尋找並處理遺漏值

SQL Server 中級

Ginger Grant

Instructor

偵測遺漏值

  • 當沒有資料時,資料庫欄位會是 NULL

  • NULL 不是數字,不能用 =<> 來尋找或比較遺漏值

  • 若要判斷欄位是否為 NULL,請用 IS NULLIS NOT NULL

SQL Server 中級

T-SQL:回傳無 NULL 的列

SELECT Country, InternetUse, Year
FROM EconomicIndicators
WHERE InternetUse IS NOT NULL 
+-------------------+-------------------+------------+
|Country            |InternetUse        |Year        |
|-------------------+-------------------+------------+
|Afghanistan        |4.58066992         |2011        |
|Albania            |49                 |2011        |
|Algeria            |14                 |2011        |
....
+-------------------+-------------------+------------+
SQL Server 中級

T-SQL:偵測 NULL

SELECT  Country, InternetUse, Year
FROM EconomicIndicators
WHERE InternetUse IS NULL 
+-------------------+-------------------+------------+
|Country            |InternetUse        |Year        |
|-------------------+-------------------+------------+
|Angola             |NULL               |2013        |
|Argentina          |NULL               |2013        |
|Armenia            |NULL               |2013        |
....
+-------------------+-------------------+------------+
SQL Server 中級

空白不等於 NULL

  • 空白不等於 NULL
  • 常見於文字欄位
  • 可用空字串 '' 尋找空白值
  • 最佳作法:找出長度(Length 或 LEN)> 0 的欄位
SQL Server 中級

空白不等於 NULL

SELECT Country, GDP, Year
FROM EconomicIndicators
WHERE LEN(GDP) > 0
+-------------------+-------------------+------------+
|Country            |GDP                |Year        |
|-------------------+-------------------+------------+
|Afghanistan        |54852215624        |2011        |
|Albania            |29334492905        |2011        |
|Algeria            |453558093404       |2011        |
....
+-------------------+-------------------+------------+
SQL Server 中級

用 ISNULL 以特定值取代遺漏值

SELECT GDP, Country, 
ISNULL(Country, 'Unknown') AS NewCountry
FROM EconomicIndicators
+-------------------+----------------+----------------+
|GDP                |Country         |NewCountry      |
|-------------------+----------------+----------------+
|5867920022         |NULL            |Unknown         |
|597873038497       |South Africa    |South Africa    |  
|1474091271101      |NULL            |Unknown         |
...
+-------------------+----------------+----------------+
SQL Server 中級

用 ISNULL 以其他欄位取代遺漏值

/*Substituting values from one column for another with ISNULL*/
SELECT TradeGDPPercent, ImportGoodPercent,
ISNULL(TradeGDPPercent, ImportGoodPercent) AS NewPercent
FROM EconomicIndicators
+-------------------+------------------+----------------+
|TradeGDPPercent    |ImportGoodPercent |NewPercent      |
|-------------------+------------------+----------------+
|NULL               |56.7              |56.7            |
|52.18720739        |51.75273421       |52.18720739     |  
|NULL               |NULL              |NULL            |
...
+-------------------+------------------+----------------+
SQL Server 中級

用 COALESCE 取代 NULL 值

COALESCE 會回傳第一個非遺漏值

COALESCE( value_1, value_2, value_3, ... value_n )
  • value_1NULLvalue_2NULL,則回傳 value_2
  • value_1value_2NULL,而 value_3NULL,則回傳 value_3
  • ...
SQL Server 中級

使用 COALESCE 的 SQL 範例

SELECT TradeGDPPercent, ImportGoodPercent,
COALESCE(TradeGDPPercent, ImportGoodPercent, 'N/A') AS NewPercent
FROM EconomicIndicators
+-------------------+--------------------+---------------+
|TradeGDPPercent    |ImportGoodPercent   |NewPercent     |
|-------------------+--------------------+---------------+
|NULL               |56.7                |56.7           |
|NULL               |NULL                |N/A            |
|52.18720739        |51.75273421         |52.18720739    |
+-------------------+--------------------+---------------+
SQL Server 中級

一起來練習吧!

SQL Server 中級

Preparing Video For Download...