視窗函式

SQL 資料操作

Mona Khalil

Data Scientist, Greenhouse Software

處理聚合值

  • 需要將所有非聚合欄位與 GROUP BY 一起使用
SELECT
  country_id,
  season,
  date,
  AVG(home_goal) AS avg_home
FROM match
GROUP BY country_id;
ERROR: column "match.season" must appear in the GROUP BY 
clause or be used in an aggregate function
SQL 資料操作

視窗函式入門!

  • 在已產生的結果集(視窗)上計算
  • 聚合計算
    • 類似 SELECT 中的子查詢
    • 累計、排名、移動平均
SQL 資料操作

什麼是視窗函式?

  • 2011/2012 每場各進幾球?與平均相比如何?
SELECT
  date,
  (home_goal + away_goal) AS goals,
  (SELECT AVG(home_goal + away_goal) 
     FROM match
     WHERE season = '2011/2012') AS overall_avg
FROM match
WHERE season = '2011/2012';
| date       | goals | overall_avg       |
|------------|-------|-------------------|
| 2011-07-29 | 3     | 2.71646           |
| 2011-07-30 | 2     | 2.71646           |
| 2011-07-30 | 4     | 2.71646           |
| 2011-07-30 | 1     | 2.71646           |
SQL 資料操作

什麼是視窗函式?

  • 2011/2012 每場各進幾球?與平均相比如何?
SELECT
    date,
    (home_goal + away_goal) AS goals,
    AVG(home_goal + away_goal) OVER() AS overall_avg
FROM match
WHERE season = '2011/2012';
| date       | goals | overall_avg       |
|------------|-------|-------------------|
| 2011-07-29 | 3     | 2.71646           |
| 2011-07-30 | 2     | 2.71646           |
| 2011-07-30 | 4     | 2.71646           |
| 2011-07-30 | 1     | 2.71646           |
SQL 資料操作

產生 RANK

  • 依進球數,賽事的排名是什麼?
SELECT
    date,
    (home_goal + away_goal) AS goals
FROM match
WHERE season = '2011/2012';
| date       | goals |
|------------|-------|
| 2011-07-29 | 3     |
| 2011-07-30 | 2     |
| 2011-07-30 | 4     |
| 2011-07-30 | 1     |
SQL 資料操作

產生 RANK

  • 依進球數,賽事的排名是什麼?
SELECT
    date,
    (home_goal + away_goal) AS goals,
    RANK() OVER(ORDER BY home_goal + away_goal) AS goals_rank
FROM match
WHERE season = '2011/2012';
| date       | goals | goals_rank |
|------------|-------|------------|
| 2012-04-28 | 0     | 1          |
| 2011-12-26 | 0     | 1          |
| 2011-09-10 | 0     | 1          |
| 2011-08-27 | 0     | 1          |
| 2012-01-07 | 0     | 1          |
SQL 資料操作

產生 RANK

  • 依進球數,賽事的排名是什麼?
SELECT
    date,
    (home_goal + away_goal) AS goals,
    RANK() OVER(ORDER BY home_goal + away_goal DESC) AS goals_rank
FROM match
WHERE season = '2011/2012';
| date       | goals | goals_rank |
|------------|-------|------------|
| 2011-11-06 | 10    | 1          |
| 2011-08-28 | 10    | 1          |
| 2012-05-12 | 9     | 3          |
| 2012-02-12 | 9     | 3          |
| 2012-03-09 | 9     | 3          |
SQL 資料操作

關鍵差異

  • 在查詢的所有部分之後處理,僅 ORDER BY 例外
    • 使用結果集中的資訊,而非資料庫
  • 支援於 PostgreSQL、Oracle、MySQL、SQL Server……
    • ……但不支援 SQLite
SQL 資料操作

一起來練習吧!

SQL 資料操作

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