How to Get the Top 1 Row of Each Group in SQL
When working with large datasets in SQL, it is often necessary to retrieve only the top row from each group based on certain criteria. This can be a common requirement when dealing with log tables or transactional data. In this article, we will explore different approaches to solve this problem in SQL and provide code examples for SQL Server.
Understanding the Problem
Let's start by understanding the problem at hand. We have a table called 'DocumentStatusLogs' which contains information about the status of different documents over time. The table has the following columns: ID, DocumentID, Status, and DateCreated.
| ID | DocumentID | Status | DateCreated |
|----|------------|--------|-------------|
| 2 | 1 | S1 | 7/29/2011 |
| 3 | 1 | S2 | 7/30/2011 |
| 6 | 1 | S1 | 8/02/2011 |
| 1 | 2 | S1 | 7/28/2011 |
| 4 | 2 | S2 | 7/30/2011 |
| 5 | 2 | S3 | 8/01/2011 |
| 6 | 3 | S1 | 8/02/2011 |
Our goal is to retrieve the latest entry for each document, based on the date it was created. We want the result to include the DocumentID, Status, and DateCreated columns, like this:
| DocumentID | Status | DateCreated |
|------------|--------|-------------|
| 1 | S1 | 8/02/2011 |
| 2 | S3 | 8/01/2011 |
| 3 | S1 | 8/02/2011 |
Approach 1: Using Subqueries
One way to solve this problem is by using subqueries. We can write a query that selects the top row for each DocumentID based on the DateCreated column. Here's the code:
SELECT
DocumentID,
Status,
DateCreated
FROM
DocumentStatusLogs l
WHERE
DateCreated = (
SELECT
MAX(DateCreated)
FROM
DocumentStatusLogs
WHERE
DocumentID = l.DocumentID
)
In the above query, we use a subquery to select the maximum DateCreated value for each DocumentID. We then use this value to filter the rows in the outer query, effectively selecting only the top row for each group.
Approach 2: Using Window Functions
Another approach to solving this problem is by using window functions, specifically the ROW_NUMBER() function. This function assigns a unique number to each row within a partition, based on the specified order. We can then filter the rows based on this row number to get the top rows.
SELECT
DocumentID,
Status,
DateCreated
FROM (
SELECT
DocumentID,
Status,
DateCreated,
ROW_NUMBER() OVER (PARTITION BY DocumentID ORDER BY DateCreated DESC) as rn
FROM
DocumentStatusLogs
) l
WHERE
rn = 1
In the above query, we use the ROW_NUMBER() function to assign a unique row number for each row within a partition (in this case, the partition is the DocumentID). We then filter the rows where the row number is equal to 1, effectively selecting only the top row for each group.
Conclusion
In this article, we explored different approaches to solving the problem of retrieving the top 1 row from each group in SQL. We covered two approaches: using subqueries and using window functions. Both approaches are valid and can be used depending on the specific requirements and database system being used.
Remember to choose the approach that best suits your needs and optimize the query for performance if working with large datasets. It is always recommended to test the queries on a subset of data before running them on the entire dataset.