Example #1
0
def do_fill_count_stat_at_hour(stat, end_time):
    # type: (CountStat, datetime) -> None
    if stat.frequency == CountStat.DAY and (end_time != floor_to_day(end_time)):
        return

    if stat.interval == CountStat.HOUR:
        start_time = end_time - timedelta(hours = 1)
    elif stat.interval == CountStat.DAY:
        start_time = end_time - timedelta(days = 1)
    else: # stat.interval == CountStat.GAUGE
        start_time = MIN_TIME

    do_pull_from_zerver(stat, start_time, end_time)
    do_aggregate_to_summary_table(stat, end_time)
Example #2
0
def do_fill_count_stat_at_hour(stat, end_time):
    # type: (CountStat, datetime) -> None
    if stat.frequency == CountStat.DAY and (end_time != floor_to_day(end_time)):
        return

    if stat.interval == CountStat.HOUR:
        start_time = end_time - timedelta(hours = 1)
    elif stat.interval == CountStat.DAY:
        start_time = end_time - timedelta(days = 1)
    else: # stat.interval == CountStat.GAUGE
        start_time = MIN_TIME

    do_pull_from_zerver(stat, start_time, end_time)
    do_aggregate_to_summary_table(stat, end_time)
Example #3
0
def do_fill_count_stat_at_hour(stat, end_time):
    # type: (CountStat, datetime) -> None
    if stat.frequency == CountStat.DAY and (end_time !=
                                            floor_to_day(end_time)):
        return

    start_time = end_time - stat.interval
    if not isinstance(stat, LoggingCountStat):
        timer = time.time()
        rows_added = stat.data_collector.pull_function(stat.property,
                                                       start_time, end_time)
        logger.info("%s run pull_function (%dms/%sr)" %
                    (stat.property, (time.time() - timer) * 1000, rows_added))
    do_aggregate_to_summary_table(stat, end_time)
Example #4
0
def time_range(start, end, frequency, min_length):
    # type: (datetime, datetime, str, Optional[int]) -> List[datetime]
    if frequency == CountStat.HOUR:
        end = floor_to_hour(end)
        step = timedelta(hours=1)
    elif frequency == CountStat.DAY:
        end = floor_to_day(end)
        step = timedelta(days=1)
    else:
        raise ValueError("Unknown frequency: %s" % (frequency, ))

    times = []
    if min_length is not None:
        start = min(start, end - (min_length - 1) * step)
    current = end
    while current >= start:
        times.append(current)
        current -= step
    return list(reversed(times))
Example #5
0
def time_range(start, end, frequency, min_length):
    # type: (datetime, datetime, str, Optional[int]) -> List[datetime]
    if frequency == CountStat.HOUR:
        end = floor_to_hour(end)
        step = timedelta(hours=1)
    elif frequency == CountStat.DAY:
        end = floor_to_day(end)
        step = timedelta(days=1)
    else:
        raise ValueError("Unknown frequency: %s" % (frequency,))

    times = []
    if min_length is not None:
        start = min(start, end - (min_length-1)*step)
    current = end
    while current >= start:
        times.append(current)
        current -= step
    return list(reversed(times))
Example #6
0
def time_range(start: datetime, end: datetime, frequency: str,
               min_length: Optional[int]) -> List[datetime]:
    verify_UTC(start)
    verify_UTC(end)
    if frequency == CountStat.HOUR:
        end = floor_to_hour(end)
        step = timedelta(hours=1)
    elif frequency == CountStat.DAY:
        end = floor_to_day(end)
        step = timedelta(days=1)
    else:
        raise AssertionError(f"Unknown frequency: {frequency}")

    times = []
    if min_length is not None:
        start = min(start, end - (min_length - 1) * step)
    current = end
    while current >= start:
        times.append(current)
        current -= step
    return list(reversed(times))
Example #7
0
def installation_epoch() -> datetime.datetime:
    earliest_realm_creation = Realm.objects.aggregate(
        models.Min('date_created'))['date_created__min']
    return floor_to_day(earliest_realm_creation)
Example #8
0
    def handle(self, *args, **options):
        # type: (*Any, **Any) -> None
        do_drop_all_analytics_tables()
        # I believe this also deletes any objects with this realm as a foreign key
        Realm.objects.filter(string_id='analytics').delete()
        Client.objects.filter(name__startswith='_').delete()

        installation_time = timezone.now() - timedelta(days=self.DAYS_OF_DATA)
        last_end_time = floor_to_day(timezone.now())
        realm = Realm.objects.create(
            string_id='analytics', name='Analytics', domain='analytics.ds',
            date_created=installation_time)
        shylock = self.create_user('*****@*****.**', 'Shylock', True, installation_time, realm)

        def insert_fixture_data(stat, fixture_data, table):
            # type: (CountStat, Dict[Optional[str], List[int]], Type[BaseCount]) -> None
            end_times = time_range(last_end_time, last_end_time, stat.frequency,
                                   len(list(fixture_data.values())[0]))
            if table == RealmCount:
                id_args = {'realm': realm}
            if table == UserCount:
                id_args = {'realm': realm, 'user': shylock}
            for subgroup, values in fixture_data.items():
                table.objects.bulk_create([
                    table(property=stat.property, subgroup=subgroup, end_time=end_time,
                          value=value, **id_args)
                    for end_time, value in zip(end_times, values) if value != 0])

