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Derived Schemas . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .325 Restructuring Dimensional Data. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 326 Uses for Derived Schemas . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 326 Derived Schemas Already Covered. . . . . . . . . . . . . . . . . . . . . . . . . 328 The Cost of Derived Schemas . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 329 The Merged Fact Table . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 330 Precomputed Drill-Across Results. . . . . . . . . . . . . . . . . . . . . . . . . . 331 Simplified Process Comparison . . . . . . . . . . . . . . . . . . . . . . . . . . . 332 Improved Performance . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 332 Supporting Tools that Cannot Drill Across . . . . . . . . . . . . . . . . . . 333 Single-Process Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 333 Including a Nonshared Dimension . . . . . . . . . . . . . . . . . . . . . . . . 334 The Pivoted Fact Table. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 335 The Need to Pivot Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 335 The Pivoted Advantage . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 337 Drawbacks to Pivoting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 337 The Sliced Fact Table. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 337 Creating Slices of a Star. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 338 Uses for Sliced Fact Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 339 Slices First. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 339 Set Operation Fact Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 340 Comparing Two Sets of Data. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 340 Several Possible Comparisons . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 341 Choosing to Precompute Set Operations . . . . . . . . . . . . . . . . . . . 342 Summary. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 343 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 344 Aggregates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .345 Fundamentals of Aggregates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 346 Summarizing Base Data. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 346 Using Aggregates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 350 Loading Aggregates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 353 Cubes as Aggregates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 356 Making Aggregates Invisible . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 357 Aggregate Navigation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 357 Aggregate Generation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 360 Alternative Summary Designs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 362 Transformative Summaries May Also Be Useful . . . . . . . . . . . . . . 362 Single Table Designs Should Be Avoided. . . . . . . . . . . . . . . . . . . . 363 Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 365 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 366
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