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MySQL逗号分割字段的行列转换测试改进
- WBOY원래의
- 2016-06-07 14:51:141649검색
p由于很多业务表因为历史原因或者性能原因，都使用了违反第一范式的设计模式。即同一个列中存储了多个属性值（具体结构见下表）。/pp这种模式下，应用常常需要将这个列依据分隔符进行分割，并得到列转行的结果。/p span class=cnblogs_code_copy/spanp style
<p>由于很多业务表因为历史原因或者性能原因，都使用了违反第一范式的设计模式。即同一个列中存储了多个属性值（具体结构见下表）。</p><p>这种模式下，应用常常需要将这个列依据分隔符进行分割，并得到列转行的结果。</p>
<span class="cnblogs_code_copy"></span><p style="margin: 10px auto; line-height: 19px; font-family: verdana, sans-serif; font-size: 13px;">表数据：</p>
| ID | Value |
| 1 | tiny,small,big |
| 2 | small,medium |
| 3 | tiny,big |
期望得到结果：
| ID | Value |
| 1 | tiny |
| 1 | small |
| 1 | big |
| 2 | small |
| 2 | medium |
| 3 | tiny |
| 3 | big |
<span style="line-height: 1.5;">#需要处理的表 </span><span style="color: rgb(0, 0, 255); line-height: 1.5;">create</span> <span style="color: rgb(0, 0, 255); line-height: 1.5;">table</span> tbl_name (ID <span style="color: rgb(0, 0, 255); line-height: 1.5;">int</span> ,mSize <span style="color: rgb(0, 0, 255); line-height: 1.5;">varchar</span>(<span style="color: rgb(128, 0, 0); line-height: 1.5; font-weight: bold;">100</span><span style="line-height: 1.5;">)); </span><span style="color: rgb(0, 0, 255); line-height: 1.5;">insert</span> <span style="color: rgb(0, 0, 255); line-height: 1.5;">into</span> tbl_name <span style="color: rgb(0, 0, 255); line-height: 1.5;">values</span> (<span style="color: rgb(128, 0, 0); line-height: 1.5; font-weight: bold;">1</span>,<span style="color: rgb(255, 0, 0); line-height: 1.5;">'</span><span style="color: rgb(255, 0, 0); line-height: 1.5;">tiny,small,big</span><span style="color: rgb(255, 0, 0); line-height: 1.5;">'</span><span style="line-height: 1.5;">); </span><span style="color: rgb(0, 0, 255); line-height: 1.5;">insert</span> <span style="color: rgb(0, 0, 255); line-height: 1.5;">into</span> tbl_name <span style="color: rgb(0, 0, 255); line-height: 1.5;">values</span> (<span style="color: rgb(128, 0, 0); line-height: 1.5; font-weight: bold;">2</span>,<span style="color: rgb(255, 0, 0); line-height: 1.5;">'</span><span style="color: rgb(255, 0, 0); line-height: 1.5;">small,medium</span><span style="color: rgb(255, 0, 0); line-height: 1.5;">'</span><span style="line-height: 1.5;">); </span><span style="color: rgb(0, 0, 255); line-height: 1.5;">insert</span> <span style="color: rgb(0, 0, 255); line-height: 1.5;">into</span> tbl_name <span style="color: rgb(0, 0, 255); line-height: 1.5;">values</span> (<span style="color: rgb(128, 0, 0); line-height: 1.5; font-weight: bold;">3</span>,<span style="color: rgb(255, 0, 0); line-height: 1.5;">'</span><span style="color: rgb(255, 0, 0); line-height: 1.5;">tiny,big</span><span style="color: rgb(255, 0, 0); line-height: 1.5;">'</span><span style="line-height: 1.5;">); #用于循环的自增表 </span><span style="color: rgb(0, 0, 255); line-height: 1.5;">create</span> <span style="color: rgb(0, 0, 255); line-height: 1.5;">table</span> incre_table (AutoIncreID <span style="color: rgb(0, 0, 255); line-height: 1.5;">int</span><span style="line-height: 1.5;">); </span><span style="color: rgb(0, 0, 255); line-height: 1.5;">insert</span> <span style="color: rgb(0, 0, 255); line-height: 1.5;">into</span> incre_table <span style="color: rgb(0, 0, 255); line-height: 1.5;">values</span> (<span style="color: rgb(128, 0, 0); line-height: 1.5; font-weight: bold;">1</span><span style="line-height: 1.5;">); </span><span style="color: rgb(0, 0, 255); line-height: 1.5;">insert</span> <span style="color: rgb(0, 0, 255); line-height: 1.5;">into</span> incre_table <span style="color: rgb(0, 0, 255); line-height: 1.5;">values</span> (<span style="color: rgb(128, 0, 0); line-height: 1.5; font-weight: bold;">2</span><span style="line-height: 1.5;">); </span><span style="color: rgb(0, 0, 255); line-height: 1.5;">insert</span> <span style="color: rgb(0, 0, 255); line-height: 1.5;">into</span> incre_table <span style="color: rgb(0, 0, 255); line-height: 1.5;">values</span> (<span style="color: rgb(128, 0, 0); line-height: 1.5; font-weight: bold;">3</span>);
