Transposing Dynamic Columns into Rows
Transposing columns into rows, often referred to as "unpivoting," can be a valuable technique in data reshaping. By converting wide tables with multiple columns into narrow tables with fewer columns, it becomes easier to analyze and work with the data.
Dynamic Unpivoting in MySQL
In MySQL, there is no built-in UNPIVOT function. However, you can achieve unpivoting using a combination of SQL statements and dynamic SQL generation.
Example: Unpivoting Table_1
Consider the following example, where we want to unpivot Table_1 into Expected_Result_Table, considering only values greater than 0:
Table1 ----------------------------------------- Id abc brt ccc ddq eee fff gga hxx ----------------------------------------- 12345 0 1 0 5 0 2 0 0 21321 0 0 0 0 0 0 0 0 33333 2 0 0 0 0 0 0 0 41414 0 0 0 0 5 0 0 1 55001 0 0 0 0 0 0 0 2 60000 0 0 0 0 0 0 0 0 77777 9 0 3 0 0 0 0 0
Expected_Result_Table --------------------- Id Word Qty>0 --------------------- 12345 brt 1 12345 ddq 5 12345 fff 2 33333 abc 2 41414 eee 5 41414 hxx 1 55001 hxx 2 77777 abc 9 77777 ccc 3
Dynamic SQL Generation for Unpivoting
To unpivot Table_1, we first need to generate a dynamic SQL statement based on the column names of Table_1. This can be achieved using the following steps:
-
Generate a list of distinct column names excluding the "Id" column using the following query:
SELECT GROUP_CONCAT(DISTINCT CONCAT( 'select id, ''', c.column_name, ''' as word, ', c.column_name, ' as qty from yt where ', c.column_name, ' > 0' ) SEPARATOR ' UNION ALL ' ) INTO @sql FROM information_schema.columns c where c.table_name = 'yt' and c.column_name not in ('id') order by c.ordinal_position;
-
Concatenate the generated SQL strings to form the final dynamic SQL statement:
SET @sql = CONCAT('select id, word, qty from (', @sql, ') x order by id');
-
Prepare and execute the dynamic SQL statement using the following code:
PREPARE stmt FROM @sql; EXECUTE stmt; DEALLOCATE PREPARE stmt;
Result:
Executing the dynamic SQL statement will generate the Expected_Result_Table:
--------------------- Id Word Qty>0 --------------------- 12345 brt 1 12345 ddq 5 12345 fff 2 33333 abc 2 41414 eee 5 41414 hxx 1 55001 hxx 2 77777 abc 9 77777 ccc 3
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