Optimize query design: use a single SQL statement to achieve multiple counts
In data analysis, it is often necessary to obtain multiple counts for different conditions in the table. While a simple query can return a single count, getting multiple counts in a single query requires a more nuanced approach.
Query structure:
For this, we can use CASE statement combined with aggregate functions. This method simulates the functionality of the PIVOT function in some database systems. The generated query takes the form:
SELECT distributor_id, COUNT(*) AS total, SUM(CASE WHEN level = 'exec' THEN 1 ELSE 0 END) AS ExecCount, SUM(CASE WHEN level = 'personal' THEN 1 ELSE 0 END) AS PersonalCount FROM yourtable GROUP BY distributor_id
Instructions:
-
The
-
COUNT(*)
function counts the total number of rows for eachdistributor_id
.
The - CASE statement uses conditional logic to increment the row count based on the
level
column. Iflevel
is 'exec', thenExecCount
is incremented; iflevel
is 'personal', thenPersonalCount
is incremented.
The -
GROUP BY
clause groups the results bydistributor_id
, ensuring a unique count for each distributor.
Advantages of this method:
- Efficiency: This query retrieves multiple counts with a single execution, eliminating the need for multiple queries or complex subqueries.
- Clarity: The query structure is simple and easy to understand, easy to maintain and modify.
- Flexibility: CASE statements can be modified to accommodate other conditions or levels to meet future needs.
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