hivesql连续日期统计最大逾期未逾期案例

hivesql连续日期统计最大逾期/未逾期案例

1、虚表(测试表和数据) create test_table as

select a.cust_no, a.r_date, a.yqts from  (

select '123' as cust_no, '20231101' as r_date, 0 as yqts

union all

select '123' as cust_no, '20231102' as r_date, 1 as yqts

union all

select '123' as cust_no, '20231103' as r_date, 2 as yqts

union all

select '123' as cust_no, '20231104' as r_date, 3 as yqts

union all

select '123' as cust_no, '20231105' as r_date, 0 as yqts

union all

select '123' as cust_no, '20231106' as r_date, 0 as yqts

union all

select '123' as cust_no, '20231107' as r_date, 1 as yqts

) a

2、加入有表test_table，数据如上，0标识未逾期，1标识逾期，求连续最大无逾期和逾期的天数，以上数据可直接看出最大连续逾期天数为3、未逾期未2。

3、首先将测试数据排序，让数据连续

select a.cust_no, a.r_date, a.yqts from test_table a where 1=1 order by a.cust_no, a.r_date asc

4、将数据分组并给是否逾期打上标识1逾期，2未逾期，多行转一行

select tx.cust_no, count(distinct tx.r_date) as sum_ctn, concat_ws('',collection_list(case when cast(tx.yqts as double) > 0 then '1' else '2' end)) as sfflag from (

select a.cust_no, a.r_date, a.yqts from test_table a where 1=1 order by a.cust_no, a.r_date asc

) tx

执行结果：

cust_no        sum_ctn        sfflag

123               7                    2111221

5、使用正则表达式分别替换，2111221改字符串中包含逾期和未逾期，将逾期1*都用A替换掉(同时也是分割符)，剩下就是未逾期的，逾期的同理

select ty.cust_no, ty.sum_ctn, regexp_replace(ty.sfflag, '\2+', 'A') as yqflag, regexp_replace(ty.sfflag, '\1+', 'A') as wyqflag from (

'123'  as cust_no         7    as sum_ctn      '2111221' as sfflag

) ty

执行结果：

cust_no        sum_ctn        yqflag        wyqflag

123                7                  A111A1      2A22A

6、使用炸裂函数explode结合lateral view将数据拆分未多行，使用一次lateral view会生成一次虚表

select tz.cust_no, max(sum_ctn) as sum_ctn, max(length(yqlength)) as yqlength, max(length(wyqlength)) as wyqlength from (

123  as cust_no     7 as sum_ctn      A111A1   as yqflag       2A22A as wyqflag

) tz

lateral view explode(split(yqflag,'A')) tb1 as yqlength

lateral view explode(split(wyqflag,'A')) tb2 as wyqlength

group by tz.cust_no