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# MAPD: Mean Absolute Percentage Deviation
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# MAPD: Mean Absolute Percentage Deviation
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| Property | Value |
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| ---------------- | -------------------------------- |
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| **Category** | Error Metric |
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| **Inputs** | Source (close) |
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| **Parameters** | `period` |
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| **Outputs** | Single series (MAPD) |
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| **Output range** | $\geq 0$ |
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| **Warmup** | 1 bar |
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### TL;DR
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- Mean Absolute Percentage Deviation (MAPD) measures the average absolute percentage difference between actual and predicted values, using the predic...
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- Parameterized by `period`.
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- Output range: $\geq 0$.
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- Requires 1 bar of warmup before first valid output (IsHot = true).
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- Validated against TA-Lib, Skender, and Tulip reference implementations where available.
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> "Like MAPE, but divides by what you predicted instead of what actually happened."
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