用MySQL计算中位数最简单(希望不会太慢)的方法是什么?我已经使用AVG(x)来寻找平均值,但我很难找到一个简单的方法来计算中位数。现在,我将所有的行返回到PHP,进行排序,然后选择中间的行,但是肯定有一些简单的方法可以在一个MySQL查询中完成它。

示例数据:

id | val
--------
 1    4
 2    7
 3    2
 4    2
 5    9
 6    8
 7    3

对val排序得到2 2 3 4 7 8 9,因此中位数应该是4,而SELECT AVG(val) == 5。


当前回答

一个简单的方法来计算中位数在MySQL

set @ct := (select count(1) from station);
set @row := 0;

select avg(a.val) as median from 
(select * from  table order by val) a
where (select @row := @row + 1)
between @ct/2.0 and @ct/2.0 +1;

其他回答

基于@bob的回答,这将查询泛化为能够返回多个中位数,并按某些标准分组。

想想,例如,一个车场二手车的中位数销售价格,按年-月分组。

SELECT 
    period, 
    AVG(middle_values) AS 'median' 
FROM (
    SELECT t1.sale_price AS 'middle_values', t1.row_num, t1.period, t2.count
    FROM (
        SELECT 
            @last_period:=@period AS 'last_period',
            @period:=DATE_FORMAT(sale_date, '%Y-%m') AS 'period',
            IF (@period<>@last_period, @row:=1, @row:=@row+1) as `row_num`, 
            x.sale_price
          FROM listings AS x, (SELECT @row:=0) AS r
          WHERE 1
            -- where criteria goes here
          ORDER BY DATE_FORMAT(sale_date, '%Y%m'), x.sale_price
        ) AS t1
    LEFT JOIN (  
          SELECT COUNT(*) as 'count', DATE_FORMAT(sale_date, '%Y-%m') AS 'period'
          FROM listings x
          WHERE 1
            -- same where criteria goes here
          GROUP BY DATE_FORMAT(sale_date, '%Y%m')
        ) AS t2
        ON t1.period = t2.period
    ) AS t3
WHERE 
    row_num >= (count/2) 
    AND row_num <= ((count/2) + 1)
GROUP BY t3.period
ORDER BY t3.period;

你可以使用这里的用户定义函数。

您可以使用窗口函数row_number()来回答查询以找到介质

select val 
from (select val, row_number() over (order by val) as rownumber, x.cnt 
from data, (select count(*) as cnt from data) x) abc
where rownumber=ceil(cnt/2);

如果这是MySQL,现在有窗口函数,你可以这样做(假设你想四舍五入到最接近的整数-否则只需将round替换为CEIL或FLOOR或其他什么)。下面的解决方案适用于表,无论表的行数是偶数还是奇数:


WITH CTE AS (
    SELECT val,
            ROW_NUMBER() OVER (ORDER BY val ASC) AS rn,
            COUNT(*) OVER () AS total_count
    FROM data
)
SELECT ROUND(AVG(val)) AS median
FROM CTE
WHERE
    rn BETWEEN
    total_count / 2.0 AND
    total_count / 2.0 + 1;

I think some of the more recent answers on this thread were already getting at this approach, but it also seemed like people were overthinking it, so consider this an improved version. Regardless of SQL flavor, there is no reason anyone should be writing a huge paragraph of code with multiple subqueries just to get the median in 2021. However, please note that the above query only works if you're asked to find the median for a continuous series. Of course, regardless of row number, sometimes people do make a distinction between what is referred to as the Discrete Median and what is referred to as the Interpolated Median for a continuous series.

如果你被要求为一个离散级数找到中位数,而表的行数是偶数,那么上面的解决方案就不适合你,你应该恢复使用其他解决方案之一,比如TheJacobTaylor的。

下面的第二个解决方案是对TheJacobTaylor的稍微修改的版本,其中我显式地声明了CROSS JOIN。这个方法也适用于行数为奇数的表,不管你是被要求求连续序列的中位数还是离散序列的中位数,但我特别会在被要求求离散序列的中位数时使用这个方法。否则,使用第一种解决方案。这样,您就永远不必考虑数据是包含“偶数”还是“奇数”个数的数据点。


SELECT x.val AS median
FROM data x
CROSS JOIN data y
GROUP BY x.val
HAVING SUM(SIGN(1 - SIGN(y.val - x.val))) = (COUNT(*) + 1) / 2;

最后,你可以在PostgreSQL中使用内置函数轻松做到这一点。这里有一个很好的解释,以及关于离散中位数和插值中位数的有效总结。

https://leafo.net/guides/postgresql-calculating-percentile.html#calculating-the-median

你也可以选择在存储过程中这样做:

DROP PROCEDURE IF EXISTS median;
DELIMITER //
CREATE PROCEDURE median (table_name VARCHAR(255), column_name VARCHAR(255), where_clause VARCHAR(255))
BEGIN
  -- Set default parameters
  IF where_clause IS NULL OR where_clause = '' THEN
    SET where_clause = 1;
  END IF;

  -- Prepare statement
  SET @sql = CONCAT(
    "SELECT AVG(middle_values) AS 'median' FROM (
      SELECT t1.", column_name, " AS 'middle_values' FROM
        (
          SELECT @row:=@row+1 as `row`, x.", column_name, "
          FROM ", table_name," AS x, (SELECT @row:=0) AS r
          WHERE ", where_clause, " ORDER BY x.", column_name, "
        ) AS t1,
        (
          SELECT COUNT(*) as 'count'
          FROM ", table_name, " x
          WHERE ", where_clause, "
        ) AS t2
        -- the following condition will return 1 record for odd number sets, or 2 records for even number sets.
        WHERE t1.row >= t2.count/2
          AND t1.row <= ((t2.count/2)+1)) AS t3
    ");

  -- Execute statement
  PREPARE stmt FROM @sql;
  EXECUTE stmt;
END//
DELIMITER ;


-- Sample usage:
-- median(table_name, column_name, where_condition);
CALL median('products', 'price', NULL);