Hive分析窗口函数(四) LAG,LEAD,FIRST_VALUE,LAST_VALUE

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bigdata张凯翔 发表于 2021/03/25 23:19:14 2021/03/25
【摘要】 Hive分析窗口函数(四) LAG,LEAD,FIRST_VALUE,LAST_VALUE 注意: 这几个函数不支持WINDOW子句 - 准备数据 cookie1,2018-04-10 10:00:02,url2 cookie1,2018-04-10 10:00:00,url1 cookie1,2018-04-10 10:03:04,1url3 cookie1,2018-04-...
Hive分析窗口函数(四) LAG,LEAD,FIRST_VALUE,LAST_VALUE

注意: 这几个函数不支持WINDOW子句

- 准备数据
cookie1,2018-04-10 10:00:02,url2
cookie1,2018-04-10 10:00:00,url1
cookie1,2018-04-10 10:03:04,1url3
cookie1,2018-04-10 10:50:05,url6
cookie1,2018-04-10 11:00:00,url7
cookie1,2018-04-10 10:10:00,url4
cookie1,2018-04-10 10:50:01,url5
cookie2,2018-04-10 10:00:02,url22
cookie2,2018-04-10 10:00:00,url11
cookie2,2018-04-10 10:03:04,1url33
cookie2,2018-04-10 10:50:05,url66
cookie2,2018-04-10 11:00:00,url77
cookie2,2018-04-10 10:10:00,url44
cookie2,2018-04-10 10:50:01,url55
CREATE TABLE itzkx_t4 (
cookieid string,
createtime string, --页面访问时间
url STRING --被访问页面
) ROW FORMAT DELIMITED
FIELDS TERMINATED BY ','
stored as textfile;
加载数据:
load data local inpath '/root/hivedata/itzkx_t4.dat' into table itzkx_t4;

  • LAG
    LAG(col,n,DEFAULT) 用于统计窗口内往上第n行值
    第一个参数为列名,第二个参数为往上第n行(可选,默认为1),第三个参数为默认值(当往上第n行为NULL时候,取默认值,如不指定,则为NULL)
SELECT cookieid,
createtime,
url,
ROW_NUMBER() OVER(PARTITION BY cookieid ORDER BY createtime) AS rn,
LAG(createtime,1,'1970-01-01 00:00:00') OVER(PARTITION BY cookieid ORDER BY createtime) AS last_1_time,
LAG(createtime,2) OVER(PARTITION BY cookieid ORDER BY createtime) AS last_2_time
FROM itzkx_t4;
last_1_time: 指定了往上第1行的值,default'1970-01-01 00:00:00'
cookie1第一行,往上1行为NULL,因此取默认值 1970-01-01 00:00:00
cookie1第三行,往上1行值为第二行值,2015-04-10 10:00:02
cookie1第六行,往上1行值为第五行值,2015-04-10 10:50:01
last_2_time: 指定了往上第2行的值,为指定默认值
cookie1第一行,往上2行为NULL
cookie1第二行,往上2行为NULL
cookie1第四行,往上2行为第二行值,2015-04-10 10:00:02
cookie1第七行,往上2行为第五行值,2015-04-10 10:50:01
  • LEAD
    与LAG相反
    LEAD(col,n,DEFAULT) 用于统计窗口内往下第n行值
    第一个参数为列名,第二个参数为往下第n行(可选,默认为1),第三个参数为默认值(当往下第n行为NULL时候,取默认值,如不指定,则为NULL)
SELECT cookieid,
createtime,
url,
ROW_NUMBER() OVER(PARTITION BY cookieid ORDER BY createtime) AS rn,
LEAD(createtime,1,'1970-01-01 00:00:00') OVER(PARTITION BY cookieid ORDER BY createtime) AS next_1_time,
LEAD(createtime,2) OVER(PARTITION BY cookieid ORDER BY createtime) AS next_2_time
FROM itzkx_t4;
  • FIRST_VALUE
    取分组内排序后,截止到当前行,第一个值
SELECT cookieid,
createtime,
url,
ROW_NUMBER() OVER(PARTITION BY cookieid ORDER BY createtime) AS rn,
FIRST_VALUE(url) OVER(PARTITION BY cookieid ORDER BY createtime) AS first1
FROM itzkx_t4;
  • LAST_VALUE
    取分组内排序后,截止到当前行,最后一个值
SELECT cookieid,
createtime,
url,
ROW_NUMBER() OVER(PARTITION BY cookieid ORDER BY createtime) AS rn,
LAST_VALUE(url) OVER(PARTITION BY cookieid ORDER BY createtime) AS last1
FROM itzkx_t4;

如果想要取分组内排序后最后一个值,则需要变通一下:

SELECT cookieid,
createtime,
url,
ROW_NUMBER() OVER(PARTITION BY cookieid ORDER BY createtime) AS rn,
LAST_VALUE(url) OVER(PARTITION BY cookieid ORDER BY createtime) AS last1,
FIRST_VALUE(url) OVER(PARTITION BY cookieid ORDER BY createtime DESC) AS last2
FROM itzkx_t4
ORDER BY cookieid,createtime;

特别注意order by

如果不指定ORDER BY,则进行排序混乱,会出现错误的结果

SELECT cookieid,
createtime,
url,
FIRST_VALUE(url) OVER(PARTITION BY cookieid) AS first2
FROM itzkx_t4;

文章来源: www.jianshu.com,作者:百忍成金的虚竹,版权归原作者所有,如需转载,请联系作者。

原文链接:www.jianshu.com/p/ffacad9d6dea

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