Supported Indicators
Detrended Price Oscillator
Introduction
The Detrended Price Oscillator is an indicator designed to remove trend from price and make it easier to identify cycles. DPO does not extend to the last date because it is based on a displaced moving average. Is estimated as Price {X/2 + 1} periods ago less the X-period simple moving average. E.g.DPO(20) equals price 11 days ago less the 20-day SMA.
To view the implementation of this indicator, see the LEAN GitHub repository.
Using DPO Indicator
To create an automatic indicators for DetrendedPriceOscillator, call the DPO helper method from the QCAlgorithm class. The DPO method creates a DetrendedPriceOscillator 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 Initializeinitialize method.
public class DetrendedPriceOscillatorAlgorithm : QCAlgorithm
{
private Symbol _symbol;
private DetrendedPriceOscillator _dpo;
public override void Initialize()
{
_symbol = AddEquity("SPY", Resolution.Daily).Symbol;
_dpo = DPO(_symbol, 20);
}
public override void OnData(Slice data)
{
if (_dpo.IsReady)
{
// The current value of _dpo is represented by itself (_dpo)
// or _dpo.Current.Value
Plot("DetrendedPriceOscillator", "dpo", _dpo);
}
}
} class DetrendedPriceOscillatorAlgorithm(QCAlgorithm):
def initialize(self) -> None:
self._symbol = self.add_equity("SPY", Resolution.DAILY).symbol
self._dpo = self.dpo(self._symbol, 20)
def on_data(self, slice: Slice) -> None:
if self._dpo.is_ready:
# The current value of self._dpo is represented by self._dpo.current.value
self.plot("DetrendedPriceOscillator", "dpo", self._dpo.current.value)
The following reference table describes the DPO method:
dpo(symbol, period, resolution=None, selector=None)[source]Creates a new DetrendedPriceOscillator indicator.
- symbol (Symbol) — The symbol whose DPO we want
- period (int) — The period over which to compute the DPO
- resolution (Resolution, optional) — The resolution
- selector (Callable[IBaseData, float], optional) — x.Value)
A new registered DetrendedPriceOscillator indicator for the requested symbol over the specified period
DPO(symbol, period, resolution=None, selector=None)[source]Creates a new DetrendedPriceOscillator indicator.
- symbol (Symbol) — The symbol whose DPO we want
- period (Int32) — The period over which to compute the DPO
- resolution (Resolution, optional) — The resolution
- selector (Func<IBaseData, Decimal>, optional) — x.Value)
A new registered DetrendedPriceOscillator indicator for the requested symbol over the specified period
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 DetrendedPriceOscillator 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 Updateupdate method with time/number pair or an IndicatorDataPoint. The indicator will only be ready after you prime it with enough data.
public class DetrendedPriceOscillatorAlgorithm : QCAlgorithm
{
private Symbol _symbol;
private DetrendedPriceOscillator _dpo;
public override void Initialize()
{
_symbol = AddEquity("SPY", Resolution.Daily).Symbol;
_dpo = new DetrendedPriceOscillator(20);
}
public override void OnData(Slice data)
{
if (data.Bars.TryGetValue(_symbol, out var bar))
{
_dpo.Update(bar.EndTime, bar.Close);
}
if (_dpo.IsReady)
{
// The current value of _dpo is represented by itself (_dpo)
// or _dpo.Current.Value
Plot("DetrendedPriceOscillator", "dpo", _dpo);
}
}
} class DetrendedPriceOscillatorAlgorithm(QCAlgorithm):
def initialize(self) -> None:
self._symbol = self.add_equity("SPY", Resolution.DAILY).symbol
self._dpo = DetrendedPriceOscillator(20)
def on_data(self, slice: Slice) -> None:
bar = slice.bars.get(self._symbol)
if bar:
self._dpo.update(bar.EndTime, bar.Close)
if self._dpo.is_ready:
# The current value of self._dpo is represented by self._dpo.current.value
self.plot("DetrendedPriceOscillator", "dpo", self._dpo.current.value)
To register a manual indicator for automatic updates with the security data, call the RegisterIndicatorregister_indicator method.
