我有几个非常大的表(超过 400,000 行),如下所示:
+---------+--------+---------------+
| ID | M1 | M1_Percentile |
+---------+--------+---------------+
| 3684514 | 3.2997 | NULL |
| 3684515 | 3.0476 | NULL |
| 3684516 | 2.6499 | NULL |
| 3684517 | 0.3585 | NULL |
| 3684518 | 1.6919 | NULL |
| 3684519 | 2.8515 | NULL |
| 3684520 | 4.0728 | NULL |
| 3684521 | 4.0224 | NULL |
| 3684522 | 5.8207 | NULL |
| 3684523 | 6.8291 | NULL |
+---------+--------+---------------+...about 400,000 more
我需要为列中的每一行分配M1_Percentile
一个值,该值表示“M1 值等于或低于当前行M1
值的行的百分比”
换句话说,我需要:
我成功地实现了这个,但它太慢了。如果有人可以创建以下代码的更高效版本,我将不胜感激!
UPDATE myTable AS X JOIN (
SELECT
s1.ID, COUNT(s2.ID)/ (SELECT COUNT(*) FROM myTable) * 100 AS percentile
FROM
myTable s1 JOIN myTable s2 on (s2.M1 <= s1.M1)
GROUP BY s1.ID
ORDER BY s1.ID) AS Z
ON (X.ID = Z.ID)
SET X.M1_Percentile = Z.percentile;
如果行数限制为您看到的行数(10 行),这是上述查询的(正确但缓慢)结果:
+---------+--------+---------------+
| ID | M1 | M1_Percentile |
+---------+--------+---------------+
| 3684514 | 3.2997 | 60 |
| 3684515 | 3.0476 | 50 |
| 3684516 | 2.6499 | 30 |
| 3684517 | 0.3585 | 10 |
| 3684518 | 1.6919 | 20 |
| 3684519 | 2.8515 | 40 |
| 3684520 | 4.0728 | 80 |
| 3684521 | 4.0224 | 70 |
| 3684522 | 5.8207 | 90 |
| 3684523 | 6.8291 | 100 |
+---------+--------+---------------+
为整个 400,000 行生成相同的结果需要更长的时间。