Wyckoff Distribution is a topping phase characterized by heavy selling into rallies and tests of resistance.
Volume often expands on down moves and contracts on bounces, suggesting large interests are liquidating positions.
Testing indicates an average annual return of about 64%. It performs best in the forex market.
This strategy sells short when price breaks down from the distribution range, anticipating a sustained decline.
A stop just above the range protects against false breakouts, and positions close if price returns to the top of the structure.
Details
Entry Criteria: indicator signal
Long/Short: Both
Exit Criteria: stop-loss or opposite signal
Stops: Yes, percent based
Default Values:
CandleType = 15 minute
RangePeriod = 20
StopLossPercent = 2
The distribution range is the highest high and lowest low of the previous RangePeriod candles. The strategy only sells, on a close below the range; the stop lies StopLossPercent above the top of the structure and the position closes when a candle closes above it.
Filters:
Category: Trend following
Direction: Both
Indicators: Volume, Price
Stops: Yes
Complexity: Intermediate
Timeframe: Intraday
Seasonality: No
Neural networks: No
Divergence: No
Risk level: Medium
using System;
using System.Collections.Generic;
using System.Linq;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
namespace StockSharp.Samples.Strategies;
/// <summary>
/// Wyckoff Distribution strategy.
/// The distribution range is the highest high and lowest low of the previous RangePeriod candles. A close below the range sells while flat.
/// The stop lies StopLossPercent above the top of the range, and a close above it closes the position.
/// </summary>
public class WyckoffDistributionStrategy : Strategy
{
private readonly StrategyParam<int> _rangePeriod;
private readonly StrategyParam<decimal> _stopLossPercent;
private readonly StrategyParam<DataType> _candleType;
private readonly List<(decimal High, decimal Low)> _candles = [];
private decimal _stopPrice;
/// <summary>
/// Number of previous candles that form the level.
/// </summary>
public int RangePeriod
{
get => _rangePeriod.Value;
set => _rangePeriod.Value = value;
}
/// <summary>
/// Distance of the stop beyond the level, in percent.
/// </summary>
public decimal StopLossPercent
{
get => _stopLossPercent.Value;
set => _stopLossPercent.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public WyckoffDistributionStrategy()
{
_rangePeriod = Param(nameof(RangePeriod), 20)
.SetGreaterThanZero()
.SetDisplay("RangePeriod", "Number of previous candles that form the level", "Pattern");
_stopLossPercent = Param(nameof(StopLossPercent), 2m)
.SetNotNegative()
.SetDisplay("Stop Loss %", "Distance of the stop beyond the level, in percent", "Risk");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(15).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_candles.Clear();
_stopPrice = default;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_candles.Clear();
_stopPrice = default;
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle)
{
if (candle.State != CandleStates.Finished)
return;
// The level is formed by the candles before this one.
var ready = _candles.Count == RangePeriod;
var high = ready ? _candles.Max(c => c.High) : 0m;
var low = ready ? _candles.Min(c => c.Low) : 0m;
_candles.Add((candle.HighPrice, candle.LowPrice));
if (_candles.Count > RangePeriod)
_candles.RemoveAt(0);
if (!IsFormedAndOnlineAndAllowTrading())
return;
var close = candle.ClosePrice;
if (Position < 0)
{
if (close >= _stopPrice)
BuyMarket(-Position);
return;
}
if (Position != 0 || !ready || !(close < low))
return;
SellMarket(Volume);
_stopPrice = high * (1 + StopLossPercent / 100m);
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan, Decimal
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Strategies import Strategy
class wyckoff_distribution_strategy(Strategy):
"""
Wyckoff Distribution strategy.
The distribution range is the highest high and lowest low of the previous RangePeriod candles. A close below the range sells while flat.
The stop lies StopLossPercent above the top of the range, and a close above it closes the position.
"""
def __init__(self):
super(wyckoff_distribution_strategy, self).__init__()
self._range_period = self.Param("RangePeriod", 20).SetGreaterThanZero().SetDisplay("RangePeriod", "Number of previous candles that form the level", "Pattern")
self._stop_loss_percent = self.Param("StopLossPercent", 2.0).SetNotNegative().SetDisplay("Stop Loss %", "Distance of the stop beyond the level, in percent", "Risk")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(15))).SetDisplay("Candle Type", "Type of candles to use", "General")
self._candles = []
self._stop_price = Decimal(0)
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(wyckoff_distribution_strategy, self).OnReseted()
self._candles = []
self._stop_price = Decimal(0)
def OnStarted2(self, time):
super(wyckoff_distribution_strategy, self).OnStarted2(time)
self._candles = []
self._stop_price = Decimal(0)
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
def _process_candle(self, candle):
if candle.State != CandleStates.Finished:
return
# The level is formed by the candles before this one.
period = self._range_period.Value
ready = len(self._candles) == period
high = max(c[0] for c in self._candles) if ready else Decimal(0)
low = min(c[1] for c in self._candles) if ready else Decimal(0)
self._candles.append((candle.HighPrice, candle.LowPrice))
if len(self._candles) > period:
self._candles.pop(0)
if not self.IsFormedAndOnlineAndAllowTrading():
return
close = candle.ClosePrice
if self.Position < 0:
if close >= self._stop_price:
self.BuyMarket(-self.Position)
return
if self.Position != 0 or not ready or not (close < low):
return
percent = Decimal(self._stop_loss_percent.Value) / Decimal(100)
self.SellMarket(self.Volume)
self._stop_price = high * (Decimal(1) + percent)
def CreateClone(self):
return wyckoff_distribution_strategy()