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hive统计页面停留时间

news 2025/8/12 5:48:28

1、背景：通过业务埋点数据，统计用户在页面的停留时间

样例数据，样例数据存入表tmp，

有如下字段用户uid、动作时间戳time、页面名称pn、动作名称action

SELECT '12345' AS uid, '1695613731020' AS time, '搜索' AS pn, 'click' AS action
UNION ALL
SELECT '12345' AS uid, '1695613732021' AS time, '搜索' AS pn, 'click' AS action
UNION ALL
SELECT '12345' AS uid, '1695613734024' AS time, '搜索' AS pn, 'click' AS action
UNION ALL
SELECT '12345' AS uid, '1695613737036' AS time, '列表' AS pn, 'click' AS action
UNION ALL
SELECT '12345' AS uid, '1695613738037' AS time, '列表' AS pn, 'click' AS action
UNION ALL
SELECT '12345' AS uid, '1695613740040' AS time, '列表' AS pn, 'click' AS action

uid	time	pn	action
12345	1695613731020	搜索	click
12345	1695613732021	搜索	click
12345	1695613734024	搜索	click
12345	1695613737036	列表	click
12345	1695613738037	列表	click
12345	1695613740040	列表	click

思路：以用户维度按时间进行升序排列，通过lag函数找到上一个时间动作last_pn

SELECT uid, time, pn, row_number() OVER (PARTITION BY uid ORDER BY time DESC) AS rn, lag(pn, 1) OVER (PARTITION BY uid ORDER BY time ASC) AS last_pn
FROM tmp

rn排序的作用是找到最后一个动作

uid	time	pn	rn	last_pn
12345	1695613731020	搜索	6
12345	1695613732021	搜索	5	搜索
12345	1695613734024	搜索	4	搜索
12345	1695613737036	列表	3	搜索
12345	1695613738037	列表	2	列表
12345	1695613740040	列表	1	列表

然后将发生页面变化的节点进行标记，

SELECT *, if(pn <> nvl(last_pn, '空') OR rn = 1, 1, 0) AS label
FROM (
SELECT uid, time, pn, row_number() OVER (PARTITION BY uid ORDER BY time DESC) AS rn
, lag(pn, 1) OVER (PARTITION BY uid ORDER BY time ASC) AS last_pn
FROM tmp
) t

uid	time	pn	rn	last_pn	label
12345	1695613731020	搜索	6		1
12345	1695613732021	搜索	5	搜索	0
12345	1695613734024	搜索	4	搜索	0
12345	1695613737036	列表	3	搜索	1
12345	1695613738037	列表	2	列表	0
12345	1695613740040	列表	1	列表	1

之后统计停留时间就可以只看label =1的日志之间的时间差即可，全部代码如下，

WITH tmp AS (SELECT '12345' AS uid, '1695613731020' AS time, '搜索' AS pn, 'click' AS actionUNION ALLSELECT '12345' AS uid, '1695613732021' AS time, '搜索' AS pn, 'click' AS actionUNION ALLSELECT '12345' AS uid, '1695613734024' AS time, '搜索' AS pn, 'click' AS actionUNION ALLSELECT '12345' AS uid, '1695613737036' AS time, '列表' AS pn, 'click' AS actionUNION ALLSELECT '12345' AS uid, '1695613738037' AS time, '列表' AS pn, 'click' AS actionUNION ALLSELECT '12345' AS uid, '1695613740040' AS time, '列表' AS pn, 'click' AS action)
SELECT *
FROM (SELECT uid, pn, time, CAST((lead(time, 1) OVER (PARTITION BY uid ORDER BY time ASC) - time) / 1000 AS BIGINT) AS stay_timeFROM (SELECT *, if(pn <> nvl(last_pn, '空')OR rn = 1, 1, 0) AS labelFROM (SELECT uid, time, pn, row_number() OVER (PARTITION BY uid ORDER BY time DESC) AS rn, lag(pn, 1) OVER (PARTITION BY uid ORDER BY time ASC) AS last_pnFROM tmp) t) ttWHERE label = 1
) ttt
WHERE stay_time IS NOT NULL

最终统计结果如下