zulip/analytics/management/commands/realm_stats.py

153 lines
7.8 KiB
Python

import datetime
from argparse import ArgumentParser
from typing import Any, List
from django.core.management.base import BaseCommand
from django.db.models import Count
from django.utils.timezone import now as timezone_now
from zerver.models import Message, Realm, Recipient, Stream, \
Subscription, UserActivity, UserMessage, UserProfile, get_realm
MOBILE_CLIENT_LIST = ["Android", "ios"]
HUMAN_CLIENT_LIST = MOBILE_CLIENT_LIST + ["website"]
human_messages = Message.objects.filter(sending_client__name__in=HUMAN_CLIENT_LIST)
class Command(BaseCommand):
help = "Generate statistics on realm activity."
def add_arguments(self, parser: ArgumentParser) -> None:
parser.add_argument('realms', metavar='<realm>', type=str, nargs='*',
help="realm to generate statistics for")
def active_users(self, realm: Realm) -> List[UserProfile]:
# Has been active (on the website, for now) in the last 7 days.
activity_cutoff = timezone_now() - datetime.timedelta(days=7)
return [activity.user_profile for activity in (
UserActivity.objects.filter(user_profile__realm=realm,
user_profile__is_active=True,
last_visit__gt=activity_cutoff,
query="/json/users/me/pointer",
client__name="website"))]
def messages_sent_by(self, user: UserProfile, days_ago: int) -> int:
sent_time_cutoff = timezone_now() - datetime.timedelta(days=days_ago)
return human_messages.filter(sender=user, pub_date__gt=sent_time_cutoff).count()
def total_messages(self, realm: Realm, days_ago: int) -> int:
sent_time_cutoff = timezone_now() - datetime.timedelta(days=days_ago)
return Message.objects.filter(sender__realm=realm, pub_date__gt=sent_time_cutoff).count()
def human_messages(self, realm: Realm, days_ago: int) -> int:
sent_time_cutoff = timezone_now() - datetime.timedelta(days=days_ago)
return human_messages.filter(sender__realm=realm, pub_date__gt=sent_time_cutoff).count()
def api_messages(self, realm: Realm, days_ago: int) -> int:
return (self.total_messages(realm, days_ago) - self.human_messages(realm, days_ago))
def stream_messages(self, realm: Realm, days_ago: int) -> int:
sent_time_cutoff = timezone_now() - datetime.timedelta(days=days_ago)
return human_messages.filter(sender__realm=realm, pub_date__gt=sent_time_cutoff,
recipient__type=Recipient.STREAM).count()
def private_messages(self, realm: Realm, days_ago: int) -> int:
sent_time_cutoff = timezone_now() - datetime.timedelta(days=days_ago)
return human_messages.filter(sender__realm=realm, pub_date__gt=sent_time_cutoff).exclude(
recipient__type=Recipient.STREAM).exclude(recipient__type=Recipient.HUDDLE).count()
def group_private_messages(self, realm: Realm, days_ago: int) -> int:
sent_time_cutoff = timezone_now() - datetime.timedelta(days=days_ago)
return human_messages.filter(sender__realm=realm, pub_date__gt=sent_time_cutoff).exclude(
recipient__type=Recipient.STREAM).exclude(recipient__type=Recipient.PERSONAL).count()
def report_percentage(self, numerator: float, denominator: float, text: str) -> None:
if not denominator:
fraction = 0.0
else:
fraction = numerator / float(denominator)
print("%.2f%% of" % (fraction * 100,), text)
def handle(self, *args: Any, **options: Any) -> None:
if options['realms']:
try:
realms = [get_realm(string_id) for string_id in options['realms']]
except Realm.DoesNotExist as e:
print(e)
exit(1)
else:
realms = Realm.objects.all()
for realm in realms:
print(realm.string_id)
user_profiles = UserProfile.objects.filter(realm=realm, is_active=True)
active_users = self.active_users(realm)
num_active = len(active_users)
print("%d active users (%d total)" % (num_active, len(user_profiles)))
streams = Stream.objects.filter(realm=realm).extra(
tables=['zerver_subscription', 'zerver_recipient'],
where=['zerver_subscription.recipient_id = zerver_recipient.id',
'zerver_recipient.type = 2',
'zerver_recipient.type_id = zerver_stream.id',
'zerver_subscription.active = true']).annotate(count=Count("name"))
print("%d streams" % (streams.count(),))
for days_ago in (1, 7, 30):
print("In last %d days, users sent:" % (days_ago,))
sender_quantities = [self.messages_sent_by(user, days_ago) for user in user_profiles]
for quantity in sorted(sender_quantities, reverse=True):
print(quantity, end=' ')
print("")
print("%d stream messages" % (self.stream_messages(realm, days_ago),))
print("%d one-on-one private messages" % (self.private_messages(realm, days_ago),))
print("%d messages sent via the API" % (self.api_messages(realm, days_ago),))
print("%d group private messages" % (self.group_private_messages(realm, days_ago),))
num_notifications_enabled = len([x for x in active_users if x.enable_desktop_notifications])
self.report_percentage(num_notifications_enabled, num_active,
"active users have desktop notifications enabled")
num_enter_sends = len([x for x in active_users if x.enter_sends])
self.report_percentage(num_enter_sends, num_active,
"active users have enter-sends")
all_message_count = human_messages.filter(sender__realm=realm).count()
multi_paragraph_message_count = human_messages.filter(
sender__realm=realm, content__contains="\n\n").count()
self.report_percentage(multi_paragraph_message_count, all_message_count,
"all messages are multi-paragraph")
# Starred messages
starrers = UserMessage.objects.filter(user_profile__in=user_profiles,
flags=UserMessage.flags.starred).values(
"user_profile").annotate(count=Count("user_profile"))
print("%d users have starred %d messages" % (
len(starrers), sum([elt["count"] for elt in starrers])))
active_user_subs = Subscription.objects.filter(
user_profile__in=user_profiles, active=True)
# Streams not in home view
non_home_view = active_user_subs.filter(in_home_view=False).values(
"user_profile").annotate(count=Count("user_profile"))
print("%d users have %d streams not in home view" % (
len(non_home_view), sum([elt["count"] for elt in non_home_view])))
# Code block markup
markup_messages = human_messages.filter(
sender__realm=realm, content__contains="~~~").values(
"sender").annotate(count=Count("sender"))
print("%d users have used code block markup on %s messages" % (
len(markup_messages), sum([elt["count"] for elt in markup_messages])))
# Notifications for stream messages
notifications = active_user_subs.filter(desktop_notifications=True).values(
"user_profile").annotate(count=Count("user_profile"))
print("%d users receive desktop notifications for %d streams" % (
len(notifications), sum([elt["count"] for elt in notifications])))
print("")