Sometimes you may want to calculate decile from frequency or counts in MySQL based on. E.g, to rank customers based on number of purchases or orders instead of based on total sales
Calculate Decile from Frequency
There are no functions for it yet. Here’s a ready made query to do it.
E.g, You have a table orders which contains all product orders for each user. You want to calculate decile from frequency of orders.
order +------+--------------+-------------+ | user_id | product | sales | +-----------+------------+----------+ | 1 | Soap | 10 | | 4 | Perfume | 100 | | 1 | Noodles | 20 | | 4 | Soap | 10 | | 1 | Glue | 20 | | 3 | Deo | 200 | +-----------+------------+----------+
deciles +-----------+----------+---------+---------------+ | user_id | total | rank | decile | +-----------+----------+---------+---------------+ | 1 | 3 | 1 | 10 | | 4 | 2 | 2 | 7 | | 3 | 1 | 3 | 3 | +-----------+----------+---------+---------------+
Here’s a query you can use to calculate decile from frequency or count in MySQL. Just replace the columns – user_id, sales and table – order. It counts the number of orders for each user. Then it ranks them on number of orders. Finally, it calculates decile using rank.
select user_id,total,rank,round(10*(cnt-rank+1)/cnt,0) as decile from (SELECT user_id,total,@curRank := @curRank + 1 AS rank FROM (select user_id,count(sales) as total from `order` group by user_id) p, (SELECT @curRank := 0) r ORDER BY total desc ) as dt,(select count(distinct user_id) as cnt from `order`) as ct
If you already have number of orders for each user in the table and want to directly use the table to calculate decile from frequency or count, here’s a query
select user_id,total,rank,round(10*(cnt-rank+1)/cnt,0) as decile from (SELECT user_id,total,@curRank := @curRank + 1 AS rank FROM `order` p, (SELECT @curRank := 0) r ORDER BY total desc ) as dt,(select count(distinct user_id) as cnt from `order`) as ct
order +-----------+----------+ | user_id | total | +-----------+----------+ | 1 | 3 | | 4 | 2 | | 3 | 1 | +-----------+----------+
deciles +-----------+----------+---------+---------------+ | user_id | total | rank | decile | +-----------+----------+---------+---------------+ | 1 | 3 | 3 | 3 | | 4 | 2 | 2 | 7 | | 3 | 1 | 1 | 10 | +-----------+----------+---------+---------------+
