feat(api): insights retention
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2 changed files with 65 additions and 1 deletions
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@ -28,6 +28,17 @@ def get_insights_journey(projectId, context):
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return {"data": insights.get_journey(project_id=projectId, **{**data, **args})}
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@app.route('/{projectId}/insights/users_retention', methods=['GET', 'POST'])
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def get_users_retention(projectId, context):
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data = app.current_request.json_body
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if data is None:
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data = {}
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params = app.current_request.query_params
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args = dashboard.dashboard_args(params)
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return {"data": insights.get_retention(project_id=projectId, **{**data, **args})}
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#
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#
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# @app.route('/{projectId}/dashboard/{widget}/search', methods=['GET'])
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@ -98,8 +98,61 @@ def get_journey(project_id, startTimestamp=TimeUTC.now(delta_days=-1), endTimest
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params = {"project_id": project_id, "startTimestamp": startTimestamp,
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"endTimestamp": endTimestamp, "event_start": event_start, "JOURNEY_DEPTH": JOURNEY_DEPTH,
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**__get_constraint_values(args), **extra_values}
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print(cur.mogrify(pg_query, params))
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# print(cur.mogrify(pg_query, params))
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cur.execute(cur.mogrify(pg_query, params))
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rows = cur.fetchall()
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return __transform_journey(rows)
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def __compute_retention_percentage(rows):
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if rows is None or len(rows) == 0:
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return rows
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t = -1
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for r in rows:
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if r["week"] == 0:
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t = r["usersCount"]
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r["percentage"] = r["usersCount"] / t
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return rows
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@dev.timed
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def get_retention(project_id, startTimestamp=TimeUTC.now(delta_days=-1), endTimestamp=TimeUTC.now(), filters=[],
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**args):
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pg_sub_query = __get_constraints(project_id=project_id, data=args, duration=True, main_table="sessions",
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time_constraint=True)
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with pg_client.PostgresClient() as cur:
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pg_query = f"""SELECT EXTRACT(EPOCH FROM first_connexion_week::date)::bigint*1000 AS first_connexion_week,
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FLOOR(DATE_PART('day', connexion_week - first_connexion_week) / 7)::integer AS week,
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COUNT(DISTINCT connexions_list.user_id) AS users_count,
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ARRAY_AGG(DISTINCT connexions_list.user_id) AS connected_users
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FROM (SELECT DISTINCT user_id, MIN(DATE_TRUNC('week', to_timestamp(start_ts / 1000))) AS first_connexion_week
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FROM sessions
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WHERE {" AND ".join(pg_sub_query)}
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AND NOT EXISTS((SELECT 1
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FROM sessions AS bsess
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WHERE bsess.start_ts<EXTRACT('EPOCH' FROM DATE_TRUNC('week', to_timestamp(%(startTimestamp)s / 1000))) * 1000
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AND project_id = %(project_id)s
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AND bsess.user_id = sessions.user_id
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LIMIT 1))
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GROUP BY user_id) AS users_list
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LEFT JOIN LATERAL (SELECT DATE_TRUNC('week', to_timestamp(start_ts / 1000)::timestamp) AS connexion_week,
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user_id
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FROM sessions
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WHERE users_list.user_id = sessions.user_id
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AND first_connexion_week <=
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DATE_TRUNC('week', to_timestamp(sessions.start_ts / 1000)::timestamp)
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AND sessions.project_id = 1
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AND sessions.start_ts < (%(startTimestamp)s + 10 * 7 * 24 * 60 * 60 * 1000::bigint - 1)
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GROUP BY connexion_week, user_id) AS connexions_list ON (TRUE)
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GROUP BY first_connexion_week, week
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ORDER BY first_connexion_week, week;"""
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params = {"project_id": project_id, "startTimestamp": startTimestamp,
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"endTimestamp": endTimestamp, **__get_constraint_values(args)}
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# print(cur.mogrify(pg_query, params))
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cur.execute(cur.mogrify(pg_query, params))
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rows = cur.fetchall()
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return __compute_retention_percentage(helper.list_to_camel_case(rows))
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