Wednesday, August 12, 2026

203 ) Normalization with examples and problems

 Normalization 

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1NF  - There should not be multiple values in each cell

( 3 courses of student in same cell ) 

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2NF  - in 1NF and  All non Non key attributes should be

           dependent on key attributes and all.

 policy table (Policy_ID, Agent_ID, Policy_Type, Agent_Name, Premium_Amount)

Composite Primary Key: (Policy_ID, Agent_ID)

Agent_Name partially depends only on Agent_ID only not on policy_id

 so seperate table shd be there from agent details 

     policy table (Policy_ID, Agent_ID, Policy_Type, Premium_Amount)

    Agent ( Agent_ID,  , Agent_Name, )



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3NF  -  It should be in 2NF           

           - And  there should not be any transitive dependency
(Policy_ID (PK) ,Customer_ID , Customer_Name, Customer_City)

-   Customer_Name and Customer_City depend on Customer_ID, not directly on the primary key (Policy_ID). 

so there shd be seperate table for customer details 

        Policy table ( Policy_ID (PK) ,Customer_ID  ) 

        customer table ( Customer_ID , Customer_Name, Customer_City)




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4NF -  Avoids multivalued dependency like 

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 (Course_ID, Instructor_ID, Textbook_ID)
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Primary Key / Super Key: (Course_ID, Instructor_ID, Textbook_ID) (The entire composite combination acts as the key since a course can have multiple instructors and multiple assigned textbooks).

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Table Names for the 4NF Structure : 
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    Table 1: Course_Instructors (Columns: Course_ID, Instructor_ID)

    Table 2: Course_Textbooks   (Columns: Course_ID, Textbook_ID)
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PROBLEMS WITH NORMALIZATION

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  • The Problem: Normalization forces heavy, continuous JOINs across multiple tables, slowing down searches and overloading the database.

  • The Fix: ( CANONICAL MODEL ) Run a query once a day to pre-calculate and save the results into a summary table.

  • Your App: Instead of joining tables live, your app just queries that single summary table instantly.

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