現(xiàn)有收集到用戶的頁面點(diǎn)擊行為日志數(shù)據(jù)
- 數(shù)據(jù)格式如下:
用戶id, 點(diǎn)擊時間
user_id click_time
A,2020-05-15 01:30:00
A,2020-05-15 01:35:00
A,2020-05-15 02:00:00
A,2020-05-15 03:00:10
A,2020-05-15 03:05:00
B,2020-05-15 02:03:00
B,2020-05-15 02:29:40
B,2020-05-15 04:00:00
要求:
- 間隔30分鐘算兩次會話
- 給所有會話按時間排序,標(biāo)序號
思路: - 先根據(jù)
user_id分組,click_time排序,再用行函數(shù)查出上一行的時間beforeTime; - 將當(dāng)前的
click_time減去beforeTime,得到當(dāng)前行時間比上一行時間差的分鐘`minTime,大于30分鐘設(shè)為1,其他設(shè)為0; - 計(jì)算第一行到當(dāng)前行的和,設(shè)為
groupType,結(jié)果可能是:0,0...1,1,1... - 根據(jù)
user_id,groupType重新排序,得到結(jié)果
select user_id,click_time,
row_number() over (partition by user_id,groupType order by click_time) rank
from
(select user_id,click_time,sum(minTime) over (partition by user_id order by click_time rows
between unbounded preceding and current row) as groupType
from(select user_id,click_time,
case when (unix_timestamp(click_time) -unix_timestamp(beforeTime))/60 >=30 then 1 else 0 end minTime
from(
select user_id,click_time,
row_number() over (partition by user_id order by click_time) rank,
nvl(lag(click_time) over (partition by user_id order by click_time),click_time) beforeTime
from user_clicklog)tmp1
)tmp2
)tmp3;