Files
2024-11-03 23:47:53 +00:00

111 lines
3.6 KiB
C#

using System.Runtime.CompilerServices;
namespace QuanTAlib;
/// <summary>
/// CHOP: Choppiness Index
/// A technical indicator that measures the market's trendiness versus choppiness.
/// It helps determine if the market is trending or moving sideways by comparing
/// the total movement to the net directional movement over a period.
/// </summary>
/// <remarks>
/// The CHOP calculation process:
/// 1. Calculate ATR sum over period
/// 2. Calculate total price range over period
/// 3. Scale result to oscillate between 0 and 100
///
/// Key characteristics:
/// - Oscillates between 0 and 100
/// - Values above 61.8 indicate choppy market
/// - Values below 38.2 indicate trending market
/// - Based on ATR and price range
/// - Higher values = more choppy/sideways
/// - Lower values = more trending
///
/// Formula:
/// CHOP = 100 * LOG10(SUM(ATR,n)/(HIGH(n)-LOW(n))) / LOG10(n)
/// where:
/// n = period
/// ATR = Average True Range
/// HIGH(n) = Highest high over period n
/// LOW(n) = Lowest low over period n
///
/// Sources:
/// E.W. Dreiss
/// https://www.tradingview.com/support/solutions/43000501980-choppiness-index/
///
/// Note: Default period is 14
/// </remarks>
[SkipLocalsInit]
public sealed class Chop : AbstractBase
{
private readonly Atr _atr;
private readonly CircularBuffer _highs;
private readonly CircularBuffer _lows;
private readonly CircularBuffer _atrValues;
private readonly double _logPeriod;
private const int DefaultPeriod = 14;
private const double ScalingFactor = 100.0;
/// <param name="period">The number of periods used in the CHOP calculation (default 14).</param>
/// <exception cref="ArgumentOutOfRangeException">Thrown when period is less than 1.</exception>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Chop(int period = DefaultPeriod)
{
if (period < 1)
throw new ArgumentOutOfRangeException(nameof(period));
_atr = new(period);
_highs = new(period);
_lows = new(period);
_atrValues = new(period);
_logPeriod = Math.Log10(period);
WarmupPeriod = period;
Name = $"CHOP({period})";
}
/// <param name="source">The data source object that publishes updates.</param>
/// <param name="period">The number of periods used in the CHOP calculation.</param>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Chop(object source, int period = DefaultPeriod) : this(period)
{
var pubEvent = source.GetType().GetEvent("Pub");
pubEvent?.AddEventHandler(source, new BarSignal(Sub));
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
protected override void ManageState(bool isNew)
{
if (isNew)
_index++;
}
[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
protected override double Calculation()
{
ManageState(BarInput.IsNew);
// Calculate ATR and store it
double atr = _atr.Calc(BarInput);
_atrValues.Add(atr, BarInput.IsNew);
// Store high and low prices
_highs.Add(BarInput.High, BarInput.IsNew);
_lows.Add(BarInput.Low, BarInput.IsNew);
// Calculate highest high and lowest low over period
double highestHigh = _highs.Max();
double lowestLow = _lows.Min();
double range = highestHigh - lowestLow;
// Calculate sum of ATR values
double atrSum = _atrValues.Sum();
// Avoid division by zero
if (range < double.Epsilon || _logPeriod < double.Epsilon)
return 0.0;
// Calculate CHOP
return ScalingFactor * Math.Log10(atrSum / range) / _logPeriod;
}
}