        stat = COUNT_STATS['active_users:is_bot:day']
        realm_data = {
            'false': self.generate_fixture_data(stat, .1, .03, 3, .5, 3),
            'true': self.generate_fixture_data(stat, .01, 0, 1, 0, 1)
        } # type: Dict[Optional[str], List[int]]
        insert_fixture_data(stat, realm_data, RealmCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_sent:is_bot:hour']
        user_data = {'false': self.generate_fixture_data(stat, 2, 1, 1.5, .6, 8, holiday_rate=.1)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {'false': self.generate_fixture_data(stat, 35, 15, 6, .6, 4),
                      'true': self.generate_fixture_data(stat, 15, 15, 3, .4, 2)}
        insert_fixture_data(stat, realm_data, RealmCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_sent:message_type:day']
        user_data = {
            'public_stream': self.generate_fixture_data(stat, 1.5, 1, 3, .6, 8),
            'private_message': self.generate_fixture_data(stat, .5, .3, 1, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            'public_stream': self.generate_fixture_data(stat, 30, 8, 5, .6, 4),
            'private_stream': self.generate_fixture_data(stat, 7, 7, 5, .6, 4),
            'private_message': self.generate_fixture_data(stat, 13, 5, 5, .6, 4)}
        insert_fixture_data(stat, realm_data, RealmCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        # We use client names that start with _ to make it easy to
        # drop just these data manually without affecting other data.
        website = Client.objects.create(name='_Website')
        old_desktop = Client.objects.create(name='_Old desktop app')
        android = Client.objects.create(name='_Android app')
        iOS = Client.objects.create(name='_Old iOS app')
        react_native = Client.objects.create(name='_New iOS app')
        API = Client.objects.create(name='_Python API')
        barnowl = Client.objects.create(name='_Barnowl')
        unused = Client.objects.create(name='_Unused webhook')
        long_webhook = Client.objects.create(name='_Webhook with loooooooong name')

        stat = COUNT_STATS['messages_sent:client:day']
        user_data = {
            website.id: self.generate_fixture_data(stat, 2, 1, 1.5, .6, 8),
            barnowl.id: self.generate_fixture_data(stat, 0, .3, 1.5, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            website.id: self.generate_fixture_data(stat, 30, 20, 5, .6, 3),
            old_desktop.id: self.generate_fixture_data(stat, 5, 3, 8, .6, 3),
            android.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            iOS.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            react_native.id: self.generate_fixture_data(stat, 5, 5, 10, .6, 3),
            API.id: self.generate_fixture_data(stat, 5, 5, 5, .6, 3),
            barnowl.id: self.generate_fixture_data(stat, 1, 1, 3, .6, 3),
            unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0),
            long_webhook.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3)}
        insert_fixture_data(stat, realm_data, RealmCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)
Example #9
0
    def handle(self, *args: Any, **options: Any) -> None:
        do_drop_all_analytics_tables()
        # I believe this also deletes any objects with this realm as a foreign key
        Realm.objects.filter(string_id='analytics').delete()

        installation_time = timezone_now() - timedelta(days=self.DAYS_OF_DATA)
        last_end_time = floor_to_day(timezone_now())
        realm = Realm.objects.create(
            string_id='analytics', name='Analytics', date_created=installation_time)
        shylock = self.create_user('*****@*****.**', 'Shylock', True, installation_time, realm)

        def insert_fixture_data(stat: CountStat,
                                fixture_data: Mapping[Optional[str], List[int]],
                                table: Type[BaseCount]) -> None:
            end_times = time_range(last_end_time, last_end_time, stat.frequency,
                                   len(list(fixture_data.values())[0]))
            if table == RealmCount:
                id_args = {'realm': realm}
            if table == UserCount:
                id_args = {'realm': realm, 'user': shylock}
            for subgroup, values in fixture_data.items():
                table.objects.bulk_create([
                    table(property=stat.property, subgroup=subgroup, end_time=end_time,
                          value=value, **id_args)
                    for end_time, value in zip(end_times, values) if value != 0])

        stat = COUNT_STATS['realm_active_humans::day']
        realm_data = {
            None: self.generate_fixture_data(stat, .1, .03, 3, .5, 3, partial_sum=True),
        }  # type: Mapping[Optional[str], List[int]]
        insert_fixture_data(stat, realm_data, RealmCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_sent:is_bot:hour']
        user_data = {'false': self.generate_fixture_data(
            stat, 2, 1, 1.5, .6, 8, holiday_rate=.1)}  # type: Mapping[Optional[str], List[int]]
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {'false': self.generate_fixture_data(stat, 35, 15, 6, .6, 4),
                      'true': self.generate_fixture_data(stat, 15, 15, 3, .4, 2)}
        insert_fixture_data(stat, realm_data, RealmCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_sent:message_type:day']
        user_data = {
            'public_stream': self.generate_fixture_data(stat, 1.5, 1, 3, .6, 8),
            'private_message': self.generate_fixture_data(stat, .5, .3, 1, .6, 8),
            'huddle_message': self.generate_fixture_data(stat, .2, .2, 2, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            'public_stream': self.generate_fixture_data(stat, 30, 8, 5, .6, 4),
            'private_stream': self.generate_fixture_data(stat, 7, 7, 5, .6, 4),
            'private_message': self.generate_fixture_data(stat, 13, 5, 5, .6, 4),
            'huddle_message': self.generate_fixture_data(stat, 6, 3, 3, .6, 4)}
        insert_fixture_data(stat, realm_data, RealmCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        website, created = Client.objects.get_or_create(name='website')
        old_desktop, created = Client.objects.get_or_create(name='desktop app Linux 0.3.7')
        android, created = Client.objects.get_or_create(name='ZulipAndroid')
        iOS, created = Client.objects.get_or_create(name='ZulipiOS')
        react_native, created = Client.objects.get_or_create(name='ZulipMobile')
        API, created = Client.objects.get_or_create(name='API: Python')
        zephyr_mirror, created = Client.objects.get_or_create(name='zephyr_mirror')
        unused, created = Client.objects.get_or_create(name='unused')
        long_webhook, created = Client.objects.get_or_create(name='ZulipLooooooooooongNameWebhook')

