/*
* 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.Collections.Generic;
using System.Linq;
using QuantConnect.Algorithm.Framework.Alphas;
using QuantConnect.Algorithm.Framework.Portfolio;
using QuantConnect.Algorithm.Framework.Selection;
using QuantConnect.Data.Fundamental;
using QuantConnect.Data.UniverseSelection;
using QuantConnect.Indicators;
using QuantConnect.Orders;
namespace QuantConnect.Algorithm.CSharp
{
///
/// This example algorithm defines its own custom coarse/fine fundamental selection model
/// combined with the MACD alpha model.
///
public class CustomFrameworkModelsAlgorithm : QCAlgorithm
{
public override void Initialize()
{
// Set requested data resolution
UniverseSettings.Resolution = Resolution.Minute;
SetStartDate(2013, 10, 07); //Set Start Date
SetEndDate(2013, 10, 11); //Set End Date
SetCash(100000); //Set Strategy Cash
SetUniverseSelection(new CustomFundamentalUniverseSelectionModel());
SetAlpha(new MacdAlphaModel(
fastPeriod: 10,
slowPeriod: 30,
signalPeriod: 12,
movingAverageType: MovingAverageType.Simple
));
SetPortfolioConstruction(new EqualWeightingPortfolioConstructionModel());
}
public override void OnOrderEvent(OrderEvent orderEvent)
{
if (orderEvent.Status.IsFill())
{
Debug($"Purchased Stock: {orderEvent.Symbol}");
}
}
///
/// Defines a custom that takes the top 100 by
/// dollar volume and then the top 20 by earnings yield
///
public class CustomFundamentalUniverseSelectionModel : FundamentalUniverseSelectionModel
{
public CustomFundamentalUniverseSelectionModel()
: base(filterFineData: true)
{
}
///
/// Defines the coarse fundamental selection function.
///
/// The algorithm instance
/// The coarse fundamental data used to perform filtering
/// An enumerable of symbols passing the filter
public override IEnumerable SelectCoarse(QCAlgorithm algorithm, IEnumerable coarse)
{
return coarse
.OrderByDescending(c => c.DollarVolume)
.Select(c => c.Symbol)
.Take(100);
}
///
/// Defines the fine fundamental selection function.
///
/// The algorithm instance
/// The fine fundamental data used to perform filtering
/// An enumerable of symbols passing the filter
public override IEnumerable SelectFine(QCAlgorithm algorithm, IEnumerable fine)
{
return fine
.OrderByDescending(f => f.ValuationRatios.EarningYield)
.Select(f => f.Symbol)
.Take(20);
}
}
}
}