public class DetrendedPriceOscillatorAlgorithm : QCAlgorithm
{
private Symbol _symbol;
private DetrendedPriceOscillator _dpo;
public override void Initialize()
{
_symbol = AddEquity("SPY", Resolution.Daily).Symbol;
_dpo = new DetrendedPriceOscillator(20);
RegisterIndicator(_symbol, _dpo, Resolution.Daily);
}
public override void OnData(Slice data)
{
if (_dpo.IsReady)
{
// The current value of _dpo is represented by itself (_dpo)
// or _dpo.Current.Value
Plot("DetrendedPriceOscillator", "dpo", _dpo);
}
}
} class DetrendedPriceOscillatorAlgorithm(QCAlgorithm):
def initialize(self) -> None:
self._symbol = self.add_equity("SPY", Resolution.DAILY).symbol
self._dpo = DetrendedPriceOscillator(20)
self.register_indicator(self._symbol, self._dpo, Resolution.DAILY)
def on_data(self, slice: Slice) -> None:
if self._dpo.is_ready:
# The current value of self._dpo is represented by self._dpo.current.value
self.plot("DetrendedPriceOscillator", "dpo", self._dpo.current.value)
The following reference table describes the DetrendedPriceOscillator constructor:
DetrendedPriceOscillator
The Detrended Price Oscillator is an indicator designed to remove trend from price and make it easier to identify cycles. DPO does not extend to the last date because it is based on a displaced moving average. Is estimated as Price {X/2 + 1} periods ago less the X-period simple moving average. E.g.DPO(20) equals price 11 days ago less the 20-day SMA.
get_enumerator()Returns an enumerator that iterates through the history window.
IEnumerator[IndicatorDataPoint]
reset()Resets this indicator to its initial state
to_detailed_string()Provides a more detailed string of this indicator in the form of {Name} - {Value}
str
update(time, value)Updates the state of this indicator with the given value and returns true if this indicator is ready, false otherwise
- time (datetime)
- value (float)
bool
update(input)Updates the state of this indicator with the given value and returns true if this indicator is ready, false otherwise
- input (IBaseData)
bool
consolidatorsThe data consolidators associated with this indicator if any
The data consolidators associated with this indicator if any
ISet[IDataConsolidator]
currentGets the current state of this indicator. If the state has not been updated then the time on the value will equal DateTime.MinValue.
Gets the current state of this indicator. If the state has not been updated then the time on the value will equal DateTime.MinValue.
IndicatorDataPoint
is_readyGets a flag indicating when this indicator is ready and fully initialized
Gets a flag indicating when this indicator is ready and fully initialized
bool
itemIndexes the history windows, where index 0 is the most recent indicator value. If index is greater or equal than the current count, it returns null. If the index is greater or equal than the window size, it returns null and resizes the windows to i + 1.
Indexes the history windows, where index 0 is the most recent indicator value. If index is greater or equal than the current count, it returns null. If the index is greater or equal than the window size, it returns null and resizes the windows to i + 1.
IndicatorDataPoint
nameGets a name for this indicator
Gets a name for this indicator
str
previousGets the previous state of this indicator. If the state has not been updated then the time on the value will equal DateTime.MinValue.
Gets the previous state of this indicator. If the state has not been updated then the time on the value will equal DateTime.MinValue.
IndicatorDataPoint
samplesGets the number of samples processed by this indicator
Gets the number of samples processed by this indicator
int
warm_up_periodRequired period, in data points, for the indicator to be ready and fully initialized.
Required period, in data points, for the indicator to be ready and fully initialized.
int
windowA rolling window keeping a history of the indicator values of a given period
A rolling window keeping a history of the indicator values of a given period
RollingWindow[IndicatorDataPoint]
DetrendedPriceOscillator
The Detrended Price Oscillator is an indicator designed to remove trend from price and make it easier to identify cycles. DPO does not extend to the last date because it is based on a displaced moving average. Is estimated as Price {X/2 + 1} periods ago less the X-period simple moving average. E.g.DPO(20) equals price 11 days ago less the 20-day SMA.
GetEnumerator()Returns an enumerator that iterates through the history window.
IEnumerator[IndicatorDataPoint]
Reset()Resets this indicator to its initial state
ToDetailedString()Provides a more detailed string of this indicator in the form of {Name} - {Value}
String
Update(time, value)Updates the state of this indicator with the given value and returns true if this indicator is ready, false otherwise
- time (DateTime)
- value (decimal)
Boolean
Update(input)Updates the state of this indicator with the given value and returns true if this indicator is ready, false otherwise
- input (IBaseData)
Boolean
ConsolidatorsThe data consolidators associated with this indicator if any
The data consolidators associated with this indicator if any
ISet<IDataConsolidator>
CurrentGets the current state of this indicator. If the state has not been updated then the time on the value will equal DateTime.MinValue.