        stat = COUNT_STATS['messages_sent:client:day']
        user_data = {
            website.id: self.generate_fixture_data(stat, 2, 1, 1.5, .6, 8),
            zephyr_mirror.id: self.generate_fixture_data(stat, 0, .3, 1.5, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            website.id: self.generate_fixture_data(stat, 30, 20, 5, .6, 3),
            old_desktop.id: self.generate_fixture_data(stat, 5, 3, 8, .6, 3),
            android.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            iOS.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            react_native.id: self.generate_fixture_data(stat, 5, 5, 10, .6, 3),
            API.id: self.generate_fixture_data(stat, 5, 5, 5, .6, 3),
            zephyr_mirror.id: self.generate_fixture_data(stat, 1, 1, 3, .6, 3),
            unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0),
            long_webhook.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3)}
        insert_fixture_data(stat, realm_data, RealmCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)
Example #10
0
    def handle(self, *args: Any, **options: Any) -> None:
        # TODO: This should arguably only delete the objects
        # associated with the "analytics" realm.
        do_drop_all_analytics_tables()

        # This also deletes any objects with this realm as a foreign key
        Realm.objects.filter(string_id='analytics').delete()

        # Because we just deleted a bunch of objects in the database
        # directly (rather than deleting individual objects in Django,
        # in which case our post_save hooks would have flushed the
        # individual objects from memcached for us), we need to flush
        # memcached in order to ensure deleted objects aren't still
        # present in the memcached cache.
        from zerver.apps import flush_cache
        flush_cache(None)

        installation_time = timezone_now() - timedelta(days=self.DAYS_OF_DATA)
        last_end_time = floor_to_day(timezone_now())
        realm = Realm.objects.create(
            string_id='analytics', name='Analytics', date_created=installation_time)
        with mock.patch("zerver.lib.create_user.timezone_now", return_value=installation_time):
            shylock = create_user('*****@*****.**', 'Shylock', realm,
                                  full_name='Shylock', short_name='shylock',
                                  is_realm_admin=True)
        do_change_user_role(shylock, UserProfile.ROLE_REALM_ADMINISTRATOR)
        stream = Stream.objects.create(
            name='all', realm=realm, date_created=installation_time)
        recipient = Recipient.objects.create(type_id=stream.id, type=Recipient.STREAM)
        stream.recipient = recipient
        stream.save(update_fields=["recipient"])

        # Subscribe shylock to the stream to avoid invariant failures.
        # TODO: This should use subscribe_users_to_streams from populate_db.
        subs = [
            Subscription(recipient=recipient,
                         user_profile=shylock,
                         color=STREAM_ASSIGNMENT_COLORS[0]),
        ]
        Subscription.objects.bulk_create(subs)

        def insert_fixture_data(stat: CountStat,
                                fixture_data: Mapping[Optional[str], List[int]],
                                table: Type[BaseCount]) -> None:
            end_times = time_range(last_end_time, last_end_time, stat.frequency,
                                   len(list(fixture_data.values())[0]))
            if table == InstallationCount:
                id_args: Dict[str, Any] = {}
            if table == RealmCount:
                id_args = {'realm': realm}
            if table == UserCount:
                id_args = {'realm': realm, 'user': shylock}
            if table == StreamCount:
                id_args = {'stream': stream, 'realm': realm}

            for subgroup, values in fixture_data.items():
                table.objects.bulk_create([
                    table(property=stat.property, subgroup=subgroup, end_time=end_time,
                          value=value, **id_args)
                    for end_time, value in zip(end_times, values) if value != 0])

