Supported Indicators
Relative Moving Average
Introduction
This indicator represents the relative moving average indicator (RMA). RMA = SMA(3 x Period) - SMA(2 x Period) + SMA(1 x Period) per formula: https://www.hybrid-solutions.com/plugins/client-vtl-plugins/free/rma.html
To view the implementation of this indicator, see the LEAN GitHub repository.
Using RMA Indicator
To create an automatic indicators for RelativeMovingAverage
, call the RMA
helper method from the QCAlgorithm
class. The RMA
method creates a RelativeMovingAverage
object, hooks it up for automatic updates, and returns it so you can used it in your algorithm. In most cases, you should call the helper method in the Initialize
method.
public class RelativeMovingAverageAlgorithm : QCAlgorithm { private Symbol _symbol; private RelativeMovingAverage _rma; public override void Initialize() { _symbol = AddEquity("SPY", Resolution.Daily).Symbol; _rma = RMA("SPY", 20); } public override void OnData(Slice data) { if (_rma.IsReady) { // The current value of _rma is represented by itself (_rma) // or _rma.Current.Value Plot("RelativeMovingAverage", "rma", _rma); // Plot all properties of rma Plot("RelativeMovingAverage", "shortaverage", _rma.ShortAverage); Plot("RelativeMovingAverage", "mediumaverage", _rma.MediumAverage); Plot("RelativeMovingAverage", "longaverage", _rma.LongAverage); } } }
class RelativeMovingAverageAlgorithm(QCAlgorithm): def Initialize(self) -> None: self.symbol = self.AddEquity("SPY", Resolution.Daily).Symbol self.rma = self.RMA("SPY", 20) def OnData(self, slice: Slice) -> None: if self.rma.IsReady: # The current value of self.rma is represented by self.rma.Current.Value self.Plot("RelativeMovingAverage", "rma", self.rma.Current.Value) # Plot all attributes of self.rma self.Plot("RelativeMovingAverage", "shortaverage", self.rma.ShortAverage.Current.Value) self.Plot("RelativeMovingAverage", "mediumaverage", self.rma.MediumAverage.Current.Value) self.Plot("RelativeMovingAverage", "longaverage", self.rma.LongAverage.Current.Value)
The following reference table describes the RMA method:
RMA()1/1
RelativeMovingAverage QuantConnect.Algorithm.QCAlgorithm.RMA (Symbol
symbol,Int32
period,*Nullable<Resolution>
resolution,*Func<IBaseData, Decimal>
selector )
Creates a new Relative Moving Average indicator for the symbol. The indicator will be automatically updated on the given resolution.
If you don't provide a resolution, it defaults to the security resolution. If you provide a resolution, it must be greater than or equal to the resolution of the security. For instance, if you subscribe to hourly data for a security, you should update its indicator with data that spans 1 hour or longer.
For more information about the selector argument, see Alternative Price Fields.
For more information about plotting indicators, see Plotting Indicators.
You can manually create a RelativeMovingAverage
indicator, so it doesn't automatically update. Manual indicators let you update their values with any data you choose.
Updating your indicator manually enables you to control when the indicator is updated and what data you use to update it. To manually update the indicator, call the Update
method with time/number pair, or an IndicatorDataPoint
. The indicator will only be ready after you prime it with enough data.
public class RelativeMovingAverageAlgorithm : QCAlgorithm { private Symbol _symbol; private RelativeMovingAverage _rma; public override void Initialize() { _symbol = AddEquity("SPY", Resolution.Daily).Symbol; _rma = new RelativeMovingAverage(20); } public override void OnData(Slice data) { if (data.Bars.TryGeValue(_symbol, out var bar)) { _rma.Update(bar.EndTime, bar.Close); } if (_rma.IsReady) { // The current value of _rma is represented by itself (_rma) // or _rma.Current.Value Plot("RelativeMovingAverage", "rma", _rma); // Plot all properties of rma Plot("RelativeMovingAverage", "shortaverage", _rma.ShortAverage); Plot("RelativeMovingAverage", "mediumaverage", _rma.MediumAverage); Plot("RelativeMovingAverage", "longaverage", _rma.LongAverage); } } }
class RelativeMovingAverageAlgorithm(QCAlgorithm): def Initialize(self) -> None: self.symbol = self.AddEquity("SPY", Resolution.Daily).Symbol self.rma = RelativeMovingAverage(20) def OnData(self, slice: Slice) -> None: bar = slice.Bars.get(self.symbol) if bar: self.rma.Update(bar.EndTime, bar.Close) if self.rma.IsReady: # The current value of self.rma is represented by self.rma.Current.Value self.Plot("RelativeMovingAverage", "rma", self.rma.Current.Value) # Plot all attributes of self.rma self.Plot("RelativeMovingAverage", "shortaverage", self.rma.ShortAverage.Current.Value) self.Plot("RelativeMovingAverage", "mediumaverage", self.rma.MediumAverage.Current.Value) self.Plot("RelativeMovingAverage", "longaverage", self.rma.LongAverage.Current.Value)
To register a manual indicator for automatic updates with the security data, call the RegisterIndicator
method.
public class RelativeMovingAverageAlgorithm : QCAlgorithm { private Symbol _symbol; private RelativeMovingAverage _rma; public override void Initialize() { _symbol = AddEquity("SPY", Resolution.Daily).Symbol; _rma = new RelativeMovingAverage(20); RegisterIndicator(_symbol, _rma, Resolution.Daily); } public override void OnData(Slice data) { if (_rma.IsReady) { // The current value of _rma is represented by itself (_rma) // or _rma.Current.Value Plot("RelativeMovingAverage", "rma", _rma); // Plot all properties of rma Plot("RelativeMovingAverage", "shortaverage", _rma.ShortAverage); Plot("RelativeMovingAverage", "mediumaverage", _rma.MediumAverage); Plot("RelativeMovingAverage", "longaverage", _rma.LongAverage); } } }
class RelativeMovingAverageAlgorithm(QCAlgorithm): def Initialize(self) -> None: self.symbol = self.AddEquity("SPY", Resolution.Daily).Symbol self.rma = RelativeMovingAverage(20) self.RegisterIndicator(self.symbol, self.rma, Resolution.Daily) def OnData(self, slice: Slice) -> None: if self.rma.IsReady: # The current value of self.rma is represented by self.rma.Current.Value self.Plot("RelativeMovingAverage", "rma", self.rma.Current.Value) # Plot all attributes of self.rma self.Plot("RelativeMovingAverage", "shortaverage", self.rma.ShortAverage.Current.Value) self.Plot("RelativeMovingAverage", "mediumaverage", self.rma.MediumAverage.Current.Value) self.Plot("RelativeMovingAverage", "longaverage", self.rma.LongAverage.Current.Value)
The following reference table describes the RelativeMovingAverage constructor:
RelativeMovingAverage()1/2
RelativeMovingAverage QuantConnect.Indicators.RelativeMovingAverage (string
name,int
period )
Initializes a new instance of the RelativeMovingAverage class with the specified name and period.
RelativeMovingAverage()2/2
RelativeMovingAverage QuantConnect.Indicators.RelativeMovingAverage (
int
period
)
Initializes a new instance of the SimpleMovingAverage class with the default name and period.
Visualization
The following image shows plot values of selected properties of RelativeMovingAverage
using the plotly library.
