feat(api): insights feature retention graph
This commit is contained in:
Taha Yassine Kraiem
parent
ef1db21c13
commit
e7a942ee64
1 changed files with 47 additions and 52 deletions
|
|
@ -289,7 +289,7 @@ def users_acquisition(project_id, startTimestamp=TimeUTC.now(delta_days=-70), en
|
|||
params = {"project_id": project_id, "startTimestamp": startTimestamp,
|
||||
"endTimestamp": endTimestamp, **__get_constraint_values(args)}
|
||||
# print(ch_query%params)
|
||||
rows =ch.execute(ch_query, params)
|
||||
rows = ch.execute(ch_query, params)
|
||||
rows = __compute_weekly_percentage(helper.list_to_camel_case(rows))
|
||||
return {
|
||||
"startTimestamp": startTimestamp,
|
||||
|
|
@ -303,11 +303,12 @@ def feature_retention(project_id, startTimestamp=TimeUTC.now(delta_days=-70), en
|
|||
**args):
|
||||
startTimestamp = TimeUTC.trunc_week(startTimestamp)
|
||||
endTimestamp = startTimestamp + 10 * TimeUTC.MS_WEEK
|
||||
pg_sub_query = __get_constraints(project_id=project_id, data=args, duration=True, main_table="sessions",
|
||||
time_constraint=True)
|
||||
pg_sub_query.append("user_id IS NOT NULL")
|
||||
pg_sub_query.append("feature.timestamp >= %(startTimestamp)s")
|
||||
pg_sub_query.append("feature.timestamp < %(endTimestamp)s")
|
||||
ch_sub_query = __get_basic_constraints(table_name='feature', data=args)
|
||||
meta_condition = __get_meta_constraint(args)
|
||||
ch_sub_query += meta_condition
|
||||
ch_sub_query.append("user_id IS NOT NULL")
|
||||
ch_sub_query.append("not empty(user_id)")
|
||||
ch_sub_query.append("sessions_metadata.datetime >= toDateTime(%(startTimestamp)s / 1000)")
|
||||
event_type = "PAGES"
|
||||
event_value = "/"
|
||||
extra_values = {}
|
||||
|
|
@ -319,66 +320,60 @@ def feature_retention(project_id, startTimestamp=TimeUTC.now(delta_days=-70), en
|
|||
event_value = f["value"]
|
||||
default = False
|
||||
elif f["type"] in [sessions_metas.meta_type.USERID, sessions_metas.meta_type.USERID_IOS]:
|
||||
pg_sub_query.append(f"sessions.user_id = %(user_id)s")
|
||||
ch_sub_query.append(f"sessions_metadata.user_id = %(user_id)s")
|
||||
extra_values["user_id"] = f["value"]
|
||||
event_table = JOURNEY_TYPES[event_type]["table"]
|
||||
event_column = JOURNEY_TYPES[event_type]["column"]
|
||||
pg_sub_query.append(f"feature.{event_column} = %(value)s")
|
||||
|
||||
with pg_client.PostgresClient() as cur:
|
||||
with ch_client.ClickHouseClient() as ch:
|
||||
if default:
|
||||
# get most used value
|
||||
pg_query = f"""SELECT {event_column} AS value, COUNT(*) AS count
|
||||
FROM {event_table} AS feature INNER JOIN public.sessions USING (session_id)
|
||||
WHERE {" AND ".join(pg_sub_query[:-1])}
|
||||
ch_query = f"""SELECT {event_column} AS value, COUNT(*) AS count
|
||||
FROM {event_table} AS feature INNER JOIN sessions_metadata USING (session_id)
|
||||
WHERE {" AND ".join(ch_sub_query)}
|
||||
AND length({event_column}) > 2
|
||||
GROUP BY value
|
||||
ORDER BY count DESC
|
||||
LIMIT 1;"""
|
||||
GROUP BY value
|
||||
ORDER BY count DESC
|
||||
LIMIT 1;"""
|
||||
params = {"project_id": project_id, "startTimestamp": startTimestamp,
|
||||
"endTimestamp": endTimestamp, **__get_constraint_values(args), **extra_values}
|
||||
cur.execute(cur.mogrify(pg_query, params))
|
||||
row = cur.fetchone()
|
||||
if row is not None:
|
||||
event_value = row["value"]
|
||||
# print(ch_query% params)
|
||||
row = ch.execute(ch_query, params)
|
||||
if len(row) > 0:
|
||||
event_value = row[0]["value"]
|
||||
extra_values["value"] = event_value
|
||||
if len(event_value) > 2:
|
||||
pg_sub_query.append(f"length({event_column})>2")
|
||||
