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Example 76 with ClosePriceIndicator

use of org.ta4j.core.indicators.helpers.ClosePriceIndicator in project ta4j by ta4j.

the class IndicatorsToChart method main.

public static void main(String[] args) {
    /*
          Getting time series
         */
    TimeSeries series = CsvBarsLoader.loadAppleIncSeries();
    /*
          Creating indicators
         */
    // Close price
    ClosePriceIndicator closePrice = new ClosePriceIndicator(series);
    EMAIndicator avg14 = new EMAIndicator(closePrice, 14);
    StandardDeviationIndicator sd14 = new StandardDeviationIndicator(closePrice, 14);
    // Bollinger bands
    BollingerBandsMiddleIndicator middleBBand = new BollingerBandsMiddleIndicator(avg14);
    BollingerBandsLowerIndicator lowBBand = new BollingerBandsLowerIndicator(middleBBand, sd14);
    BollingerBandsUpperIndicator upBBand = new BollingerBandsUpperIndicator(middleBBand, sd14);
    /*
          Building chart dataset
         */
    TimeSeriesCollection dataset = new TimeSeriesCollection();
    dataset.addSeries(buildChartTimeSeries(series, closePrice, "Apple Inc. (AAPL) - NASDAQ GS"));
    dataset.addSeries(buildChartTimeSeries(series, lowBBand, "Low Bollinger Band"));
    dataset.addSeries(buildChartTimeSeries(series, upBBand, "High Bollinger Band"));
    /*
          Creating the chart
         */
    JFreeChart chart = ChartFactory.createTimeSeriesChart(// title
    "Apple Inc. 2013 Close Prices", // x-axis label
    "Date", // y-axis label
    "Price Per Unit", // data
    dataset, // create legend?
    true, // generate tooltips?
    true, // generate URLs?
    false);
    XYPlot plot = (XYPlot) chart.getPlot();
    DateAxis axis = (DateAxis) plot.getDomainAxis();
    axis.setDateFormatOverride(new SimpleDateFormat("yyyy-MM-dd"));
    /*
          Displaying the chart
         */
    displayChart(chart);
}
Also used : DateAxis(org.jfree.chart.axis.DateAxis) TimeSeries(org.ta4j.core.TimeSeries) EMAIndicator(org.ta4j.core.indicators.EMAIndicator) BollingerBandsLowerIndicator(org.ta4j.core.indicators.bollinger.BollingerBandsLowerIndicator) XYPlot(org.jfree.chart.plot.XYPlot) TimeSeriesCollection(org.jfree.data.time.TimeSeriesCollection) BollingerBandsMiddleIndicator(org.ta4j.core.indicators.bollinger.BollingerBandsMiddleIndicator) StandardDeviationIndicator(org.ta4j.core.indicators.statistics.StandardDeviationIndicator) BollingerBandsUpperIndicator(org.ta4j.core.indicators.bollinger.BollingerBandsUpperIndicator) ClosePriceIndicator(org.ta4j.core.indicators.helpers.ClosePriceIndicator) SimpleDateFormat(java.text.SimpleDateFormat) JFreeChart(org.jfree.chart.JFreeChart)

Example 77 with ClosePriceIndicator

use of org.ta4j.core.indicators.helpers.ClosePriceIndicator in project ta4j by ta4j.

the class StopGainRuleTest method setUp.

@Before
public void setUp() {
    tradingRecord = new BaseTradingRecord();
    closePrice = new ClosePriceIndicator(new MockTimeSeries(100, 105, 110, 120, 150, 120, 160, 180));
}
Also used : BaseTradingRecord(org.ta4j.core.BaseTradingRecord) MockTimeSeries(org.ta4j.core.mocks.MockTimeSeries) ClosePriceIndicator(org.ta4j.core.indicators.helpers.ClosePriceIndicator) Before(org.junit.Before)

Example 78 with ClosePriceIndicator

use of org.ta4j.core.indicators.helpers.ClosePriceIndicator in project ta4j by ta4j.

the class StopLossRuleTest method setUp.

