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fix(docs): correct .md documentation across errors, dynamics, filters, forecasts, momentum, numerics, oscillators, reversals, statistics, trends, volatility, volume
Deep review of all indicator categories verified .md headers against .cs WarmupPeriod, parameters, inputs, and outputs. Fixes include warmup corrections, parameter documentation, output type accuracy, and Pine Script alignment.
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| **Inputs** | Source (close) |
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| **Parameters** | `shortPeriod` (default 40), `longPeriod` (default 60), `rmsPeriod` (default 50) |
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| **Outputs** | Single series (SPBF) |
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| **Output range** | Tracks input |
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| **Warmup** | 1 bar |
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| **Output range** | Oscillates around zero |
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| **Warmup** | `max(longPeriod, rmsPeriod)` bars (default 60) |
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### TL;DR
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- The **Super Passband Filter** is John Ehlers' wide-band bandpass constructed by differencing two z-transformed EMAs with Ehlers-style smoothing ($\...
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- Parameterized by `shortperiod` (default 40), `longperiod` (default 60), `rmsperiod` (default 50).
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- Output range: Tracks input.
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- Requires 1 bar of warmup before first valid output (IsHot = true).
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- Output range: Oscillates around zero.
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- Requires `max(longPeriod, rmsPeriod)` bars 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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> "Two EMAs walk into a frequency domain. The difference between them is the only thing worth trading."
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