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In the world of data analytics, the old adage "garbage in, garbage out" remains an immutable law. For analysts using powerful tools like TIBCO Spotfire, the presence of "crap"—messy, inconsistent, incomplete, or misleading data—is the single greatest threat to actionable insights. While Spotfire is celebrated for its stunning visualizations and high-speed in-memory processing, its true power lies in a less glamorous feature set: its robust arsenal for detecting, transforming, and managing low-quality data before it poisons the analysis. I need to provide a detailed article