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SQL RANK() and ROW_NUMBER(): detailed explanation of differences
In SQL, RANK() and ROW_NUMBER() have similar functions and are easily confused. However, understanding their subtle differences is critical for effective data manipulation.
Comparison of RANK() and ROW_NUMBER()
RANK() assigns the same rank to rows and columns with the same sort value within a partition, while ROW_NUMBER() always increments, even for rows and columns with the same value.
Key Difference: Handling Duplicate Values
The main difference between RANK() and ROW_NUMBER() is their behavior when encountering duplicate values within a partition:
Example
Consider the following form:
StyleID | ID | Description |
---|---|---|
1 | 1 | Item A |
1 | 1 | Item B |
1 | 1 | Item C |
1 | 2 | Item D |
Use the following query:
<code class="language-sql">SELECT ID, Description, RANK() OVER (PARTITION BY StyleID ORDER BY ID) AS 'Rank' FROM SubStyle; SELECT ID, Description, ROW_NUMBER() OVER (PARTITION BY StyleID ORDER BY ID) AS 'RowNumber' FROM SubStyle;</code>
The same result can only be obtained if there are no duplicate values within the partition. For example, if you add another row with StyleID 3 and ID 1, you will observe the following:
StyleID | ID | Description | Rank | RowNumber |
---|---|---|---|---|
1 | 1 | Item A | 1 | 1 |
1 | 1 | Item B | 1 | 2 |
1 | 1 | Item C | 1 | 3 |
1 | 2 | Item D | 4 | 4 |
3 | 1 | New Item | 1 | 5 |
As you can see, for a unique value with StyleID of 3, ROW_NUMBER() assigns an increasing number, while RANK() assigns it the same rank as a row with a duplicate value of StyleID of 1.
Conclusion
RANK() and ROW_NUMBER() serve different purposes. RANK() is used to rank unique values within a group, handling duplicate values appropriately. ROW_NUMBER(), on the other hand, always increments, ensuring that each row has a distinct numeric value, even for rows with duplicate values. Understanding these differences is critical to making informed decisions when working with SQL data.
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