/* * 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 QuantConnect.Data.Market; namespace QuantConnect.Indicators { /// /// Represents the traditional commodity channel index (CCI) /// /// CCI = (Typical Price - 20-period SMA of TP) / (.015 * Mean Deviation) /// Typical Price (TP) = (High + Low + Close)/3 /// Constant = 0.015 /// /// There are four steps to calculating the Mean Deviation, first, subtract /// the most recent 20-period average of the typical price from each period's /// typical price. Second, take the absolute values of these numbers. Third, /// sum the absolute values. Fourth, divide by the total number of periods (20). /// public class CommodityChannelIndex : BarIndicator, IIndicatorWarmUpPeriodProvider { /// /// This constant is used to ensure that CCI values fall between +100 and -100, 70% to 80% of the time /// private const decimal K = 0.015m; /// /// Gets the type of moving average /// public MovingAverageType MovingAverageType { get; } /// /// Keep track of the simple moving average of the typical price /// public IndicatorBase TypicalPriceAverage { get; } /// /// Keep track of the mean absolute deviation of the typical price /// public IndicatorBase TypicalPriceMeanDeviation { get; } /// /// Initializes a new instance of the CommodityChannelIndex class /// /// The period of the standard deviation and moving average (middle band) /// The type of moving average to be used public CommodityChannelIndex(int period, MovingAverageType movingAverageType = MovingAverageType.Simple) : this($"CCI({period})", period, movingAverageType) { } /// /// Initializes a new instance of the CommodityChannelIndex class /// /// The name of this indicator /// The period of the standard deviation and moving average (middle band) /// The type of moving average to be used public CommodityChannelIndex(string name, int period, MovingAverageType movingAverageType = MovingAverageType.Simple) : base(name) { WarmUpPeriod = period; MovingAverageType = movingAverageType; TypicalPriceAverage = movingAverageType.AsIndicator(name + "_TypicalPriceAvg", period); TypicalPriceMeanDeviation = new MeanAbsoluteDeviation(name + "_TypicalPriceMAD", period); } /// /// Gets a flag indicating when this indicator is ready and fully initialized /// public override bool IsReady => TypicalPriceAverage.IsReady && TypicalPriceMeanDeviation.IsReady; /// /// Required period, in data points, for the indicator to be ready and fully initialized. /// public int WarmUpPeriod { get; } /// /// Computes the next value of this indicator from the given state /// /// The input given to the indicator /// A new value for this indicator protected override decimal ComputeNextValue(IBaseDataBar input) { var typicalPrice = (input.High + input.Low + input.Close) / 3.0m; TypicalPriceAverage.Update(input.EndTime, typicalPrice); TypicalPriceMeanDeviation.Update(input.EndTime, typicalPrice); // compare this to zero, since if the mean deviation is very small we can get // precision errors due to non-floating point math var weightedMeanDeviation = K * TypicalPriceMeanDeviation.Current.Value; if (weightedMeanDeviation == 0.0m) { return 0.0m; } return (typicalPrice - TypicalPriceAverage.Current.Value).SafeDivision(weightedMeanDeviation, Current.Value); } /// /// Resets this indicator to its initial state /// public override void Reset() { TypicalPriceAverage.Reset(); TypicalPriceMeanDeviation.Reset(); base.Reset(); } } }