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174 lines
5.1 KiB
Markdown
174 lines
5.1 KiB
Markdown
# ROC
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> Rate of Change — the percent change between the current close and the
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> close `period` bars ago.
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## Quick reference
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| Field | Value |
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|-------|-------|
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| Family | Momentum |
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| Sub-category | unbounded oscillator |
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| Input type | `f64` (close) |
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| Output type | `f64` |
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| Output range | unbounded (centred on 0; expressed as a percent) |
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| Default parameters | none — `period` is required in every binding |
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| Warmup period | `period + 1` (13 for `period = 12`) |
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| Interpretation | sign and magnitude of momentum; zero-line crossover for direction changes |
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## Formula
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```
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ROC_t = (close_t − close_{t − period}) / close_{t − period} · 100
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```
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When `close_{t − period}` is exactly zero, the implementation returns
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`0.0` rather than dividing by zero. The unit test `known_value` pins the
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basic case: with `period = 3`, inputs `[100, 105, 108, 110]` produce
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ROC `= 10` at index 3 (because `(110 − 100) / 100 · 100 = 10`).
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## Parameters
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| Name | Type | Default | Valid range | Description |
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|------|------|---------|-------------|-------------|
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| `period` | `usize` | required | `>= 1` | Lookback distance for the comparison close. |
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`Roc::new(0)` returns `Error::PeriodZero`. The Python and Node bindings
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do **not** assign a default for `period`; you must pass it explicitly.
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## Inputs / Outputs
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From `impl Indicator for Roc`:
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```rust
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type Input = f64;
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type Output = f64;
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fn update(&mut self, input: f64) -> Option<f64>;
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```
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Python's `ROC.batch(prices)` returns a 1-D `float64` `np.ndarray`. Node's
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`ROC.batch(prices)` returns a flat `number[]`. Streaming `update(price)`
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returns a scalar (`float` / `number`) or `None` / `null` during warmup.
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## Warmup
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`warmup_period()` returns `period + 1`. The reason is the same off-by-one
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as RSI: ROC compares against the close `period` bars ago, so at the
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`period`-th input we still have nothing to look back at — the `(period +
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1)`-th input is the first one for which `close_{t − period}` exists.
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Internally the rolling buffer is sized `period + 1`.
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## Edge cases
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- **Constant input.** Every diff is zero, so `ROC == 0` for every emitted
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value (test `constant_series_yields_zero`).
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- **Reference close of zero.** Treated as `0.0` rather than producing
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`NaN`/`±∞` — see the `prev == 0.0` early return in `update`. This
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matters for assets quoted with zero as a legitimate value (rare for
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prices, but possible for, e.g., yield spreads).
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- **Non-finite input.** `update(NaN)` or `update(±∞)` returns `None`
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without advancing the rolling buffer.
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- **Reset.** `reset()` clears the rolling buffer; the next `period + 1`
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updates return `None`.
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## Examples
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### Rust
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```rust
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use wickra::{BatchExt, Indicator, Roc};
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let mut roc = Roc::new(3)?;
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let out = roc.batch(&[100.0, 105.0, 108.0, 110.0]);
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println!("ROC(3) at idx 3 = {}", out[3].unwrap());
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# Ok::<(), wickra::Error>(())
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```
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Verified output:
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```
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ROC(3) at idx 3 = 10
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```
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### Python
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```python
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import wickra as ta
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roc = ta.ROC(3)
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print('warmup:', roc.warmup_period())
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for p in [100.0, 105.0, 108.0, 110.0]:
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print(p, '->', roc.update(p))
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```
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Verified output:
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```
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warmup: 4
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100.0 -> None
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105.0 -> None
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108.0 -> None
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110.0 -> 10.0
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```
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### Node
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```javascript
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const wickra = require('wickra');
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const roc = new wickra.ROC(3);
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console.log('warmup:', roc.warmupPeriod());
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for (const p of [100, 105, 108, 110]) {
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console.log(p, '->', roc.update(p));
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}
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```
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Verified output:
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```
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warmup: 4
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100 -> null
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105 -> null
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108 -> null
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110 -> 10
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```
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## Interpretation
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- **Sign.** Positive ROC means price is higher than `period` bars ago;
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negative means lower. The magnitude is the percent move.
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- **Zero-line crossover.** A move through zero signals a regime change
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in the `period`-bar horizon. Combined with a longer-period ROC, this
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gives you a poor-man's trend filter.
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- **Divergence.** A new price high paired with a lower ROC high is the
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same bearish-divergence pattern as RSI/Stochastic, with the
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unbounded-oscillator caveat that "lower high" is unambiguous (no
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saturation against a `100` ceiling).
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## Common pitfalls
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- **ROC is unbounded.** A 10× price spike over `period` bars produces
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`ROC = 900`. Don't pipe ROC directly into rule sets designed for
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bounded oscillators (RSI, %K, %R) without an explicit clamp or a
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log-return transformation upstream.
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- **Off-by-one on the warmup.** The first non-`None` value lands at the
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`(period + 1)`-th input, not the `period`-th. A common bug is sizing
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an output array as `len(prices) - period` and getting an off-by-one
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empty row at the end.
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## References
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- Robert Colby, *The Encyclopedia of Technical Market Indicators*,
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2nd ed., McGraw-Hill, 2002 — Chapter on Rate of Change / Momentum,
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covering the canonical percent and ratio formulations.
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## See also
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- [Indicator: Rsi](Indicator-Rsi.md) — same `period + 1` warmup, but
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bounded.
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- [Indicator: Trix](Indicator-Trix.md) — also a rate of change, but on
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a triple-smoothed EMA.
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- [Indicator: MacdIndicator](Indicator-MacdIndicator.md) — momentum
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cousin operating on EMA differences instead of raw close differences.
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- [Warmup Periods](../../Warmup-Periods.md) — the `period + 1` family.
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