        stat = COUNT_STATS['1day_actives::day']
        realm_data: Mapping[Optional[str], List[int]] = {
            None: self.generate_fixture_data(stat, .08, .02, 3, .3, 6, partial_sum=True),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data: Mapping[Optional[str], List[int]] = {
            None: self.generate_fixture_data(stat, .8, .2, 4, .3, 6, partial_sum=True),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['realm_active_humans::day']
        realm_data = {
            None: self.generate_fixture_data(stat, .1, .03, 3, .5, 3, partial_sum=True),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            None: self.generate_fixture_data(stat, 1, .3, 4, .5, 3, partial_sum=True),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['active_users_audit:is_bot:day']
        realm_data = {
            'false': self.generate_fixture_data(stat, .1, .03, 3.5, .8, 2, partial_sum=True),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            'false': self.generate_fixture_data(stat, 1, .3, 6, .8, 2, partial_sum=True),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_sent:is_bot:hour']
        user_data: Mapping[Optional[str], List[int]] = {
            'false': self.generate_fixture_data(stat, 2, 1, 1.5, .6, 8, holiday_rate=.1),
        }
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {'false': self.generate_fixture_data(stat, 35, 15, 6, .6, 4),
                      'true': self.generate_fixture_data(stat, 15, 15, 3, .4, 2)}
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {'false': self.generate_fixture_data(stat, 350, 150, 6, .6, 4),
                             'true': self.generate_fixture_data(stat, 150, 150, 3, .4, 2)}
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_sent:message_type:day']
        user_data = {
            'public_stream': self.generate_fixture_data(stat, 1.5, 1, 3, .6, 8),
            'private_message': self.generate_fixture_data(stat, .5, .3, 1, .6, 8),
            'huddle_message': self.generate_fixture_data(stat, .2, .2, 2, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            'public_stream': self.generate_fixture_data(stat, 30, 8, 5, .6, 4),
            'private_stream': self.generate_fixture_data(stat, 7, 7, 5, .6, 4),
            'private_message': self.generate_fixture_data(stat, 13, 5, 5, .6, 4),
            'huddle_message': self.generate_fixture_data(stat, 6, 3, 3, .6, 4)}
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            'public_stream': self.generate_fixture_data(stat, 300, 80, 5, .6, 4),
            'private_stream': self.generate_fixture_data(stat, 70, 70, 5, .6, 4),
            'private_message': self.generate_fixture_data(stat, 130, 50, 5, .6, 4),
            'huddle_message': self.generate_fixture_data(stat, 60, 30, 3, .6, 4)}
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        website, created = Client.objects.get_or_create(name='website')
        old_desktop, created = Client.objects.get_or_create(name='desktop app Linux 0.3.7')
        android, created = Client.objects.get_or_create(name='ZulipAndroid')
        iOS, created = Client.objects.get_or_create(name='ZulipiOS')
        react_native, created = Client.objects.get_or_create(name='ZulipMobile')
        API, created = Client.objects.get_or_create(name='API: Python')
        zephyr_mirror, created = Client.objects.get_or_create(name='zephyr_mirror')
        unused, created = Client.objects.get_or_create(name='unused')
        long_webhook, created = Client.objects.get_or_create(name='ZulipLooooooooooongNameWebhook')

        stat = COUNT_STATS['messages_sent:client:day']
        user_data = {
            website.id: self.generate_fixture_data(stat, 2, 1, 1.5, .6, 8),
            zephyr_mirror.id: self.generate_fixture_data(stat, 0, .3, 1.5, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            website.id: self.generate_fixture_data(stat, 30, 20, 5, .6, 3),
            old_desktop.id: self.generate_fixture_data(stat, 5, 3, 8, .6, 3),
            android.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            iOS.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            react_native.id: self.generate_fixture_data(stat, 5, 5, 10, .6, 3),
            API.id: self.generate_fixture_data(stat, 5, 5, 5, .6, 3),
            zephyr_mirror.id: self.generate_fixture_data(stat, 1, 1, 3, .6, 3),
            unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0),
            long_webhook.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3)}
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            website.id: self.generate_fixture_data(stat, 300, 200, 5, .6, 3),
            old_desktop.id: self.generate_fixture_data(stat, 50, 30, 8, .6, 3),
            android.id: self.generate_fixture_data(stat, 50, 50, 2, .6, 3),
            iOS.id: self.generate_fixture_data(stat, 50, 50, 2, .6, 3),
            react_native.id: self.generate_fixture_data(stat, 5, 5, 10, .6, 3),
            API.id: self.generate_fixture_data(stat, 50, 50, 5, .6, 3),
            zephyr_mirror.id: self.generate_fixture_data(stat, 10, 10, 3, .6, 3),
            unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0),
            long_webhook.id: self.generate_fixture_data(stat, 50, 50, 2, .6, 3)}
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_in_stream:is_bot:day']
        realm_data = {'false': self.generate_fixture_data(stat, 30, 5, 6, .6, 4),
                      'true': self.generate_fixture_data(stat, 20, 2, 3, .2, 3)}
        insert_fixture_data(stat, realm_data, RealmCount)
        stream_data: Mapping[Optional[str], List[int]] = {
            'false': self.generate_fixture_data(stat, 10, 7, 5, .6, 4),
            'true': self.generate_fixture_data(stat, 5, 3, 2, .4, 2),
        }
        insert_fixture_data(stat, stream_data, StreamCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)
    def handle(self, *args: Any, **options: Any) -> None:
        # TODO: This should arguably only delete the objects
        # associated with the "analytics" realm.
        do_drop_all_analytics_tables()

        # This also deletes any objects with this realm as a foreign key
        Realm.objects.filter(string_id='analytics').delete()

        # Because we just deleted a bunch of objects in the database
        # directly (rather than deleting individual objects in Django,
        # in which case our post_save hooks would have flushed the
        # individual objects from memcached for us), we need to flush
        # memcached in order to ensure deleted objects aren't still
        # present in the memcached cache.
        from zerver.apps import flush_cache
        flush_cache(None)

        installation_time = timezone_now() - timedelta(days=self.DAYS_OF_DATA)
        last_end_time = floor_to_day(timezone_now())
        realm = Realm.objects.create(
            string_id='analytics', name='Analytics', date_created=installation_time)
        shylock = self.create_user('*****@*****.**', 'Shylock', True, installation_time, realm)
        do_change_is_admin(shylock, True)
        stream = Stream.objects.create(
            name='all', realm=realm, date_created=installation_time)
        Recipient.objects.create(type_id=stream.id, type=Recipient.STREAM)

