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Part III
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More on Dimension Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .113 Grouping Dimensions into Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 114 Two Ways of Relating Dimension Attributes . . . . . . . . . . . . . . . . . 114 When Struggling with Dimension Groupings . . . . . . . . . . . . . . . . 117 Breaking Up Large Dimensions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 119 Splitting Dimension Tables Arbitrarily . . . . . . . . . . . . . . . . . . . . . . 120 Alternatives to Split Dimensions. . . . . . . . . . . . . . . . . . . . . . . . . . . 122 Mini-Dimensions Alleviate ETL Bottlenecks and Excessive Growth . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 123 Dimension Roles and Aliasing. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128 Avoiding the NULL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 132 Problems Caused by NULL. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 132 Avoiding NULL Foreign Key Values. . . . . . . . . . . . . . . . . . . . . . . . 136 Uses for Special-Case Rows . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 138 Behavioral Dimensions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 141 Converting Facts to Dimensions at Query Time . . . . . . . . . . . . . . 142 Designing and Using Behavioral Dimensions . . . . . . . . . . . . . . . . 142 Design Considerations for Behavioral Dimensions . . . . . . . . . . . . 144 Summary. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 144 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 145 Hierarchies and Snowflakes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .147 Drilling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 148 The Concept of Drilling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 148 The Reality of Drilling. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 149 Attribute Hierarchies and Drilling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 149 The Attribute Hierarchy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 149 Drilling Within an Attribute Hierarchy . . . . . . . . . . . . . . . . . . . . . 150 Other Ways to Drill . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 151 Documenting Attribute Hierarchies. . . . . . . . . . . . . . . . . . . . . . . . 153 Snowflakes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 157 Avoiding the Snowflake. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 158 Embracing the Snowflake . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 161 Outriggers. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 163 Repeating Groups . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 163 Eliminating Repeating Groups with Outriggers . . . . . . . . . . . . . . 165 Outriggers and Slow Change Processing . . . . . . . . . . . . . . . . . . . . 167 Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 168 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 169 More Slow Change Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .171 Time-Stamped Dimensions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 172 Point-in-Time Status of a Dimension . . . . . . . . . . . . . . . . . . . . . . . 172 The Time-Stamped Solution. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175
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