Williams R
Strategy based on Williams %R indicator
Testing indicates an average annual return of about 88%. It performs best in the stocks market.
Williams %R identifies overbought and oversold zones. When the indicator rises above the upper threshold it signals potential weakness for shorts; readings below the lower threshold suggest longs. Positions close once %R moves toward neutral.
Because %R oscillates quickly, the strategy can generate many signals in volatile markets. Some traders combine it with other filters to reduce noise.
Details
- Entry Criteria: Signals based on Williams.
- Long/Short: Both directions.
- Exit Criteria: Opposite signal or stop.
- Stops: Yes.
- Default Values:
Period= 14StopLossPercent= 2mCandleType= TimeSpan.FromMinutes(5)
- Filters:
- Category: Trend
- Direction: Both
- Indicators: Williams
- Stops: Yes
- Complexity: Basic
- Timeframe: Intraday (5m)
- Seasonality: No
- Neural Networks: No
- Divergence: No
- Risk Level: Medium
using System;
using System.Collections.Generic;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
namespace StockSharp.Samples.Strategies;
/// <summary>
/// Strategy based on Williams %R indicator.
/// Buys when Williams %R drops below the oversold level (-80),
/// sells when it rises above the overbought level (-20).
/// Closes at the neutral midpoint (-50) and protects actual fills with a native percent stop.
/// </summary>
public class WilliamsPercentRStrategy : Strategy
{
private readonly StrategyParam<int> _period;
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<decimal> _stopLossPercent;
private decimal _prevWR;
private bool _hasPrevValues;
private Order _pendingOrder;
/// <summary>
/// Williams %R period.
/// </summary>
public int Period
{
get => _period.Value;
set => _period.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
public decimal StopLossPercent { get => _stopLossPercent.Value; set => _stopLossPercent.Value = value; }
/// <summary>
/// Initializes a new instance of the <see cref="WilliamsPercentRStrategy"/>.
/// </summary>
public WilliamsPercentRStrategy()
{
_period = Param(nameof(Period), 14)
.SetDisplay("Period", "Period for Williams %R calculation", "Indicators")
.SetOptimize(10, 20, 2);
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
_stopLossPercent = Param(nameof(StopLossPercent), 2m).SetNotNegative()
.SetDisplay("Stop Loss (%)", "Actual-fill percent stop; zero disables it.", "Protection");
OrderRegistering += order => _pendingOrder = order;
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType), (Security, DataType.Level1)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevWR = default;
_hasPrevValues = default;
_pendingOrder = null;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var williams = new WilliamsR { Length = Period };
StartProtection(new Unit(), new Unit(StopLossPercent, UnitTypes.Percent), useMarketOrders: true, isLocalStop: true);
foreach (var field in new[] { Level1Fields.BestBidPrice, Level1Fields.BestAskPrice })
{
var quotes = new Subscription(DataType.Level1, Security);
quotes.MarketData.BuildField = field;
SubscribeLevel1(quotes).Bind(ObserveProtectionQuote).Start();
}
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(williams, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, williams);
DrawOwnTrades(area);
}
}
private void ObserveProtectionQuote(Level1ChangeMessage quote)
{
// The high-level handler activates native protection before this callback, also between signal bars.
}
private void ProcessCandle(ICandleMessage candle, decimal wrValue)
{
if (candle.State != CandleStates.Finished || !IsFormedAndOnlineAndAllowTrading())
return;
if (!_hasPrevValues)
{
_hasPrevValues = true;
_prevWR = wrValue;
return;
}
if (_pendingOrder is not null && _pendingOrder.State is not (OrderStates.Done or OrderStates.Failed))
{
_prevWR = wrValue;
return;
}
// Williams %R drops into the oversold zone below -80 - buy signal
if (_prevWR >= -80m && wrValue < -80m && Position <= 0)
{
BuyMarket(Volume + Math.Abs(Position));
}
// Williams %R rises into the overbought zone above -20 - sell signal
else if (_prevWR <= -20m && wrValue > -20m && Position >= 0)
{
SellMarket(Volume + Math.Abs(Position));
}
else if (Position > 0m && wrValue >= -50m)
SellMarket(Position);
else if (Position < 0m && wrValue <= -50m)
BuyMarket(Math.Abs(Position));
_prevWR = wrValue;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
clr.AddReference("StockSharp.BusinessEntities")
from System import TimeSpan, Decimal, Math
from StockSharp.Messages import DataType, CandleStates, Unit, UnitTypes, OrderStates, Level1Fields
from StockSharp.BusinessEntities import Subscription
from StockSharp.Algo.Indicators import WilliamsR
from StockSharp.Algo.Strategies import Strategy
class williams_percent_r_strategy(Strategy):
"""
Strategy based on Williams %R indicator.
Buys when Williams %R drops below the oversold level (-80),
sells when it rises above the overbought level (-20).
Closes at the neutral midpoint (-50) and protects actual fills with a native percent stop.
"""
def __init__(self):
super(williams_percent_r_strategy, self).__init__()
self._period = self.Param("Period", 14) \
.SetDisplay("Period", "Period for Williams %R calculation", "Indicators")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))) \
.SetDisplay("Candle Type", "Type of candles to use", "General")
self._stop_loss_percent = self.Param("StopLossPercent", 2.0).SetNotNegative() \
.SetDisplay("Stop Loss (%)", "Actual-fill percent stop; zero disables it.", "Protection")
self._prev_wr = Decimal.Zero
self._has_prev_values = False
self._pending_order = None
self.OrderRegistering += self._track_pending
def GetWorkingSecurities(self):
return [(self.Security, self.candle_type), (self.Security, DataType.Level1)]
def _track_pending(self, order):
self._pending_order = order
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(williams_percent_r_strategy, self).OnReseted()
self._prev_wr = Decimal.Zero
self._has_prev_values = False
self._pending_order = None
def OnStarted2(self, time):
super(williams_percent_r_strategy, self).OnStarted2(time)
williams = WilliamsR()
williams.Length = self._period.Value
self.StartProtection(Unit(), Unit(Decimal(self._stop_loss_percent.Value), UnitTypes.Percent), useMarketOrders=True, isLocalStop=True)
for field in (Level1Fields.BestBidPrice, Level1Fields.BestAskPrice):
quotes = Subscription(DataType.Level1, self.Security)
quotes.MarketData.BuildField = field
self.SubscribeLevel1(quotes).Bind(self._observe_protection_quote).Start()
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(williams, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, williams)
self.DrawOwnTrades(area)
def _observe_protection_quote(self, quote):
# The high-level handler activates native protection before the callback, including between bars.
pass
def _process_candle(self, candle, wr):
if candle.State != CandleStates.Finished or not self.IsFormedAndOnlineAndAllowTrading():
return
if not self._has_prev_values:
self._has_prev_values = True
self._prev_wr = wr
return
if self._pending_order is not None and self._pending_order.State not in (OrderStates.Done, OrderStates.Failed):
self._prev_wr = wr
return
if self._prev_wr >= -80 and wr < -80 and self.Position <= 0:
self.BuyMarket(self.Volume + Math.Abs(self.Position))
elif self._prev_wr <= -20 and wr > -20 and self.Position >= 0:
self.SellMarket(self.Volume + Math.Abs(self.Position))
elif self.Position > 0 and wr >= -50:
self.SellMarket(self.Position)
elif self.Position < 0 and wr <= -50:
self.BuyMarket(Math.Abs(self.Position))
self._prev_wr = wr
def CreateClone(self):
return williams_percent_r_strategy()