Databricks SQL查询求助:提取首启动日期与最新状态
解决方案
针对需求——按order_number分组,输出每组的首个start_date和最新的status,可以用以下几种SQL实现方式:
方法1:窗口函数标记法
通过两个窗口函数分别标记出首个日期的行和最新状态的行,再通过聚合筛选结果:
WITH order_details AS ( SELECT order_number, start_date, status, -- 标记首个start_date的行 ROW_NUMBER() OVER (PARTITION BY order_number ORDER BY start_date ASC) AS rn_first, -- 标记最新start_date对应的行(若同日期有多条,取第一条) ROW_NUMBER() OVER (PARTITION BY order_number ORDER BY start_date DESC) AS rn_last FROM your_table_name ) SELECT order_number, MAX(CASE WHEN rn_first = 1 THEN start_date END) AS first_start_date, MAX(CASE WHEN rn_last = 1 THEN status END) AS latest_status FROM order_details GROUP BY order_number;
方法2:子查询分别取值
直接通过子查询获取每组的最小start_date,以及按start_date倒序取第一条的status:
SELECT DISTINCT order_number, (SELECT MIN(start_date) FROM your_table_name WHERE order_number = t.order_number) AS first_start_date, (SELECT status FROM your_table_name WHERE order_number = t.order_number ORDER BY start_date DESC LIMIT 1) AS latest_status FROM your_table_name t;
方法3:FIRST_VALUE/LAST_VALUE函数(适用于PostgreSQL、SQL Server等)
利用窗口函数直接提取首个日期和最新状态:
SELECT DISTINCT order_number, FIRST_VALUE(start_date) OVER ( PARTITION BY order_number ORDER BY start_date ASC ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING ) AS first_start_date, LAST_VALUE(status) OVER ( PARTITION BY order_number ORDER BY start_date DESC ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING ) AS latest_status FROM your_table_name;
关于你之前用Dense Rank遇到的问题
如果只单一按start_date排序打Dense Rank,当存在多个相同start_date的记录时,会出现多条同rank的行,导致无法精准拿到唯一的最新状态;另外如果没有分别处理「首个日期」和「最新状态」两个独立的排序维度,就会出现日期和状态不匹配的情况,以上方法都是分开处理这两个维度,确保结果符合需求。
内容的提问来源于stack exchange,提问作者Krishna
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