        def insert_fixture_data(stat: CountStat,
                                fixture_data: Mapping[Optional[str], List[int]],
                                table: Type[BaseCount]) -> None:
            end_times = time_range(last_end_time, last_end_time, stat.frequency,
                                   len(list(fixture_data.values())[0]))
            if table == InstallationCount:
                id_args = {}  # type: Dict[str, Any]
            if table == RealmCount:
                id_args = {'realm': realm}
            if table == UserCount:
                id_args = {'realm': realm, 'user': shylock}
            if table == StreamCount:
                id_args = {'stream': stream, 'realm': realm}

            for subgroup, values in fixture_data.items():
                table.objects.bulk_create([
                    table(property=stat.property, subgroup=subgroup, end_time=end_time,
                          value=value, **id_args)
                    for end_time, value in zip(end_times, values) if value != 0])

        stat = COUNT_STATS['1day_actives::day']
        realm_data = {
            None: self.generate_fixture_data(stat, .08, .02, 3, .3, 6, partial_sum=True),
        }  # type: Mapping[Optional[str], List[int]]
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            None: self.generate_fixture_data(stat, .8, .2, 4, .3, 6, partial_sum=True),
        }  # type: Mapping[Optional[str], List[int]]
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['realm_active_humans::day']
        realm_data = {
            None: self.generate_fixture_data(stat, .1, .03, 3, .5, 3, partial_sum=True),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            None: self.generate_fixture_data(stat, 1, .3, 4, .5, 3, partial_sum=True),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['active_users_audit:is_bot:day']
        realm_data = {
            'false': self.generate_fixture_data(stat, .1, .03, 3.5, .8, 2, partial_sum=True),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            'false': self.generate_fixture_data(stat, 1, .3, 6, .8, 2, partial_sum=True),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_sent:is_bot:hour']
        user_data = {'false': self.generate_fixture_data(
            stat, 2, 1, 1.5, .6, 8, holiday_rate=.1)}  # type: Mapping[Optional[str], List[int]]
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {'false': self.generate_fixture_data(stat, 35, 15, 6, .6, 4),
                      'true': self.generate_fixture_data(stat, 15, 15, 3, .4, 2)}
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {'false': self.generate_fixture_data(stat, 350, 150, 6, .6, 4),
                             'true': self.generate_fixture_data(stat, 150, 150, 3, .4, 2)}
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_sent:message_type:day']
        user_data = {
            'public_stream': self.generate_fixture_data(stat, 1.5, 1, 3, .6, 8),
            'private_message': self.generate_fixture_data(stat, .5, .3, 1, .6, 8),
            'huddle_message': self.generate_fixture_data(stat, .2, .2, 2, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            'public_stream': self.generate_fixture_data(stat, 30, 8, 5, .6, 4),
            'private_stream': self.generate_fixture_data(stat, 7, 7, 5, .6, 4),
            'private_message': self.generate_fixture_data(stat, 13, 5, 5, .6, 4),
            'huddle_message': self.generate_fixture_data(stat, 6, 3, 3, .6, 4)}
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            'public_stream': self.generate_fixture_data(stat, 300, 80, 5, .6, 4),
            'private_stream': self.generate_fixture_data(stat, 70, 70, 5, .6, 4),
            'private_message': self.generate_fixture_data(stat, 130, 50, 5, .6, 4),
            'huddle_message': self.generate_fixture_data(stat, 60, 30, 3, .6, 4)}
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        website, created = Client.objects.get_or_create(name='website')
        old_desktop, created = Client.objects.get_or_create(name='desktop app Linux 0.3.7')
        android, created = Client.objects.get_or_create(name='ZulipAndroid')
        iOS, created = Client.objects.get_or_create(name='ZulipiOS')
        react_native, created = Client.objects.get_or_create(name='ZulipMobile')
        API, created = Client.objects.get_or_create(name='API: Python')
        zephyr_mirror, created = Client.objects.get_or_create(name='zephyr_mirror')
        unused, created = Client.objects.get_or_create(name='unused')
        long_webhook, created = Client.objects.get_or_create(name='ZulipLooooooooooongNameWebhook')