<span style="color:rgb(0,0,255); line-height:1.5">select</span> a.ID,substring_index(substring_index(a.mSize,<span style="color:rgb(255,0,0); line-height:1.5">'</span><span style="color:rgb(255,0,0); line-height:1.5">,</span><span style="color:rgb(255,0,0); line-height:1.5">'</span>,b.AutoIncreID),<span style="color:rgb(255,0,0); line-height:1.5">'</span><span style="color:rgb(255,0,0); line-height:1.5">,</span><span style="color:rgb(255,0,0); line-height:1.5">'</span>,<span style="color:rgb(128,128,128); line-height:1.5">-</span><span style="color:rgb(128,0,0); line-height:1.5; font-weight:bold">1</span><span style="line-height:1.5">) </span><span style="color:rgb(0,0,255); line-height:1.5">from</span><span style="line-height:1.5"> tbl_name a </span><span style="color:rgb(128,128,128); line-height:1.5">join</span><span style="line-height:1.5"> incre_table b </span><span style="color:rgb(0,0,255); line-height:1.5">on</span> b.AutoIncreID <span style="color:rgb(128,128,128); line-height:1.5"> (length(a.mSize) <span style="color:rgb(128,128,128); line-height:1.5">-</span> length(<span style="color:rgb(255,0,255); line-height:1.5">replace</span>(a.mSize,<span style="color:rgb(255,0,0); line-height:1.5">'</span><span style="color:rgb(255,0,0); line-height:1.5">,</span><span style="color:rgb(255,0,0); line-height:1.5">'</span>,<span style="color:rgb(255,0,0); line-height:1.5">''</span>))<span style="color:rgb(128,128,128); line-height:1.5">+</span><span style="color:rgb(128,0,0); line-height:1.5; font-weight:bold">1</span><span style="line-height:1.5">) </span><span style="color:rgb(0,0,255); line-height:1.5">order</span> <span style="color:rgb(0,0,255); line-height:1.5">by</span> a.ID;</span>
原理分析：
这个join最基本原理是笛卡尔积。通过这个方式来实现循环。
以下是具体问题分析：
length(a.Size) - length(replace(a.mSize,',',''))+1 表示了，按照逗号分割后，改列拥有的数值数量，下面简称n
<span style="color:#00ff">select</span> a.ID,substring_index(substring_index(a.mSize,<span style="color:#ff00">'</span><span style="color:#ff00">,</span><span style="color:#ff00">'</span>,b.AutoIncreID),<span style="color:#ff00">'</span><span style="color:#ff00">,</span><span style="color:#ff00">'</span>,<span style="color:#808080">-</span><span style="color:#8000; font-weight:bold">1</span><span style="color:#000000">) </span><span style="color:#00ff">from</span><span style="color:#000000"> tbl_name a </span><span style="color:#808080">join</span><span style="color:#000000"> incre_table b </span><span style="color:#00ff">on</span> b.AutoIncreID <span style="color:#808080"> (length(a.mSize) <span style="color:#808080">-</span> length(<span style="color:#ff0ff">replace</span>(a.mSize,<span style="color:#ff00">'</span><span style="color:#ff00">,</span><span style="color:#ff00">'</span>,<span style="color:#ff00">''</span>))<span style="color:#808080">+</span><span style="color:#8000; font-weight:bold">1</span><span style="color:#000000">) </span><span style="color:#00ff">order</span> <span style="color:#00ff">by</span> a.ID;</span>
原理分析：
这个join最基本原理是笛卡尔积。通过这个方式来实现循环。
以下是具体问题分析：
length(a.Size) - length(replace(a.mSize,',',''))+1 表示了，按照逗号分割后，改列拥有的数值数量，下面简称n
join过程的伪代码：
根据ID进行循环
{
判断：i 是否
{
获取最靠近第 i 个逗号之前的数据， 即 substring_index(substring_index(a.mSize,',',b.ID),',',-1)
i = i +1
}
ID = ID +1
}
