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111 lines
3.4 KiB
C#
111 lines
3.4 KiB
C#
using System.Runtime.CompilerServices;
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namespace QuanTAlib;
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/// <summary>
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/// PVO: Percentage Volume Oscillator
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/// A momentum indicator for volume that shows the relationship between two volume moving averages
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/// as a percentage. Similar to the Price Oscillator but uses volume instead of price.
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/// </summary>
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/// <remarks>
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/// The PVO calculation process:
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/// 1. Calculate short-term EMA of volume
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/// 2. Calculate long-term EMA of volume
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/// 3. Calculate PVO:
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/// PVO = ((Short EMA - Long EMA) / Long EMA) * 100
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///
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/// Key characteristics:
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/// - Volume-based momentum indicator
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/// - Oscillates around zero
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/// - Shows volume trends
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/// - Default periods are 12 and 26 days
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/// - Percentage-based measure
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///
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/// Formula:
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/// Short EMA = EMA(Volume, shortPeriod)
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/// Long EMA = EMA(Volume, longPeriod)
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/// PVO = ((Short EMA - Long EMA) / Long EMA) * 100
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///
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/// Market Applications:
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/// - Volume trend analysis
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/// - Divergence identification
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/// - Volume momentum measurement
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/// - Market tops and bottoms
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/// - Trading volume patterns
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///
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/// Sources:
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/// https://www.investopedia.com/terms/p/pvo.asp
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///
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/// Note: Positive values indicate higher short-term volume, while negative values indicate higher long-term volume
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/// </remarks>
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[SkipLocalsInit]
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public sealed class Pvo : AbstractBase
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{
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private readonly int _longPeriod;
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private double _shortEma;
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private double _longEma;
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private readonly double _shortAlpha;
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private readonly double _longAlpha;
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public Pvo(int shortPeriod = 12, int longPeriod = 26)
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{
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_longPeriod = longPeriod;
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WarmupPeriod = longPeriod;
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Name = $"PVO({shortPeriod},{_longPeriod})";
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_shortAlpha = 2.0 / (shortPeriod + 1);
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_longAlpha = 2.0 / (longPeriod + 1);
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Init();
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}
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/// <param name="source">The data source object that publishes updates.</param>
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public Pvo(object source, int shortPeriod = 12, int longPeriod = 26) : this(shortPeriod, longPeriod)
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{
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var pubEvent = source.GetType().GetEvent("Pub");
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pubEvent?.AddEventHandler(source, new BarSignal(Sub));
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public override void Init()
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{
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base.Init();
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_shortEma = 0;
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_longEma = 0;
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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protected override void ManageState(bool isNew)
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{
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if (isNew)
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{
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_lastValidValue = Value;
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_index++;
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}
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}
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[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
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protected override double Calculation()
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{
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ManageState(BarInput.IsNew);
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// Initialize or update EMAs
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if (_index <= _longPeriod)
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{
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_shortEma = BarInput.Volume;
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_longEma = BarInput.Volume;
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return 0;
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}
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// Update EMAs
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_shortEma = (_shortAlpha * BarInput.Volume) + ((1 - _shortAlpha) * _shortEma);
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_longEma = (_longAlpha * BarInput.Volume) + ((1 - _longAlpha) * _longEma);
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// Calculate PVO
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double pvo = Math.Abs(_longEma) >= double.Epsilon ? ((_shortEma - _longEma) / _longEma) * 100 : 0;
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IsHot = _index >= WarmupPeriod;
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return pvo;
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}
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}
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