@Before
public void setUp() {
    tradingRecord = new BaseTradingRecord();
    closePrice = new ClosePriceIndicator(new MockTimeSeries(100, 105, 110, 120, 100, 150, 110, 100));
}
Also used : BaseTradingRecord(org.ta4j.core.BaseTradingRecord) MockTimeSeries(org.ta4j.core.mocks.MockTimeSeries) ClosePriceIndicator(org.ta4j.core.indicators.helpers.ClosePriceIndicator) Before(org.junit.Before)

Example 79 with ClosePriceIndicator

use of org.ta4j.core.indicators.helpers.ClosePriceIndicator in project ta4j by ta4j.

the class Quickstart method main.

public static void main(String[] args) {
    // Getting a time series (from any provider: CSV, web service, etc.)
    TimeSeries series = CsvTradesLoader.loadBitstampSeries();
    // Getting the close price of the bars
    Decimal firstClosePrice = series.getBar(0).getClosePrice();
    System.out.println("First close price: " + firstClosePrice.doubleValue());
    // Or within an indicator:
    ClosePriceIndicator closePrice = new ClosePriceIndicator(series);
    // Here is the same close price:
    // equal to firstClosePrice
    System.out.println(firstClosePrice.isEqual(closePrice.getValue(0)));
    // Getting the simple moving average (SMA) of the close price over the last 5 bars
    SMAIndicator shortSma = new SMAIndicator(closePrice, 5);
    // Here is the 5-bars-SMA value at the 42nd index
    System.out.println("5-bars-SMA value at the 42nd index: " + shortSma.getValue(42).doubleValue());
    // Getting a longer SMA (e.g. over the 30 last bars)
    SMAIndicator longSma = new SMAIndicator(closePrice, 30);
    // Ok, now let's building our trading rules!
    // Buying rules
    // We want to buy:
    // - if the 5-bars SMA crosses over 30-bars SMA
    // - or if the price goes below a defined price (e.g $800.00)
    Rule buyingRule = new CrossedUpIndicatorRule(shortSma, longSma).or(new CrossedDownIndicatorRule(closePrice, Decimal.valueOf("800")));
    // Selling rules
    // We want to sell:
    // - if the 5-bars SMA crosses under 30-bars SMA
    // - or if if the price looses more than 3%
    // - or if the price earns more than 2%
    Rule sellingRule = new CrossedDownIndicatorRule(shortSma, longSma).or(new StopLossRule(closePrice, Decimal.valueOf("3"))).or(new StopGainRule(closePrice, Decimal.valueOf("2")));
    // Running our juicy trading strategy...
    TimeSeriesManager seriesManager = new TimeSeriesManager(series);
    TradingRecord tradingRecord = seriesManager.run(new BaseStrategy(buyingRule, sellingRule));
    System.out.println("Number of trades for our strategy: " + tradingRecord.getTradeCount());
    // Analysis
    // Getting the cash flow of the resulting trades
    CashFlow cashFlow = new CashFlow(series, tradingRecord);
    // Getting the profitable trades ratio
    AnalysisCriterion profitTradesRatio = new AverageProfitableTradesCriterion();
    System.out.println("Profitable trades ratio: " + profitTradesRatio.calculate(series, tradingRecord));
    // Getting the reward-risk ratio
    AnalysisCriterion rewardRiskRatio = new RewardRiskRatioCriterion();
    System.out.println("Reward-risk ratio: " + rewardRiskRatio.calculate(series, tradingRecord));
    // Total profit of our strategy
    // vs total profit of a buy-and-hold strategy
    AnalysisCriterion vsBuyAndHold = new VersusBuyAndHoldCriterion(new TotalProfitCriterion());
    System.out.println("Our profit vs buy-and-hold profit: " + vsBuyAndHold.calculate(series, tradingRecord));
// Your turn!
}
Also used : SMAIndicator(org.ta4j.core.indicators.SMAIndicator) CashFlow(org.ta4j.core.analysis.CashFlow) CrossedUpIndicatorRule(org.ta4j.core.trading.rules.CrossedUpIndicatorRule) TotalProfitCriterion(org.ta4j.core.analysis.criteria.TotalProfitCriterion) StopLossRule(org.ta4j.core.trading.rules.StopLossRule) StopGainRule(org.ta4j.core.trading.rules.StopGainRule) ClosePriceIndicator(org.ta4j.core.indicators.helpers.ClosePriceIndicator) RewardRiskRatioCriterion(org.ta4j.core.analysis.criteria.RewardRiskRatioCriterion) VersusBuyAndHoldCriterion(org.ta4j.core.analysis.criteria.VersusBuyAndHoldCriterion) CrossedDownIndicatorRule(org.ta4j.core.trading.rules.CrossedDownIndicatorRule) StopLossRule(org.ta4j.core.trading.rules.StopLossRule) StopGainRule(org.ta4j.core.trading.rules.StopGainRule) CrossedDownIndicatorRule(org.ta4j.core.trading.rules.CrossedDownIndicatorRule) CrossedUpIndicatorRule(org.ta4j.core.trading.rules.CrossedUpIndicatorRule) AverageProfitableTradesCriterion(org.ta4j.core.analysis.criteria.AverageProfitableTradesCriterion)

