首先,我们需要有一个包含用户注册信息的表,其中包括每个用户的注册日期。假设我们的表名为user_registration,包含以下字段:
user_id: 用户IDregistration_date: 注册日期接下来,我们需要计算每周的用户留存率。我们可以按照如下步骤进行处理:
DATE_SUB函数计算出每个用户的注册周数。假设我们将用户注册的第一天作为一周的开始,可以使用以下查询语句:SELECT user_id, WEEK(registration_date) AS registration_week
FROM user_registration
SELECT user_id, registration_week, MIN(registration_date) AS first_registration_date
FROM (
SELECT user_id, WEEK(registration_date) AS registration_week, registration_date
FROM user_registration
) AS subquery
GROUP BY user_id, registration_week
JOIN将每周的注册信息与后续周的留存信息进行匹配,并计算留存率。以下是一个示例查询语句:SELECT
current_week.user_id,
current_week.registration_week,
COUNT(DISTINCT next_week.user_id) / COUNT(DISTINCT current_week.user_id) AS retention_rate
FROM
(
SELECT user_id, WEEK(registration_date) AS registration_week, registration_date
FROM user_registration
) AS current_week
LEFT JOIN (
SELECT user_id, WEEK(registration_date) AS registration_week
FROM user_registration
) AS next_week
ON current_week.user_id = next_week.user_id
AND current_week.registration_week = next_week.registration_week - 1
GROUP BY
current_week.user_id,
current_week.registration_week
在以上查询语句中,我们使用了两个子查询,分别获取当前周的注册信息和下一周的注册信息,并使用LEFT JOIN将它们进行匹配。然后,我们使用COUNT函数计算每周的用户留存数,再进行计算留存率。
请注意,以上仅为示例查询语句,具体的查询语句可能需要根据实际表结构和需求进行调整。