Retrieve the Top N Rows for Each Category Query Using MS SQL Server?
To retrieve the top N rows for each category in SQL Server, you can use window functions, specifically ROW_NUMBER(), which allows you to rank rows within each category. Then, you can filter based on this ranking.
Here’s a general approach assuming you have a table with categories and some criteria to rank the rows (e.g., sales, scores, etc.):
Example Table Structure
Assume you have a table:
Products:ProductIDCategoryIDProductNameSalesAmount
SQL Query to Retrieve the Top N Rows for Each Category
Explanation:
CTE
RankedProducts:ROW_NUMBER() OVER (PARTITION BY CategoryID ORDER BY SalesAmount DESC) AS rn: This assigns a unique sequential integer (rn) to each row within eachCategoryIDpartition, ordered bySalesAmountin descending order. This means the highest sales amount gets1, the next gets2, and so on.
Final Query:
WHERE rn <= @TopN: Filters the rows to include only those where the row number is less than or equal to@TopN, which is a parameter representing the topNrows you want to retrieve for each category.
Example Data and Results
Assume the Products table has the following data:
| ProductID | CategoryID | ProductName | SalesAmount |
|---|---|---|---|
| 1 | A | Product 1 | 1000 |
| 2 | A | Product 2 | 1500 |
| 3 | A | Product 3 | 2000 |
| 4 | B | Product 4 | 3000 |
| 5 | B | Product 5 | 3500 |
| 6 | B | Product 6 | 2500 |
| 7 | C | Product 7 | 500 |
| 8 | C | Product 8 | 700 |
If you want to retrieve the top 2 products per category, setting @TopN to 2, the query will result in:
| ProductID | CategoryID | ProductName | SalesAmount |
|---|---|---|---|
| 3 | A | Product 3 | 2000 |
| 2 | A | Product 2 | 1500 |
| 5 | B | Product 5 | 3500 |
| 4 | B | Product 4 | 3000 |
| 8 | C | Product 8 | 700 |
| 7 | C | Product 7 | 500 |
This result shows the top 2 products by sales amount for each category.
You can execute this query in SQL Server Management Studio or any SQL query tool connected to your SQL Server to retrieve the top N rows for each category. Adjust the @TopN parameter to the number of top rows you need.
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