# 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 *from QuantConnect.Data.Custom.IconicTypes import *### <summary>### Provides an example algorithm showcasing the Security.data features### </summary>class DynamicSecurityDataRegressionAlgorithm(QCAlgorithm):def initialize(self):self.set_start_date(2015, 10, 22)self.set_end_date(2015, 10, 30)ticker = "GOOGL"self._equity = self.add_equity(ticker, Resolution.DAILY)custom_linked_equity = self.add_data(LinkedData, ticker, Resolution.DAILY)first_linked_data = LinkedData()first_linked_data.count = 100first_linked_data.symbol = custom_linked_equity.symbolfirst_linked_data.end_time = self.start_datesecond_linked_data = LinkedData()second_linked_data.count = 100second_linked_data.symbol = custom_linked_equity.symbolsecond_linked_data.end_time = self.start_date# Adding linked data manually to cache for example purposes, since# LinkedData is a type used for testing and doesn't point to any real data.custom_linked_equity_type = list(custom_linked_equity.subscriptions)[0].typecustom_linked_data = list[LinkedData]()custom_linked_data.append(first_linked_data)custom_linked_data.append(second_linked_data)self._equity.cache.add_data_list(custom_linked_data, custom_linked_equity_type, False)def on_data(self, data):# The Security object's Data property provides convenient access# to the various types of data related to that security. You can# access not only the security's price data, but also any custom# data that is mapped to the security, such as our SEC reports.# 1. Get the most recent data point of a particular type:# 1.a Using the generic method, Get(T): => Tcustom_linked_data = self._equity.data.get(LinkedData)self.log(f"{self.time}: LinkedData: {custom_linked_data}")# 2. Get the list of data points of a particular type for the most recent time step:# 2.a Using the generic method, GetAll(T): => IReadOnlyList<T>custom_linked_data_list = self._equity.data.get_all(LinkedData)self.log(f"{self.time}: LinkedData: {len(custom_linked_data_list)}")if not self.portfolio.invested:self.buy(self._equity.symbol, 10)
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