
('stickered', lambda user: user.facts['sticker']),
('posted', lambda user: user.facts['post']),
]
logged_in_tests = [
('total', lambda user: True),
('stickered ever', lambda user: user.facts['sticker']),
('posted ever', lambda user: user.facts['post']),
('2nd day after signup viewed',
lambda user: user.post_signup_bins[1]['view']),
('2nd day after signup stickered',
lambda user: user.post_signup_bins[1]['sticker']),
('2nd day after signup posted',
lambda user: user.post_signup_bins[1]['post']),
]
for metric in experiment.metrics:
test = ('%s ever' % metric,
lambda user, metric=metric: user.facts[metric])
logged_out_tests.append(test)
logged_in_tests.append(test)
def get_tables(new_users):
return [
('By Unique Browser Session',
gather_results(aggr,
logged_out_tests,
aggr.browser_sessions,
new_users,
basis=basis)),
('By Unique User',
gather_results(aggr,
logged_in_tests,
aggr.logged_in_users,
new_users,
basis=basis)),
]
sections = []
if not experiment.logged_in_only:
sections.append(('Excluding Old Users', get_tables(True)))
# Even if the experiment is logged_out_only, this shows us what users who saw the logged out experiment and then signed up did.
sections.append(('All Users', get_tables(False)))
context = {
'start': self.start,
'stop': self.stop,
'experiment': EXPERIMENT,
'sections': sections,
}
output_filename = "/var/canvas/analytics/reports/ab_results_%s_%s.html" % (
EXPERIMENT, int(time.time()))
with file(output_filename, 'w') as output:
output.write(
render_jinja_to_string('analytics/ab_results.html', context))
webbrowser_util.open_if_able(output_filename)
def handle_analytics(self, fact_query, *args, **kwargs):
EXPERIMENT = args[0]
try:
experiment = Experiments.by_name[EXPERIMENT]
except KeyError:
print "Error, invalid experiment name %r." % EXPERIMENT
sys.exit(1)
aggr = aggregate_facts_by_tokens(fact_query.fact_iter, experiment=experiment)
def in_branch(experiment, branch):
def test_user(user):
return user.experiments.get(experiment) == branch
return test_user
basis = [(branch.name, in_branch(experiment.name, branch.name)) for branch in experiment.branches.values()]
logged_out_tests = [
('total', lambda user: True),
('viewed 3+ pages', lambda user: user.facts['view'] >= 3),
('5+ infinite scrolls', lambda user: user.facts['infinite_scroll'] >= 5),
('2nd day view', lambda user: user.day_bins[1]['view']),
('signed up', lambda user: user.facts['signup']),
('stickered', lambda user: user.facts['sticker']),
('posted', lambda user: user.facts['post']),
]
logged_in_tests = [
('total', lambda user: True),
('stickered ever', lambda user: user.facts['sticker']),
('posted ever', lambda user: user.facts['post']),
('2nd day after signup viewed', lambda user: user.post_signup_bins[1]['view']),
('2nd day after signup stickered', lambda user: user.post_signup_bins[1]['sticker']),
('2nd day after signup posted', lambda user: user.post_signup_bins[1]['post']),
]
for metric in experiment.metrics:
test = ('%s ever' % metric, lambda user, metric=metric: user.facts[metric])
logged_out_tests.append(test)
logged_in_tests.append(test)
def get_tables(new_users):
return [
('By Unique Browser Session', gather_results(aggr,
logged_out_tests, aggr.browser_sessions, new_users,
basis=basis)),
('By Unique User', gather_results(aggr,
logged_in_tests, aggr.logged_in_users, new_users,
basis=basis)),
]
sections = []
if not experiment.logged_in_only:
sections.append(('Excluding Old Users', get_tables(True)))
# Even if the experiment is logged_out_only, this shows us what users who saw the logged out experiment and then signed up did.
sections.append(('All Users', get_tables(False)))
context = {
'start': self.start,
'stop': self.stop,
'experiment': EXPERIMENT,
'sections': sections,
}
output_filename = "/var/canvas/analytics/reports/ab_results_%s_%s.html" % (EXPERIMENT, int(time.time()))
with file(output_filename, 'w') as output:
output.write(render_jinja_to_string('analytics/ab_results.html', context))
webbrowser_util.open_if_able(output_filename)
