SQL⾯试题---计算⽤户留存率
给定user_behavior表,要求查询次⽇,7⽇和30⽇⽤户留存率。
`user_behavior`
+-------------------+---------+
| user_id | int |
| user_behavior_id | int |
| time | datetime|
+-------------------+---------+
解题思路:1,⾸先clarify次⽇,7⽇和30⽇⽤户留存率的定义。现定为新⽤户第⼀次登录时间为第0天,新⽤户定义为第⼀次登录的⽤户,登录⾏为的代号为1。次⽇留存率:(第0天新增的⽤户中,新增⽇之后的第1天还登录的⽤户数)/第0天新增总⽤户数;7⽇留存率:(第0天新增的⽤户中,新增⽇之后的第7天还登录的⽤户数)/第0天新增总⽤户数;30⽇留存率:(第0天新增的⽤户中,新增⽇之后的第30天还登录的⽤户数)/第0天新增总⽤户数;
sql查询面试题及答案
注意:留存⼀般是离散的概念,不要求⽤户在N天内每天都登录
2,摘选出每天的新⽤户
3,列出每个新⽤户第⼀次登录的⽇期及此⽇期之后仍登录的⽇期
4,计算列出的登录⽇期之间的差值,如果相差1天,说明该新⽤户次⽇仍留存,如果相差7天,说明该新⽤户七⽇仍留存,以此类推
5,统计每天新⽤户的留存⼈数以及计算留存率
答案:
WITH new_user AS (
SELECT user_id, MIN(time) AS first_login
FROM user_behavior
WHERE user_behavior_id =1
GROUP BY user_id),
next_times AS (
SELECT new_user.user_id, new_user.first_login, user_behavior.time AS next_time
FROM new_user
LEFT JOIN user_behavior
ON new_user.user_id= user_behavior.user_id
AND user_behavior.time > new_user.first_login),
timediff AS (
SELECT user_id, first_login, DATEDIFF(first_login, next_time) AS diff
FROM next_times);
SELECT
DATE(first_login) AS date,
CONCAT(ROUND(COUNT(CASE WHEN diff =1THEN user_id ELSE NULL END)/COUNT(user_id), 4)*100, '%') AS'次⽇留存率',
CONCAT(ROUND(COUNT(CASE WHEN diff =7THEN user_id ELSE NULL END)/COUNT(user_id), 4)*100, '%') AS'7⽇留存率',
CONCAT(ROUND(COUNT(CASE WHEN diff =30THEN user_id ELSE NULL END)/COUNT(user_id), 4)*100, '%') AS'30⽇留存率'
FROM timediff
GROUP BY DATE(first_login)
ORDER BY date;
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