def get_mau_for_period(start_date, end_date):
start_date = parse_date(start_date)
end_date = parse_date(end_date)
month_qs = Activity.objects.all()
month_qs = month_qs.filter(day__range=(start_date, end_date))
month_qs = month_qs.values_list('user__id', flat=True).distinct()
return month_qs.count()
def get_retained_users_per_month(start_date, end_date):
"""
Returns retained users.
Retained users are users that were active before current_month and
during the current_month.
Date params can be strings ('YYYY-MM-DD') or DateTime objects.
:start_date: Start date of the time range that should be queried.
:end_date:End date of the time range that should be queried.
"""
start_date = parse_date(start_date)
end_date = parse_date(end_date)
months = get_months_range(start_date, end_date)
previous_month = start_date - relativedelta(months=1)
months_formatted = stagger_tuple(months, previous_month)
results = []
for month_tuple in months_formatted:
previous, current = month_tuple
curr_qs = User.objects.all().filter(activity__day__month=current.month,
activity__day__year=current.year)
prev_qs = User.objects.all().filter(
activity__day__month=previous.month,
activity__day__year=previous.year)
combined_qs = curr_qs & prev_qs
combined_qs = combined_qs.distinct()
results.append(combined_qs.count())
return results
def get_churned_users_per_month(start_date, end_date):
"""
Returns churned users.
Churned users are users that were active before current_month but wasn't
active during current_month.
Date params can be strings ('YYYY-MM-DD') or DateTime objects.
:start_date: Start date of the time range that should be queried.
:end_date:End date of the time range that should be queried.
"""
start_date = parse_date(start_date)
end_date = parse_date(end_date)
months = get_months_range(start_date, end_date)
one_month_ago = relativedelta(months=1)
results = []
for month in months:
previous_month = month - one_month_ago
qs = User.objects.all().filter(
activity__day__month=previous_month.month,
activity__day__year=previous_month.year)
qs = qs.exclude(activity__day__month=month.month,
activity__day__year=month.year)
qs = qs.distinct()
results.append(qs.count())
return results
def get_resurrected_users_per_month(start_date, end_date):
"""
Returns resurrected users.
Resurrected users are users that were active in current_month but not
active in last month.
Date params can be strings ('YYYY-MM-DD') or DateTime objects.
:start_date: Start date of the time range that should be queried.
:end_date:End date of the time range that should be queried.
"""
start_date = parse_date(start_date)
end_date = parse_date(end_date)
months = get_months_range(start_date, end_date)
one_month_ago = relativedelta(months=1)
results = []
for month in months: # JAN
last_month = month - one_month_ago # DEC
qs = User.objects.all().filter( # ACTIVE BEFORE NOV
activity__day__month__lte=last_month.month,
activity__day__year__lte=last_month.year)
qs = qs.filter( # ACTIVE JAN
activity__day__month=month.month,
activity__day__year=month.year)
qs = qs.exclude( # ACTIVE DEC
activity__day__month=last_month.month,
activity__day__year=last_month.year)
qs = qs.distinct()
results.append(qs.count())
return results
def get_dau_per_month(start_date, end_date):
start_date = parse_date(start_date)
end_date = parse_date(end_date)
months = get_months_range(start_date, end_date)
month_tuple = [
get_first_last_day_of_month(month.year, month.month)
for month in months
]
return [get_dau_for_period(start, end) for start, end in month_tuple]
def get_dau_for_period(start_date, end_date):
start_date = parse_date(start_date)
end_date = parse_date(end_date)
date_diff = end_date - start_date
day_qs = Activity.objects.all()
day_qs = day_qs.filter(day__range=(start_date, end_date))
with localcontext() as ctx:
ctx.prec = 4
average = safe_div(Decimal(day_qs.count()), date_diff.days + 1)
return average
def get_stickiness_per_month(start_date, end_date, keep_day=False):
start_date = parse_date(start_date)
end_date = parse_date(end_date)
months = get_months_range(start_date, end_date, keep_day=keep_day)
month_tuple = [
get_first_last_day_of_month(month.year, month.month)
for month in months
]
return [
get_stickiness_for_period(start, end) for start, end in month_tuple
]