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Contents
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Part IV
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11
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Transactions, Snapshots, and Accumulating Snapshots . . . . . . . . . . . . .259 Transaction Fact Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 260 Describing Events . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 260 Properties of Transaction Fact Tables. . . . . . . . . . . . . . . . . . . . . . . 260 Snapshot Fact Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 261 The Challenge: Studying Status . . . . . . . . . . . . . . . . . . . . . . . . . . . 262 The Snapshot Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 265 Snapshot Considerations. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 269 Accumulating Snapshot Fact Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . 274 Challenge: Studying Elapsed Time Between Events . . . . . . . . . . . 274 The Accumulating Snapshot. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 278 Accumulating Snapshot Considerations . . . . . . . . . . . . . . . . . . . . 282 Summary. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 287 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 288 Factless Fact Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .291 Events with No Facts. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 292 Nothing to Measure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 292 The Factless Fact Table . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 292 Using a Factless Fact Table . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 294 Adding a Fact . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 295 Conditions, Coverage, or Eligibility . . . . . . . . . . . . . . . . . . . . . . . . . . . . 297 Why Model Conditions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 298 Factless Fact Tables for Conditions. . . . . . . . . . . . . . . . . . . . . . . . . 300 Comparing Activities and Conditions . . . . . . . . . . . . . . . . . . . . . . 301 Slowly Changing Dimensions and Conditions. . . . . . . . . . . . . . . . 304 Summary. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 305 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 305 Type-Specific Stars . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .307 Type-Specific Attributes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 308 Operational Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 308 Analytic Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 309 Core and Custom Stars . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 310 Core and Custom Dimension Tables . . . . . . . . . . . . . . . . . . . . . . . 310 Core and Custom Fact Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 314 Other Considerations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 316 Using Generic Attributes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319 Generic Attributes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319 Using a Generic Design. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 321 Summary. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 322 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 322
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