        stat = COUNT_STATS['messages_sent:client:day']
        user_data = {
            website.id: self.generate_fixture_data(stat, 2, 1, 1.5, .6, 8),
            zephyr_mirror.id: self.generate_fixture_data(stat, 0, .3, 1.5, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            website.id: self.generate_fixture_data(stat, 30, 20, 5, .6, 3),
            old_desktop.id: self.generate_fixture_data(stat, 5, 3, 8, .6, 3),
            android.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            iOS.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            react_native.id: self.generate_fixture_data(stat, 5, 5, 10, .6, 3),
            API.id: self.generate_fixture_data(stat, 5, 5, 5, .6, 3),
            zephyr_mirror.id: self.generate_fixture_data(stat, 1, 1, 3, .6, 3),
            unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0),
            long_webhook.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3)}
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            website.id: self.generate_fixture_data(stat, 300, 200, 5, .6, 3),
            old_desktop.id: self.generate_fixture_data(stat, 50, 30, 8, .6, 3),
            android.id: self.generate_fixture_data(stat, 50, 50, 2, .6, 3),
            iOS.id: self.generate_fixture_data(stat, 50, 50, 2, .6, 3),
            react_native.id: self.generate_fixture_data(stat, 5, 5, 10, .6, 3),
            API.id: self.generate_fixture_data(stat, 50, 50, 5, .6, 3),
            zephyr_mirror.id: self.generate_fixture_data(stat, 10, 10, 3, .6, 3),
            unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0),
            long_webhook.id: self.generate_fixture_data(stat, 50, 50, 2, .6, 3)}
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS['messages_in_stream:is_bot:day']
        realm_data = {'false': self.generate_fixture_data(stat, 30, 5, 6, .6, 4),
                      'true': self.generate_fixture_data(stat, 20, 2, 3, .2, 3)}
        insert_fixture_data(stat, realm_data, RealmCount)
        stream_data = {'false': self.generate_fixture_data(stat, 10, 7, 5, .6, 4),
                       'true': self.generate_fixture_data(stat, 5, 3, 2, .4, 2)}  # type: Mapping[Optional[str], List[int]]
        insert_fixture_data(stat, stream_data, StreamCount)
        FillState.objects.create(property=stat.property, end_time=last_end_time,
                                 state=FillState.DONE)
Example #12
0
def installation_epoch():
    # type: () -> datetime.datetime
    earliest_realm_creation = Realm.objects.aggregate(models.Min('date_created'))['date_created__min']
    return floor_to_day(earliest_realm_creation)
Example #13
0
    def handle(self, *args: Any, **options: Any) -> None:
        # TODO: This should arguably only delete the objects
        # associated with the "analytics" realm.
        do_drop_all_analytics_tables()

        # This also deletes any objects with this realm as a foreign key
        Realm.objects.filter(string_id="analytics").delete()

        # Because we just deleted a bunch of objects in the database
        # directly (rather than deleting individual objects in Django,
        # in which case our post_save hooks would have flushed the
        # individual objects from memcached for us), we need to flush
        # memcached in order to ensure deleted objects aren't still
        # present in the memcached cache.
        from zerver.apps import flush_cache

        flush_cache(None)

        installation_time = timezone_now() - timedelta(days=self.DAYS_OF_DATA)
        last_end_time = floor_to_day(timezone_now())
        realm = do_create_realm(string_id="analytics",
                                name="Analytics",
                                date_created=installation_time)

        with mock.patch("zerver.lib.create_user.timezone_now",
                        return_value=installation_time):
            shylock = create_user(
                "*****@*****.**",
                "Shylock",
                realm,
                full_name="Shylock",
                role=UserProfile.ROLE_REALM_OWNER,
            )
        do_change_user_role(shylock,
                            UserProfile.ROLE_REALM_OWNER,
                            acting_user=None)
        stream = Stream.objects.create(name="all",
                                       realm=realm,
                                       date_created=installation_time)
        recipient = Recipient.objects.create(type_id=stream.id,
                                             type=Recipient.STREAM)
        stream.recipient = recipient
        stream.save(update_fields=["recipient"])

        # Subscribe shylock to the stream to avoid invariant failures.
        # TODO: This should use subscribe_users_to_streams from populate_db.
        subs = [
            Subscription(
                recipient=recipient,
                user_profile=shylock,
                is_user_active=shylock.is_active,
                color=STREAM_ASSIGNMENT_COLORS[0],
            ),
        ]
        Subscription.objects.bulk_create(subs)

        FixtureData = Mapping[Union[str, int, None], List[int]]

        def insert_fixture_data(
            stat: CountStat,
            fixture_data: FixtureData,
            table: Type[BaseCount],
        ) -> None:
            end_times = time_range(last_end_time, last_end_time,
                                   stat.frequency,
                                   len(list(fixture_data.values())[0]))
            if table == InstallationCount:
                id_args: Dict[str, Any] = {}
            if table == RealmCount:
                id_args = {"realm": realm}
            if table == UserCount:
                id_args = {"realm": realm, "user": shylock}
            if table == StreamCount:
                id_args = {"stream": stream, "realm": realm}

            for subgroup, values in fixture_data.items():
                table.objects.bulk_create(
                    table(
                        property=stat.property,
                        subgroup=subgroup,
                        end_time=end_time,
                        value=value,
                        **id_args,
                    ) for end_time, value in zip(end_times, values)
                    if value != 0)

