Supported Indicators
Mass Index
Introduction
The Mass Index uses the high-low range to identify trend reversals based on range expansions. In this sense, the Mass Index is a volatility indicator that does not have a directional bias. Instead, the Mass Index identifies range bulges that can foreshadow a reversal of the current trend. Developed by Donald Dorsey.
To view the implementation of this indicator, see the LEAN GitHub repository.
Using MASS Indicator
To create an automatic indicators for MassIndex
, call the MASS
helper method from the QCAlgorithm
class. The MASS
method creates a MassIndex
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 MassIndexAlgorithm : QCAlgorithm { private Symbol _symbol; private MassIndex _mass; public override void Initialize() { _symbol = AddEquity("SPY", Resolution.Daily).Symbol; _mass = MASS(_symbol, 9, 25); } public override void OnData(Slice data) { if (_mass.IsReady) { // The current value of _mass is represented by itself (_mass) // or _mass.Current.Value Plot("MassIndex", "mass", _mass); } } }
class MassIndexAlgorithm(QCAlgorithm): def Initialize(self) -> None: self.symbol = self.AddEquity("SPY", Resolution.Daily).Symbol self.mass = self.MASS(self.symbol, 9, 25) def OnData(self, slice: Slice) -> None: if self.mass.IsReady: # The current value of self.mass is represented by self.mass.Current.Value self.Plot("MassIndex", "mass", self.mass.Current.Value)
The following reference table describes the MASS
method:
MASS()1/1
MassIndex QuantConnect.Algorithm.QCAlgorithm.MASS (Symbol
symbol,*Int32
emaPeriod,*Int32
sumPeriod,*Nullable<Resolution>
resolution,*Func<IBaseData, TradeBar>
selector )
Creates a new Mass Index indicator. 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 MassIndex
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 a TradeBar
. The indicator will only be ready after you prime it with enough data.
public class MassIndexAlgorithm : QCAlgorithm { private Symbol _symbol; private MassIndex _mass; public override void Initialize() { _symbol = AddEquity("SPY", Resolution.Daily).Symbol; _mass = new MassIndex(9, 25); } public override void OnData(Slice data) { if (data.Bars.TryGeValue(_symbol, out var bar)) { _mass.Update(bar); } if (_mass.IsReady) { // The current value of _mass is represented by itself (_mass) // or _mass.Current.Value Plot("MassIndex", "mass", _mass); } } }
class MassIndexAlgorithm(QCAlgorithm): def Initialize(self) -> None: self.symbol = self.AddEquity("SPY", Resolution.Daily).Symbol self.mass = MassIndex(9, 25) def OnData(self, slice: Slice) -> None: bar = slice.Bars.get(self.symbol) if bar: self.mass.Update(bar) if self.mass.IsReady: # The current value of self.mass is represented by self.mass.Current.Value self.Plot("MassIndex", "mass", self.mass.Current.Value)
To register a manual indicator for automatic updates with the security data, call the RegisterIndicator
method.
public class MassIndexAlgorithm : QCAlgorithm { private Symbol _symbol; private MassIndex _mass; public override void Initialize() { _symbol = AddEquity("SPY", Resolution.Daily).Symbol; _mass = new MassIndex(9, 25); RegisterIndicator(_symbol, _mass, Resolution.Daily); } public override void OnData(Slice data) { if (_mass.IsReady) { // The current value of _mass is represented by itself (_mass) // or _mass.Current.Value Plot("MassIndex", "mass", _mass); } } }
class MassIndexAlgorithm(QCAlgorithm): def Initialize(self) -> None: self.symbol = self.AddEquity("SPY", Resolution.Daily).Symbol self.mass = MassIndex(9, 25) self.RegisterIndicator(self.symbol, self.mass, Resolution.Daily) def OnData(self, slice: Slice) -> None: if self.mass.IsReady: # The current value of self.mass is represented by self.mass.Current.Value self.Plot("MassIndex", "mass", self.mass.Current.Value)
The following reference table describes the MassIndex
constructor:
MassIndex()1/2
MassIndex QuantConnect.Indicators.MassIndex (string
name,int
emaPeriod,int
sumPeriod )
Initializes a new instance of the MassIndex
class.
MassIndex()2/2
MassIndex QuantConnect.Indicators.MassIndex (*int
emaPeriod,*int
sumPeriod )
Initializes a new instance of the MassIndex
class.
Visualization
The following image shows plot values of selected properties of MassIndex
using the plotly library.
