Presto 中的组内等效模式

Mode-within-group equivalent in Presto

在 Postgres 中,以下查询输出每个客户最常购买的奶酪:

SELECT
    customer,
    MODE() WITHIN GROUP (ORDER BY "subcategory") AS "fav_cheese"
FROM dft
WHERE category = 'CHEESE'
GROUP BY
    customer

这个returns:

customer   fav_cheese
       1      cheddar    # customer1's most-frequently-purchased cheese is cheddar
       2         blue    # customer2's most-frequently-purchased cheese is blue
       3     shredded    # customer3's most-frequently-purchased cheese is shredded

如何在Presto中实现相同的输出?

到目前为止我尝试了不同的方法都没有成功。

您可以使用 window 函数:

SELECT customer, subcategory AS fav_cheese
FROM (SELECT customer, category, subcategory, COUNT(*) as cnt,
             ROW_NUMBER() OVER (PARTITION BY customer ORDER BY COUNT(*) DESC) as seqnum
      FROM dft
      WHERE category = 'CHEESE'
      GROUP BY customer, category, subcategory
     ) t
WHERE seqnum = 1;

作为解决方法,您可以使用直方图方法:

SELECT customer, 
MAP_KEYS(hist)[
    ARRAY_POSITION(MAP_VALUES(hist), ARRAY_MAX(MAP_VALUES(hist)))
] as fav_cheese 
FROM (
   SELECT customer, histogram(subcategory) as hist
   FROM dft
   WHERE category = 'CHEESE'
   GROUP BY customer
) as f