        stat = COUNT_STATS["1day_actives::day"]
        realm_data: FixtureData = {
            None:
            self.generate_fixture_data(stat,
                                       0.08,
                                       0.02,
                                       3,
                                       0.3,
                                       6,
                                       partial_sum=True),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data: FixtureData = {
            None:
            self.generate_fixture_data(stat,
                                       0.8,
                                       0.2,
                                       4,
                                       0.3,
                                       6,
                                       partial_sum=True),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property,
                                 end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS["7day_actives::day"]
        realm_data = {
            None:
            self.generate_fixture_data(stat,
                                       0.2,
                                       0.07,
                                       3,
                                       0.3,
                                       6,
                                       partial_sum=True),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            None:
            self.generate_fixture_data(stat,
                                       2,
                                       0.7,
                                       4,
                                       0.3,
                                       6,
                                       partial_sum=True),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property,
                                 end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS["realm_active_humans::day"]
        realm_data = {
            None:
            self.generate_fixture_data(stat,
                                       0.8,
                                       0.08,
                                       3,
                                       0.5,
                                       3,
                                       partial_sum=True),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            None:
            self.generate_fixture_data(stat,
                                       1,
                                       0.3,
                                       4,
                                       0.5,
                                       3,
                                       partial_sum=True),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property,
                                 end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS["active_users_audit:is_bot:day"]
        realm_data = {
            "false":
            self.generate_fixture_data(stat,
                                       1,
                                       0.2,
                                       3.5,
                                       0.8,
                                       2,
                                       partial_sum=True),
            "true":
            self.generate_fixture_data(stat,
                                       0.3,
                                       0.05,
                                       3,
                                       0.3,
                                       2,
                                       partial_sum=True),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            "false":
            self.generate_fixture_data(stat, 3, 1, 4, 0.8, 2,
                                       partial_sum=True),
            "true":
            self.generate_fixture_data(stat,
                                       1,
                                       0.4,
                                       4,
                                       0.8,
                                       2,
                                       partial_sum=True),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property,
                                 end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS["messages_sent:is_bot:hour"]
        user_data: FixtureData = {
            "false":
            self.generate_fixture_data(stat,
                                       2,
                                       1,
                                       1.5,
                                       0.6,
                                       8,
                                       holiday_rate=0.1),
        }
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            "false": self.generate_fixture_data(stat, 35, 15, 6, 0.6, 4),
            "true": self.generate_fixture_data(stat, 15, 15, 3, 0.4, 2),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            "false": self.generate_fixture_data(stat, 350, 150, 6, 0.6, 4),
            "true": self.generate_fixture_data(stat, 150, 150, 3, 0.4, 2),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property,
                                 end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS["messages_sent:message_type:day"]
        user_data = {
            "public_stream":
            self.generate_fixture_data(stat, 1.5, 1, 3, 0.6, 8),
            "private_message":
            self.generate_fixture_data(stat, 0.5, 0.3, 1, 0.6, 8),
            "huddle_message":
            self.generate_fixture_data(stat, 0.2, 0.2, 2, 0.6, 8),
        }
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            "public_stream":
            self.generate_fixture_data(stat, 30, 8, 5, 0.6, 4),
            "private_stream":
            self.generate_fixture_data(stat, 7, 7, 5, 0.6, 4),
            "private_message":
            self.generate_fixture_data(stat, 13, 5, 5, 0.6, 4),
            "huddle_message":
            self.generate_fixture_data(stat, 6, 3, 3, 0.6, 4),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            "public_stream":
            self.generate_fixture_data(stat, 300, 80, 5, 0.6, 4),
            "private_stream":
            self.generate_fixture_data(stat, 70, 70, 5, 0.6, 4),
            "private_message":
            self.generate_fixture_data(stat, 130, 50, 5, 0.6, 4),
            "huddle_message":
            self.generate_fixture_data(stat, 60, 30, 3, 0.6, 4),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property,
                                 end_time=last_end_time,
                                 state=FillState.DONE)

        website, created = Client.objects.get_or_create(name="website")
        old_desktop, created = Client.objects.get_or_create(
            name="desktop app Linux 0.3.7")
        android, created = Client.objects.get_or_create(name="ZulipAndroid")
        iOS, created = Client.objects.get_or_create(name="ZulipiOS")
        react_native, created = Client.objects.get_or_create(
            name="ZulipMobile")
        API, created = Client.objects.get_or_create(name="API: Python")
        zephyr_mirror, created = Client.objects.get_or_create(
            name="zephyr_mirror")
        unused, created = Client.objects.get_or_create(name="unused")
        long_webhook, created = Client.objects.get_or_create(
            name="ZulipLooooooooooongNameWebhook")

        stat = COUNT_STATS["messages_sent:client:day"]
        user_data = {
            website.id:
            self.generate_fixture_data(stat, 2, 1, 1.5, 0.6, 8),
            zephyr_mirror.id:
            self.generate_fixture_data(stat, 0, 0.3, 1.5, 0.6, 8),
        }
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            website.id: self.generate_fixture_data(stat, 30, 20, 5, 0.6, 3),
            old_desktop.id: self.generate_fixture_data(stat, 5, 3, 8, 0.6, 3),
            android.id: self.generate_fixture_data(stat, 5, 5, 2, 0.6, 3),
            iOS.id: self.generate_fixture_data(stat, 5, 5, 2, 0.6, 3),
            react_native.id:
            self.generate_fixture_data(stat, 5, 5, 10, 0.6, 3),
            API.id: self.generate_fixture_data(stat, 5, 5, 5, 0.6, 3),
            zephyr_mirror.id:
            self.generate_fixture_data(stat, 1, 1, 3, 0.6, 3),
            unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0),
            long_webhook.id: self.generate_fixture_data(stat, 5, 5, 2, 0.6, 3),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        installation_data = {
            website.id: self.generate_fixture_data(stat, 300, 200, 5, 0.6, 3),
            old_desktop.id: self.generate_fixture_data(stat, 50, 30, 8, 0.6,
                                                       3),
            android.id: self.generate_fixture_data(stat, 50, 50, 2, 0.6, 3),
            iOS.id: self.generate_fixture_data(stat, 50, 50, 2, 0.6, 3),
            react_native.id:
            self.generate_fixture_data(stat, 5, 5, 10, 0.6, 3),
            API.id: self.generate_fixture_data(stat, 50, 50, 5, 0.6, 3),
            zephyr_mirror.id:
            self.generate_fixture_data(stat, 10, 10, 3, 0.6, 3),
            unused.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0),
            long_webhook.id:
            self.generate_fixture_data(stat, 50, 50, 2, 0.6, 3),
        }
        insert_fixture_data(stat, installation_data, InstallationCount)
        FillState.objects.create(property=stat.property,
                                 end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS["messages_in_stream:is_bot:day"]
        realm_data = {
            "false": self.generate_fixture_data(stat, 30, 5, 6, 0.6, 4),
            "true": self.generate_fixture_data(stat, 20, 2, 3, 0.2, 3),
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        stream_data: Mapping[Union[int, str, None], List[int]] = {
            "false": self.generate_fixture_data(stat, 10, 7, 5, 0.6, 4),
            "true": self.generate_fixture_data(stat, 5, 3, 2, 0.4, 2),
        }
        insert_fixture_data(stat, stream_data, StreamCount)
        FillState.objects.create(property=stat.property,
                                 end_time=last_end_time,
                                 state=FillState.DONE)