总结：
这种方法的缺点在于，我们需要一个拥有连续数列的独立表（这里是incre_table)。并且连续数列的最大值一定要大于符合分割的值的个数。
例如有一行的mSize 有100个逗号分割的值，那么我们的incre_table 就需要有至少100个连续行。
当然，mysql内部也有现成的连续数列表可用。如mysql.help_topic： help_topic_id 共有504个数值，一般能满足于大部分需求了。
改写后如下:
<span style="color:#00ff">select</span> a.ID,substring_index(substring_index(a.mSize,<span style="color:#ff00">'</span><span style="color:#ff00">,</span><span style="color:#ff00">'</span>,b.help_topic_id<span style="color:#808080">+</span><span style="color:#8000; font-weight:bold">1</span>),<span style="color:#ff00">'</span><span style="color:#ff00">,</span><span style="color:#ff00">'</span>,<span style="color:#808080">-</span><span style="color:#8000; font-weight:bold">1</span><span style="color:#000000">) </span><span style="color:#00ff">from</span><span style="color:#000000"> tbl_name a </span><span style="color:#808080">join</span><span style="color:#000000"> mysql.help_topic b </span><span style="color:#00ff">on</span> b.help_topic_id <span style="color:#808080"> (length(a.mSize) <span style="color:#808080">-</span> length(<span style="color:#ff0ff">replace</span>(a.mSize,<span style="color:#ff00">'</span><span style="color:#ff00">,</span><span style="color:#ff00">'</span>,<span style="color:#ff00">''</span>))<span style="color:#808080">+</span><span style="color:#8000; font-weight:bold">1</span><span style="color:#000000">) </span><span style="color:#00ff">order</span> <span style="color:#00ff">by</span> a.ID;</span>
测试实例：
-- SELECT help_topic_id FROM mysql.help_topic -- eg.把一个字段用“，”分隔开组合 select group_concat(user_id ORDER BY user_id ASC) as nids from admin_user SELECT b.did,GROUP_CONCAT(b.sid ORDER BY adjustment DESC,similar DESC) FROM test b GROUP BY b.did -- 1.如果多个导购同１张单的先分解 -- 加时间段 select a.DJBH,a.je,substring_index(substring_index(a.dgy_list_id,',',b.help_topic_id+1),',',-1) from ipos_qtlsd a join mysql.help_topic b on b.help_topic_id < (length(a.dgy_list_id) - length(replace(a.dgy_list_id,',',''))+1) and a.djbh='BP0102_qtsy000070' order by a.DJBH; -- 2.取平均值 -- SELECT help_topic_id FROM mysql.help_topic -- 1.如果多个导购同１张单的先分解 -- @zddm -- @ rq select a.DJBH, substring_index(substring_index(a.dgy_list_id,',',b.help_topic_id+1),',',-1) AS FJID, substring_index(substring_index(a.dgy_list_mc,',',b.help_topic_id+1),',',-1) AS FJMC, FORMAT(a.je/(length(a.dgy_list_id) - length(replace(a.dgy_list_id,',',''))+1),2) AS FJJE, je from ipos_qtlsd a join mysql.help_topic b on b.help_topic_id < (length(a.dgy_list_id) - length(replace(a.dgy_list_id,',',''))+1) and a.rq BETWEEN UNIX_TIMESTAMP('2016-04-01') and UNIX_TIMESTAMP('2016-05-01') and a.djbh='gd_151125000001' order by a.DJBH; -- gd_151125000001 --3.分解后的指标 -- SELECT help_topic_id FROM mysql.help_topic -- 1.如果多个导购同１张单的先分解 -- @khdm_change 终端代码 -- @start_time 开始时间 -- @end_time 结束时间 -- SELECT * FROM ipos_qtlsd WHERE djbh='gd_151125000001' set @khdm_change ='BP0102'; set @start_time=UNIX_TIMESTAMP('2016-04-01'); set @end_time=UNIX_TIMESTAMP('2016-05-01'); SELECT FJID,FJMC,SUM(FJJE) FROM( select a.zddm,a.zdmc,a.DJBH, substring_index(substring_index(a.dgy_list_id,',',b.help_topic_id+1),',',-1) AS FJID, substring_index(substring_index(a.dgy_list_mc,',',b.help_topic_id+1),',',-1) AS FJMC, FORMAT(a.je/(length(a.dgy_list_id) - length(replace(a.dgy_list_id,',',''))+1),2) AS FJJE, je from ipos_qtlsd a join mysql.help_topic b on b.help_topic_id < (length(a.dgy_list_id) - length(replace(a.dgy_list_id,',',''))+1) and a.rq BETWEEN @start_time and @end_time and a.zd_id=(SELECT id from com_base_kehu where khdm=@khdm_change) ) AA GROUP BY FJID,FJMC -- and a.djbh='gd_151125000001' -- order by a.DJBH;
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