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  "documentTitle": "The Ultimate Guide To ARR",
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  "notes": "The slide uses a process flow diagram to illustrate the data transformation steps from Base ARR to Final ARR.",
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      "text": "Base ARR Table -> Clean ARR Table + Date Table -> Padded ARR Table -> Final ARR Table",
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      "text": "Figure 5.2 - Constructing an easy to query ARR table is a multi-step process",
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      "text": "Note that no calculations are made at this stage. Instead, think of the Base ARR table as a flat file with the raw material to power analysis later on in the query.",
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      "text": "This is the query's building block. It's where you'll join across various other tables to bring in the comprehensive set of fields needed to power your ARR definitions.",
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      "text": "Let's dig into each table in more detail.",
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      "text": "Here's how it looks at a surface level:",
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      "text": "7. From here, you create your Final ARR table. This is the end state. It serves as your source of truth—housing by customer, ARR in its component parts, for every day.",
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      "text": "The Base ARR Table",
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