pg_query = f"""SELECT FLOOR(DATE_PART('day', connexion_week - to_timestamp(%(startTimestamp)s/1000)) / 7)::integer AS week,
|
||||
COUNT(DISTINCT connexions_list.user_id) AS users_count,
|
||||
ARRAY_AGG(DISTINCT connexions_list.user_id) AS connected_users
|
||||
ch_sub_query.append(f"feature.{event_column} = %(value)s")
|
||||
ch_query = f"""SELECT toInt8((connexion_week - toDate(%(startTimestamp)s / 1000)) / 7) AS week,
|
||||
COUNT(DISTINCT all_connexions.user_id) AS users_count,
|
||||
groupArray(100)(all_connexions.user_id) AS connected_users
|
||||
FROM (SELECT DISTINCT user_id
|
||||
FROM sessions INNER JOIN {event_table} AS feature USING (session_id)
|
||||
WHERE {" AND ".join(pg_sub_query)}
|
||||
AND DATE_PART('week', to_timestamp((sessions.start_ts - %(startTimestamp)s)/1000)) = 1
|
||||
AND NOT EXISTS((SELECT 1
|
||||
FROM sessions AS bsess INNER JOIN {event_table} AS bfeature USING (session_id)
|
||||
WHERE bsess.start_ts<%(startTimestamp)s
|
||||
AND project_id = %(project_id)s
|
||||
AND bsess.user_id = sessions.user_id
|
||||
AND bfeature.timestamp<%(startTimestamp)s
|
||||
AND bfeature.{event_column}=%(value)s
|
||||
LIMIT 1))
|
||||
GROUP BY user_id) AS users_list
|
||||
LEFT JOIN LATERAL (SELECT DATE_TRUNC('week', to_timestamp(start_ts / 1000)::timestamp) AS connexion_week,
|
||||
user_id
|
||||
FROM sessions INNER JOIN {event_table} AS feature USING (session_id)
|
||||
WHERE users_list.user_id = sessions.user_id
|
||||
AND %(startTimestamp)s <= sessions.start_ts
|
||||
AND sessions.project_id = 1
|
||||
AND sessions.start_ts < (%(endTimestamp)s - 1)
|
||||
AND feature.timestamp >= %(startTimestamp)s
|
||||
AND feature.timestamp < %(endTimestamp)s
|
||||
AND feature.{event_column} = %(value)s
|
||||
GROUP BY connexion_week, user_id) AS connexions_list ON (TRUE)
|
||||
GROUP BY week
|
||||
ORDER BY week;"""
|
||||
FROM sessions_metadata INNER JOIN {event_table} AS feature USING (session_id)
|
||||
WHERE {" AND ".join(ch_sub_query)}
|
||||
AND toStartOfWeek(feature.datetime,1) = toDate(%(startTimestamp)s / 1000)
|
||||
AND sessions_metadata.datetime < toDateTime(%(startTimestamp)s/1000 + 8 * 24 * 60 * 60 )
|
||||
AND feature.datetime < toDateTime(%(startTimestamp)s/1000 + 8 * 24 * 60 * 60 )
|
||||
AND isNull((SELECT 1
|
||||
FROM sessions_metadata AS bmsess INNER JOIN {event_table} AS bsess USING (session_id)
|
||||
WHERE bsess.datetime < toDateTime(%(startTimestamp)s / 1000)
|
||||
AND bmsess.datetime < toDateTime(%(startTimestamp)s / 1000)
|
||||
AND bsess.project_id = %(project_id)s
|
||||
AND bmsess.user_id = sessions_metadata.user_id
|
||||
AND bsess.{event_column}=%(value)s
|
||||
LIMIT 1))
|
||||
) AS users_list
|
||||
INNER JOIN (SELECT DISTINCT user_id, toStartOfWeek(datetime,1) AS connexion_week
|
||||
FROM sessions_metadata INNER JOIN {event_table} AS feature USING (session_id)
|
||||
WHERE {" AND ".join(ch_sub_query)}
|
||||
AND sessions_metadata.datetime < toDateTime(%(endTimestamp)s / 1000)
|
||||
ORDER BY connexion_week, user_id
|
||||
) AS all_connexions USING (user_id)
|
||||
GROUP BY connexion_week
|
||||
ORDER BY connexion_week;"""
|
||||
|
||||
params = {"project_id": project_id, "startTimestamp": startTimestamp,
|
||||
"endTimestamp": endTimestamp, **__get_constraint_values(args), **extra_values}
|
||||
print(cur.mogrify(pg_query, params))
|
||||
cur.execute(cur.mogrify(pg_query, params))
|
||||
rows = cur.fetchall()
|
||||
print(ch_query % params)
|
||||
rows = ch.execute(ch_query, params)
|
||||
rows = __compute_weekly_percentage(helper.list_to_camel_case(rows))
|
||||
return {
|
||||
"startTimestamp": startTimestamp,
|
||||
|
|
|
|||
Loading…
Add table
Reference in a new issue