# QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals. # Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from AlgorithmImports import * ### ### Demonstration algorithm of indicators history window usage ### class IndicatorHistoryAlgorithm(QCAlgorithm): '''Demonstration algorithm of indicators history window usage.''' def Initialize(self): '''Initialise the data and resolution required, as well as the cash and start-end dates for your algorithm. All algorithms must initialized.''' self.SetStartDate(2013, 1, 1) self.SetEndDate(2014, 12, 31) self.SetCash(25000) self.symbol = self.AddEquity("SPY", Resolution.Daily).Symbol self.bollingerBands = self.BB(self.symbol, 20, 2.0, resolution=Resolution.Daily) # Let's keep BB values for a 20 day period self.bollingerBands.Window.Size = 20 # Also keep the same period of data for the middle band self.bollingerBands.MiddleBand.Window.Size = 20; def OnData(self, slice: Slice): # Let's wait for our indicator to fully initialize and have a full window of history data if not self.bollingerBands.Window.IsReady: return # We can access the current and oldest (in our period) values of the indicator self.Log(f"Current BB value: {self.bollingerBands[0].EndTime} - {self.bollingerBands[0].Value}") self.Log(f"Oldest BB value: {self.bollingerBands[self.bollingerBands.Window.Count - 1].EndTime} - " f"{self.bollingerBands[self.bollingerBands.Window.Count - 1].Value}") # Let's log the BB values for the last 20 days, for demonstration purposes on how it can be enumerated for dataPoint in self.bollingerBands: self.Log(f"BB @{dataPoint.EndTime}: {dataPoint.Value}") # We can also do the same for internal indicators: middleBand = self.bollingerBands.MiddleBand self.Log(f"Current BB Middle Band value: {middleBand[0].EndTime} - {middleBand[0].Value}") self.Log(f"Oldest BB Middle Band value: {middleBand[middleBand.Window.Count - 1].EndTime} - " f"{middleBand[middleBand.Window.Count - 1].Value}") for dataPoint in middleBand: self.Log(f"BB Middle Band @{dataPoint.EndTime}: {dataPoint.Value}") # We are done now! self.Quit()