Create a Cumulative Sum Column in MySQL
I have a table that looks like this:
id count
1 100
2 50
3 10
I want to add a new column called cumulative_sum, so the table would look like this:
id count cumulative_sum
1 100 100
2 50 150
3 10 160
Is there a MySQL update statement that can do this easily? What's the best way to accomplish this?
Solution 1:
Using a correlated query:
SELECT t.id,
t.count,
(SELECT SUM(x.count)
FROM TABLE x
WHERE x.id <= t.id) AS cumulative_sum
FROM TABLE t
ORDER BY t.id
Using MySQL variables:
SELECT t.id,
t.count,
@running_total := @running_total + t.count AS cumulative_sum
FROM TABLE t
JOIN (SELECT @running_total := 0) r
ORDER BY t.id
Note:
- The
JOIN (SELECT @running_total := 0) r
is a cross join, and allows for variable declaration without requiring a separateSET
command. - The table alias,
r
, is required by MySQL for any subquery/derived table/inline view
Caveats:
- MySQL specific; not portable to other databases
- The
ORDER BY
is important; it ensures the order matches the OP and can have larger implications for more complicated variable usage (IE: psuedo ROW_NUMBER/RANK functionality, which MySQL lacks)
Solution 2:
If performance is an issue, you could use a MySQL variable:
set @csum := 0;
update YourTable
set cumulative_sum = (@csum := @csum + count)
order by id;
Alternatively, you could remove the cumulative_sum
column and calculate it on each query:
set @csum := 0;
select id, count, (@csum := @csum + count) as cumulative_sum
from YourTable
order by id;
This calculates the running sum in a running way :)
Solution 3:
MySQL 8.0/MariaDB supports windowed SUM(col) OVER()
:
SELECT *, SUM(cnt) OVER(ORDER BY id) AS cumulative_sum
FROM tab;
Output:
┌─────┬──────┬────────────────┐
│ id │ cnt │ cumulative_sum │
├─────┼──────┼────────────────┤
│ 1 │ 100 │ 100 │
│ 2 │ 50 │ 150 │
│ 3 │ 10 │ 160 │
└─────┴──────┴────────────────┘
db<>fiddle