ta4jexamples.analysis.BuyAndSellSignalsToChart.java Source code

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Here is the source code for ta4jexamples.analysis.BuyAndSellSignalsToChart.java

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/**
 * The MIT License (MIT)
 *
 * Copyright (c) 2014-2017 Marc de Verdelhan & respective authors (see AUTHORS)
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy of
 * this software and associated documentation files (the "Software"), to deal in
 * the Software without restriction, including without limitation the rights to
 * use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
 * the Software, and to permit persons to whom the Software is furnished to do so,
 * subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in all
 * copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
 * FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
 * COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
 * IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
 * CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
 */
package ta4jexamples.analysis;

import eu.verdelhan.ta4j.Indicator;
import eu.verdelhan.ta4j.Strategy;
import eu.verdelhan.ta4j.Decimal;
import eu.verdelhan.ta4j.Tick;
import eu.verdelhan.ta4j.TimeSeries;
import eu.verdelhan.ta4j.TimeSeriesManager;
import eu.verdelhan.ta4j.Trade;
import eu.verdelhan.ta4j.indicators.helpers.ClosePriceIndicator;
import java.awt.Color;
import java.awt.Dimension;
import java.text.SimpleDateFormat;
import java.util.Date;
import java.util.List;
import org.jfree.chart.ChartFactory;
import org.jfree.chart.ChartPanel;
import org.jfree.chart.JFreeChart;
import org.jfree.chart.axis.DateAxis;
import org.jfree.chart.plot.Marker;
import org.jfree.chart.plot.ValueMarker;
import org.jfree.chart.plot.XYPlot;
import org.jfree.data.time.Minute;
import org.jfree.data.time.TimeSeriesCollection;
import org.jfree.ui.ApplicationFrame;
import org.jfree.ui.RefineryUtilities;
import ta4jexamples.loaders.CsvTradesLoader;
import ta4jexamples.strategies.MovingMomentumStrategy;

/**
 * This class builds a graphical chart showing the buy/sell signals of a strategy.
 */
public class BuyAndSellSignalsToChart {

    /**
     * Builds a JFreeChart time series from a Ta4j time series and an indicator.
     * @param tickSeries the ta4j time series
     * @param indicator the indicator
     * @param name the name of the chart time series
     * @return the JFreeChart time series
     */
    private static org.jfree.data.time.TimeSeries buildChartTimeSeries(TimeSeries tickSeries,
            Indicator<Decimal> indicator, String name) {
        org.jfree.data.time.TimeSeries chartTimeSeries = new org.jfree.data.time.TimeSeries(name);
        for (int i = 0; i < tickSeries.getTickCount(); i++) {
            Tick tick = tickSeries.getTick(i);
            chartTimeSeries.add(new Minute(Date.from(tick.getEndTime().toInstant())),
                    indicator.getValue(i).toDouble());
        }
        return chartTimeSeries;
    }

    /**
     * Runs a strategy over a time series and adds the value markers
     * corresponding to buy/sell signals to the plot.
     * @param series a time series
     * @param strategy a trading strategy
     * @param plot the plot
     */
    private static void addBuySellSignals(TimeSeries series, Strategy strategy, XYPlot plot) {
        // Running the strategy
        TimeSeriesManager seriesManager = new TimeSeriesManager(series);
        List<Trade> trades = seriesManager.run(strategy).getTrades();
        // Adding markers to plot
        for (Trade trade : trades) {
            // Buy signal
            double buySignalTickTime = new Minute(
                    Date.from(series.getTick(trade.getEntry().getIndex()).getEndTime().toInstant()))
                            .getFirstMillisecond();
            Marker buyMarker = new ValueMarker(buySignalTickTime);
            buyMarker.setPaint(Color.GREEN);
            buyMarker.setLabel("B");
            plot.addDomainMarker(buyMarker);
            // Sell signal
            double sellSignalTickTime = new Minute(
                    Date.from(series.getTick(trade.getExit().getIndex()).getEndTime().toInstant()))
                            .getFirstMillisecond();
            Marker sellMarker = new ValueMarker(sellSignalTickTime);
            sellMarker.setPaint(Color.RED);
            sellMarker.setLabel("S");
            plot.addDomainMarker(sellMarker);
        }
    }

    /**
     * Displays a chart in a frame.
     * @param chart the chart to be displayed
     */
    private static void displayChart(JFreeChart chart) {
        // Chart panel
        ChartPanel panel = new ChartPanel(chart);
        panel.setFillZoomRectangle(true);
        panel.setMouseWheelEnabled(true);
        panel.setPreferredSize(new Dimension(1024, 400));
        // Application frame
        ApplicationFrame frame = new ApplicationFrame("Ta4j example - Buy and sell signals to chart");
        frame.setContentPane(panel);
        frame.pack();
        RefineryUtilities.centerFrameOnScreen(frame);
        frame.setVisible(true);
    }

    public static void main(String[] args) {

        // Getting the time series
        TimeSeries series = CsvTradesLoader.loadBitstampSeries();
        // Building the trading strategy
        Strategy strategy = MovingMomentumStrategy.buildStrategy(series);

        /**
         * Building chart datasets
         */
        TimeSeriesCollection dataset = new TimeSeriesCollection();
        dataset.addSeries(buildChartTimeSeries(series, new ClosePriceIndicator(series), "Bitstamp Bitcoin (BTC)"));

        /**
         * Creating the chart
         */
        JFreeChart chart = ChartFactory.createTimeSeriesChart("Bitstamp BTC", // title
                "Date", // x-axis label
                "Price", // y-axis label
                dataset, // data
                true, // create legend?
                true, // generate tooltips?
                false // generate URLs?
        );
        XYPlot plot = (XYPlot) chart.getPlot();
        DateAxis axis = (DateAxis) plot.getDomainAxis();
        axis.setDateFormatOverride(new SimpleDateFormat("MM-dd HH:mm"));

        /**
         * Running the strategy and adding the buy and sell signals to plot
         */
        addBuySellSignals(series, strategy, plot);

        /**
         * Displaying the chart
         */
        displayChart(chart);
    }
}