1. 程式人生 > >關鍵路徑轉換分析---漏斗模型

關鍵路徑轉換分析---漏斗模型

目錄

  • 需求
  • 方案
  • 總結

1.需求

         在一條指定的業務流程中,各個步驟的完成人數及相對上一個步驟的百分比。

2.方案: 使用漏斗模型

  •          查詢每一個步驟的總訪問人數

create table dw_route_numbs as 
select 'step1' as step,count(distinct remote_addr)  as numbs from tmp_page_views where request like '/item%'
union
select 'step2' as step,count(distinct remote_addr) as numbs from tmp_page_views where request like '/category%'
union
select 'step3' as step,count(distinct remote_addr) as numbs from tmp_page_views where request like '/order%'
union
select 'step4' as step,count(distinct remote_addr)  as numbs from tmp_page_views where request like '/index%';

      結果如下:

      

  •          查詢每一步驟相對於路徑起點人數的比例

select tmp.rnstep,tmp.rnnumbs/tmp.rrnumbs as ratio

from

(

select rn.step as rnstep,rn.numbs as rnnumbs,rr.step as rrstep,rr.numbs as rrnumbs  from dw_route_numbs rn

inner join

dw_route_numbs rr) tmp

where tmp.rrstep='step1';

      結果如下:

      

 

  •          查詢每一步驟相對於上一步驟的漏出率

select tmp.rrstep as rrstep,tmp.rrnumbs/tmp.rnnumbs as ration

from

(

select rn.step as rnstep,rn.numbs as rnnumbs,rr.step as rrstep,rr.numbs as rrnumbs  from dw_route_numbs rn

inner join

dw_route_numbs rr) tmp

where cast(substr(tmp.rnstep,5,1) as int)=cast(substr(tmp.rrstep,5,1) as int)-1;

      結果如下:

      

  •          彙總以上兩種指標

select abs.step,abs.numbs,abs.ratio as abs_ratio,rel.ratio as rel_ratio

from

(

select tmp.rnstep as step,tmp.rnnumbs as numbs,tmp.rnnumbs/tmp.rrnumbs as ratio

from

(

select rn.step as rnstep,rn.numbs as rnnumbs,rr.step as rrstep,rr.numbs as rrnumbs  from dw_route_numbs rn

inner join

dw_route_numbs rr) tmp

where tmp.rrstep='step1'

) abs

left outer join

(

select tmp.rrstep as step,tmp.rrnumbs/tmp.rnnumbs as ratio

from

(

select rn.step as rnstep,rn.numbs as rnnumbs,rr.step as rrstep,rr.numbs as rrnumbs  from dw_route_numbs rn

inner join

dw_route_numbs rr) tmp

where cast(substr(tmp.rnstep,5,1) as int)=cast(substr(tmp.rrstep,5,1) as int)-1

) rel

on abs.step=rel.step;

      結果如下:

      

3. 總結

  •     使用 自join 方法
  •     cast方法 字串轉為整型