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sqlt-sqlsql-server-2008-r2window-functionsmoving-average

T-SQL calculate moving average


I am working with SQL Server 2008 R2, trying to calculate a moving average. For each record in my view, I would like to collect the values of the 250 previous records, and then calculate the average for this selection.

My view columns are as follows:

TransactionID | TimeStamp           | Value | MovAvg
----------------------------------------------------
            1 | 01.09.2014 10:00:12 |     5 |    
            2 | 01.09.2014 10:05:34 |     3 | 
...
          300 | 03.09.2014 09:00:23 |     4 | 

TransactionID is unique. For each TransactionID, I would like to calculate the average for column value, over previous 250 records. So for TransactionID 300, collect all values from previous 250 rows (view is sorted descending by TransactionID) and then in column MovAvg write the result of the average of these values. I am looking to collect data within a range of records.


Solution

  • The window functions in SQL 2008 are rather limited compared to later versions and if I remember correct you can only partition and you can't use any rows/range frame limit but I think this might be what you want:

    ;WITH cte (rn, transactionid, value) AS (
        SELECT 
           rn = ROW_NUMBER() OVER (ORDER BY transactionid),
           transactionid,
           value
        FROM your_table
    )
    
    SELECT 
        transactionid, 
        value, 
        movagv = (
            SELECT AVG(value) 
            FROM cte AS inner_ref
            -- average is calculated for 250 previous to current row inclusive
            -- I might have set the limit one row to large, maybe it should be 249
            WHERE inner_ref.rn BETWEEN outer_ref.rn-250 AND outer_ref.rn
            ) 
    FROM cte AS outer_ref
    

    Note that it applies a correlated sub-query to every row and performance might not be great.

    With the later versions you could have used window frame functions and done something like this:

    SELECT 
        transactionid, 
        value,
        -- avg over the 250 rows counting from the previous row
        AVG(value) OVER (ORDER BY transactionid  
                         ROWS BETWEEN 251 PRECEDING AND 1 PRECEDING),
        -- or 250 rows counting from current
        AVG(value) OVER (ORDER BY transactionid  
                         ROWS BETWEEN 250 PRECEDING AND CURRENT ROW)
    FROM your_table