1. Background
The
purpose of this article is providing a way of managing duplicate string data in
such a case when users will enter duplicate data as part of their job. Best
example of such kind of case is giving feedback for a product or service.
Whenever we give feedback for a product, many people may write “Product Quality is good”, for Service, some people can write for
service- “Service is Awesome” or “Great Service” or “Great Help” etc.
If we are product or service company and after delivering our product\service,
if we send invitation for survey feedback to 1 million people then there is chance
to get same answer(string) from many people. Storing the redundant data in
tables is not a good practice and redundant data may confuse us, it may reduce
performance and can create storage issue.
If we see
the same case in Data Warehousing then we need a Feedback Dimension that will
have FeedbackID and FeedbackText. Multiple FeedbackIDs for same Feedbacktext
will do redundancy in dimension and may create confusion while loading Fact
table.
We are
going to manage this condition by using CHECKSUM
function that returns the checksum value computed on data and a unique
clustered index over that checksum value column to restrict redundancy.
2. Steps to restrict redundancy using CHECKSUM function:
i.
Create the table in such a way that ID column should be
computed based on Text column using CHECKSUM function. Below is the example showing
a table named DimFeedback having FeedbackNote and FeecbackID column whose value
computes based on FeedbackNote for the particular row using CHECKSUM FUNCTION :
CREATE TABLE [dbo].[DimFeedBack (
CREATE TABLE [dbo].[DimFeedBack (
[FeedBackID] AS (CHECKSUM([FeedBackNote])),
[FeedBackNote] [NVARCHAR](MAX) NULL
)
ii.
Now create a unique non clustered index on FeecbackID
column to maintain unique FeedbackIDs in the table. (Optional step)
CREATE UNIQUE NONCLUSTERED INDEX [FeedbackID] ON
[dbo].[DimFeedBack] ([FeedBackID] ASC ).
CREATE UNIQUE NONCLUSTERED INDEX [FeedbackID] ON
[dbo].[DimFeedBack] ([FeedBackID] ASC ).
iii. Finally
insert the data in such a way that system first should check whether checksum
value for the input string is avalable in table or not. IF not avalable then
insert the data else do not insert the data.
DECLARE @FeedBack NVARCHAR(500)
SET @FeedBack =
'Thank you so much for your great service.'
IF NOT EXIST (SELECT 1 FROM FeedBack (NOLOCK) WHERE FeedBackID = CHECKSUM(@FeedBack))
BEGIN
INSERT INTO FeedBack
(FeedBackNote)
SELECT @FeedBack
PRINT 'Feedback
has been sucessfully submitted.'
END
ELSE
BEGIN
PRINT 'Feedback
string is already available in the system.'
END
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)
3. Conclusion
By using above steps,
we can avoid data redundancy in the table using CHECKSUM() function
in SQL Server..
in SQL Server..
Generally speaking, SQL is an easy language to learn. If you understand programming and already know some other languages, you can learn SQL in a few weeks. If you're a beginner, completely new to programming, it can take longer. best Udemy courses to learn SQL
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