Gets the current state of this indicator. If the state has not been updated then the time on the value will equal DateTime.MinValue.
IndicatorDataPoint
IsReadyGets a flag indicating when this indicator is ready and fully initialized
Gets a flag indicating when this indicator is ready and fully initialized
bool
NameGets a name for this indicator
Gets a name for this indicator
string
PreviousGets the previous state of this indicator. If the state has not been updated then the time on the value will equal DateTime.MinValue.
Gets the previous state of this indicator. If the state has not been updated then the time on the value will equal DateTime.MinValue.
IndicatorDataPoint
SamplesGets the number of samples processed by this indicator
Gets the number of samples processed by this indicator
int
WarmUpPeriodRequired period, in data points, for the indicator to be ready and fully initialized.
Required period, in data points, for the indicator to be ready and fully initialized.
Int32
WindowA rolling window keeping a history of the indicator values of a given period
A rolling window keeping a history of the indicator values of a given period
RollingWindow<IndicatorDataPoint>
[System.Int32]Indexes the history windows, where index 0 is the most recent indicator value. If index is greater or equal than the current count, it returns null. If the index is greater or equal than the window size, it returns null and resizes the windows to i + 1.
Indexes the history windows, where index 0 is the most recent indicator value. If index is greater or equal than the current count, it returns null. If the index is greater or equal than the window size, it returns null and resizes the windows to i + 1.
IndicatorDataPoint
Visualization
The following image shows plot values of selected properties of DetrendedPriceOscillator using the plotly library.
Indicator History
To get the historical data of the DetrendedPriceOscillator indicator, call the IndicatorHistoryself.indicator_history method.
This method resets your indicator, makes a history request, and updates the indicator with the historical data.
Just like with regular history requests, the IndicatorHistoryindicator_history method supports time periods based on a trailing number of bars, a trailing period of time, or a defined period of time.
If you don't provide a resolution argument, it defaults to match the resolution of the security subscription.
public class DetrendedPriceOscillatorAlgorithm : QCAlgorithm
{
private Symbol _symbol;
public override void Initialize()
{
_symbol = AddEquity("SPY", Resolution.Daily).Symbol;
var dpo = DPO(_symbol, 20);
var countIndicatorHistory = IndicatorHistory(dpo, _symbol, 100, Resolution.Minute);
var timeSpanIndicatorHistory = IndicatorHistory(dpo, _symbol, TimeSpan.FromDays(10), Resolution.Minute);
var timePeriodIndicatorHistory = IndicatorHistory(dpo, _symbol, new DateTime(2024, 7, 1), new DateTime(2024, 7, 5), Resolution.Minute);
}
} class DetrendedPriceOscillatorAlgorithm(QCAlgorithm):
def initialize(self) -> None:
self._symbol = self.add_equity("SPY", Resolution.DAILY).symbol
dpo = self.dpo(self._symbol, 20)
count_indicator_history = self.indicator_history(dpo, self._symbol, 100, Resolution.MINUTE)
timedelta_indicator_history = self.indicator_history(dpo, self._symbol, timedelta(days=10), Resolution.MINUTE)
time_period_indicator_history = self.indicator_history(dpo, self._symbol, datetime(2024, 7, 1), datetime(2024, 7, 5), Resolution.MINUTE)
To make the IndicatorHistoryindicator_history method update the indicator with an alternative price field instead of the close (or mid-price) of each bar, pass a selector argument.
var indicatorHistory = IndicatorHistory(dpo, 100, Resolution.Minute, (bar) => ((TradeBar)bar).High);
indicator_history = self.indicator_history(dpo, 100, Resolution.MINUTE, lambda bar: bar.high) indicator_history_df = indicator_history.data_frame
If you already have a list of Slice objects, you can pass them to the IndicatorHistoryindicator_history method to avoid the internal history request.
var history = History(_symbol, 100, Resolution.Minute); var historyIndicatorHistory = IndicatorHistory(dpo, history);
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