        stat = COUNT_STATS["messages_read::hour"]
        user_data = {
            None:
            self.generate_fixture_data(stat, 7, 3, 2, 0.6, 8,
                                       holiday_rate=0.1),
        }
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            None: self.generate_fixture_data(stat, 50, 35, 6, 0.6, 4)
        }
        insert_fixture_data(stat, realm_data, RealmCount)
        FillState.objects.create(property=stat.property,
                                 end_time=last_end_time,
                                 state=FillState.DONE)
    def handle(self, *args, **options):
        # type: (*Any, **Any) -> None
        do_drop_all_analytics_tables()
        # I believe this also deletes any objects with this realm as a foreign key
        Realm.objects.filter(string_id='analytics').delete()
        Client.objects.filter(name__endswith='_').delete()

        installation_time = timezone.now() - timedelta(days=self.DAYS_OF_DATA)
        last_end_time = floor_to_day(timezone.now())
        realm = Realm.objects.create(
            string_id='analytics', name='Analytics', domain='analytics.ds',
            date_created=installation_time)
        shylock = self.create_user('*****@*****.**', 'Shylock', True, installation_time, realm)

        def insert_fixture_data(stat, fixture_data, table):
            # type: (CountStat, Dict[Optional[str], List[int]], Type[BaseCount]) -> None
            end_times = time_range(last_end_time, last_end_time, stat.frequency,
                                   len(list(fixture_data.values())[0]))
            if table == RealmCount:
                id_args = {'realm': realm}
            if table == UserCount:
                id_args = {'realm': realm, 'user': shylock}
            for subgroup, values in fixture_data.items():
                table.objects.bulk_create([
                    table(property=stat.property, subgroup=subgroup, end_time=end_time,
                          value=value, **id_args)
                    for end_time, value in zip(end_times, values) if value != 0])

        stat = COUNT_STATS['active_users:is_bot:day']
        realm_data = {
            'false': self.generate_fixture_data(stat, .1, .03, 3, .5, 3),
            'true': self.generate_fixture_data(stat, .01, 0, 1, 0, 1)
        } # type: Dict[Optional[str], List[int]]
        insert_fixture_data(stat, realm_data, RealmCount)

        stat = COUNT_STATS['messages_sent:is_bot:hour']
        user_data = {'false': self.generate_fixture_data(stat, 2, 1, 1.5, .6, 8, holiday_rate=.1)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {'false': self.generate_fixture_data(stat, 35, 15, 6, .6, 4),
                      'true': self.generate_fixture_data(stat, 15, 15, 3, .4, 2)}
        insert_fixture_data(stat, realm_data, RealmCount)

        stat = COUNT_STATS['messages_sent:message_type:day']
        user_data = {
            'public_stream': self.generate_fixture_data(stat, 1.5, 1, 3, .6, 8),
            'private_message': self.generate_fixture_data(stat, .5, .3, 1, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            'public_stream': self.generate_fixture_data(stat, 30, 8, 5, .6, 4),
            'private_stream': self.generate_fixture_data(stat, 7, 7, 5, .6, 4),
            'private_message': self.generate_fixture_data(stat, 13, 5, 5, .6, 4)}
        insert_fixture_data(stat, realm_data, RealmCount)

        website_ = Client.objects.create(name='website_')
        API_ = Client.objects.create(name='API_')
        android_ = Client.objects.create(name='android_')
        iOS_ = Client.objects.create(name='iOS_')
        react_native_ = Client.objects.create(name='react_native_')
        electron_ = Client.objects.create(name='electron_')
        barnowl_ = Client.objects.create(name='barnowl_')
        plan9_ = Client.objects.create(name='plan9_')

        stat = COUNT_STATS['messages_sent:client:day']
        user_data = {
            website_.id: self.generate_fixture_data(stat, 2, 1, 1.5, .6, 8),
            barnowl_.id: self.generate_fixture_data(stat, 0, .3, 1.5, .6, 8)}
        insert_fixture_data(stat, user_data, UserCount)
        realm_data = {
            website_.id: self.generate_fixture_data(stat, 30, 20, 5, .6, 3),
            API_.id: self.generate_fixture_data(stat, 5, 5, 5, .6, 3),
            android_.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            iOS_.id: self.generate_fixture_data(stat, 5, 5, 2, .6, 3),
            react_native_.id: self.generate_fixture_data(stat, 5, 5, 10, .6, 3),
            electron_.id: self.generate_fixture_data(stat, 5, 3, 8, .6, 3),
            barnowl_.id: self.generate_fixture_data(stat, 1, 1, 3, .6, 3),
            plan9_.id: self.generate_fixture_data(stat, 0, 0, 0, 0, 0, 0)}
        insert_fixture_data(stat, realm_data, RealmCount)