/*
* 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.
*/
using System;
using System.Collections.Generic;
using System.Linq;
using QuantConnect.Algorithm.Framework.Selection;
using QuantConnect.Data;
using QuantConnect.Data.Custom.PsychSignal;
using QuantConnect.Data.UniverseSelection;
namespace QuantConnect.Algorithm.CSharp
{
///
/// Momentum based strategy that follows bullish rated stocks
///
public class PsychSignalSentimentAlgorithm : QCAlgorithm
{
private DateTime _timeEntered = DateTime.MinValue;
///
/// Initialise the data and resolution required, as well as the cash and start-end dates for your algorithm. All algorithms must initialized.
///
public override void Initialize()
{
SetStartDate(2018, 3, 1);
SetEndDate(2018, 10, 1);
SetCash(100000);
AddUniverseSelection(new CoarseFundamentalUniverseSelectionModel(CoarseUniverse));
}
///
/// You can use custom data with a universe of assets
///
public IEnumerable CoarseUniverse(IEnumerable coarse)
{
if (Time.Subtract(_timeEntered) <= TimeSpan.FromDays(10))
{
return Universe.Unchanged;
}
// Ask for the universe like normal and then filter it
var symbols = coarse.Where(x => x.HasFundamentalData && x.DollarVolume > 50000000)
.Select(x => x.Symbol)
.Take(20);
// Add the custom data to the underlying security
foreach (var symbol in symbols)
{
AddData(symbol);
}
return symbols;
}
public override void OnData(Slice data)
{
// Scan our last time traded to prevent churn
if (Time.Subtract(_timeEntered) <= TimeSpan.FromDays(10))
{
return;
}
// Fetch the PsychSignal data for the active securities and trade on any
foreach (var security in ActiveSecurities.Values)
{
var tweets = security.Data.PsychSignalSentiment;
foreach (var sentiment in tweets)
{
if (sentiment.BullIntensity > 2.0m && sentiment.BullScoredMessages > 3m)
{
SetHoldings(sentiment.Symbol.Underlying, 0.05);
_timeEntered = Time;
}
}
}
}
///
/// When adding custom data from a universe we should also remove the data afterwards
///
public override void OnSecuritiesChanged(SecurityChanges changes)
{
// Make sure to filter out other security removals (i.e. custom data)
foreach (var r in changes.RemovedSecurities.Where(x => x.Symbol.SecurityType == SecurityType.Equity))
{
Liquidate(r.Symbol);
// Remove the custom data from our algorithm and collection
RemoveSecurity(QuantConnect.Symbol.CreateBase(typeof(PsychSignalSentiment), r.Symbol, Market.USA));
}
}
}
}