Example 80 with ClosePriceIndicator

use of org.ta4j.core.indicators.helpers.ClosePriceIndicator in project ta4j by ta4j.

the class BuyAndSellSignalsToChart method main.

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(// title
    "Bitstamp BTC", // x-axis label
    "Date", // y-axis label
    "Price", // data
    dataset, // create legend?
    true, // generate tooltips?
    true, // generate URLs?
    false);
    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);
}
Also used : DateAxis(org.jfree.chart.axis.DateAxis) XYPlot(org.jfree.chart.plot.XYPlot) TimeSeriesCollection(org.jfree.data.time.TimeSeriesCollection) MovingMomentumStrategy(ta4jexamples.strategies.MovingMomentumStrategy) ClosePriceIndicator(org.ta4j.core.indicators.helpers.ClosePriceIndicator) SimpleDateFormat(java.text.SimpleDateFormat) JFreeChart(org.jfree.chart.JFreeChart)

Aggregations

ClosePriceIndicator (org.ta4j.core.indicators.helpers.ClosePriceIndicator)81 Test (org.junit.Test)55 MockTimeSeries (org.ta4j.core.mocks.MockTimeSeries)26 TimeSeries (org.ta4j.core.TimeSeries)16 Before (org.junit.Before)14 SMAIndicator (org.ta4j.core.indicators.SMAIndicator)7 OverIndicatorRule (org.ta4j.core.trading.rules.OverIndicatorRule)6 ArrayList (java.util.ArrayList)5 TimeSeriesCollection (org.jfree.data.time.TimeSeriesCollection)5 MockBar (org.ta4j.core.mocks.MockBar)5 UnderIndicatorRule (org.ta4j.core.trading.rules.UnderIndicatorRule)5 SimpleDateFormat (java.text.SimpleDateFormat)4 JFreeChart (org.jfree.chart.JFreeChart)4 DateAxis (org.jfree.chart.axis.DateAxis)4 XYPlot (org.jfree.chart.plot.XYPlot)4 EMAIndicator (org.ta4j.core.indicators.EMAIndicator)4 CrossedDownIndicatorRule (org.ta4j.core.trading.rules.CrossedDownIndicatorRule)4 BaseStrategy (org.ta4j.core.BaseStrategy)3 Decimal (org.ta4j.core.Decimal)3 MaxPriceIndicator (org.ta4j.core.indicators.helpers.MaxPriceIndicator)3