public void Initialize()
        {
            _stochasticOsc = new StochasticOsc();

            _prices = GetData();
        }
Esempio n. 2
0
        static async Task Main(string[] args)
        {
            IStockDataService yahooService = new YahooService();

            _priceManager = new PriceManager(yahooService);

            var prices = CsvExtensions.ReadCsv(
                @"Data\\all_stocks_5yr.csv",
                new Dictionary <string, string>
            {
                { "date", "StartTime" },
                { "open", "Open" },
                { "close", "Close" },
                { "high", "High" },
                { "low", "Low" },
                { "volume", "Volume" },
                { "Name", "Symbol" }
            });

            var aalPrice = prices.Where(c => c.Symbol.Equals("AAL")).SortByStartTime();

            var open   = aalPrice.Select(c => (double)c.Open).ToArray();
            var high   = aalPrice.Select(c => (double)c.High).ToArray();
            var low    = aalPrice.Select(c => (double)c.Low).ToArray();
            var close  = aalPrice.Select(c => (double)c.Close).ToArray();
            var volume = aalPrice.Select(c => c.Volume).ToArray();

            var lstm = new Lstm(open, high, low, close, volume);

            lstm.Print();
            var scale = lstm.CalculateScale();
            var min   = lstm.CalculateMin();



            var stochasticOsc = new StochasticOsc();

            var sData = stochasticOsc.Run(GetData());

            var plt = new Plot(600, 400);

            var slow = sData.Select(c => c.SlowValue).ToArray();
            var vals = sData.Select(c => c.Value).ToArray();


            //var xs = sData.Select(p => p.StartTime.ToOADate()).ToArray();

            plt.PlotSignalXY(sData.Select(p => p.StartTime.ToOADate()).ToArray(), slow, label: "slow", color: Color.Red,
                             lineWidth: 2, lineStyle: LineStyle.Solid, markerSize: 0);
            plt.PlotSignalXY(sData.Select(p => p.StartTime.ToOADate()).ToArray(), vals, label: "fast",
                             color: Color.Black, lineWidth: 2, lineStyle: LineStyle.Solid);

            plt.Title("IBM Stochastic");
            plt.YLabel("Stochastic Unit");
            plt.XLabel("Date");
            plt.Ticks(dateTimeX: true);
            //plt.Legend();
            plt.AxisBounds(minY: 0, maxY: 100);
            plt.AxisAuto(verticalMargin: 0.01);

            plt.Add(new PlottableHLine(20, Color.Black, 1, "", false, 20, 20, LineStyle.Solid));
            plt.Add(new PlottableHLine(80, Color.Black, 1, "", false, 80, 80, LineStyle.Solid));

            plt.SaveFig("IBM Slow Stochastic Chart.png");
            return;


            //var list = stochasticService.Run(sData);

            //await TargilAsync();

            //var tickerManager = new TickerManager(yahooService, _priceManager);

            //var tickers = CsvExtensions.ReadConstituentsAsync("Data\\constituents.csv", new Dictionary<string, string>
            //{
            //    {"Symbol", "Symbol"},
            //    {"Name", "Name"},
            //    {"Sector", "Sector"},
            //}).Result;



            //var msftTicker = tickerManager.GetTickerBySymbol(tickers, "MSFT");

            //var prices = await _priceManager.GetPricesAsync(
            //    msftTicker,
            //    new DateTime(2020, 4, 13),
            //    new DateTime(2020, 6, 26),
            //    Interval.OneDay,
            //    false);



            //var offsetPercent = 1;

            //var vals = stochasticService.Run(prices);


            //var plt = new ScottPlot.Plot(600, 400);

            //plt.PlotSignal(vals.Select(c => (double)c.Value).ToArray());

            //plt.Title("Signal Plot Quickstart (5 million points)");
            //plt.YLabel("Vertical Units");
            //plt.XLabel("Horizontal Units");

            //plt.SaveFig("Quickstart_Quickstart_Signal_5MillionPoints.png");

            return;

            //var offsetPercent = 0.5;

            //var supportPoints = _priceManager.GetSupportExtremaGroups(prices, ExtremaType.Minimum, offsetPercent);

            //var p = prices.Last();
            //Console.WriteLine($"Curret value: {p.Close}");

            //Console.WriteLine("Support Points");
            //supportPoints.Print(ExtremaType.Minimum);
            //Console.WriteLine();

            //Console.WriteLine("Reject Points");
            //rejectPoints.Print(ExtremaType.Maximum);


            //var daysMomentum = _priceManager.GetDaysMomentum(prices);
            //daysMomentum.Print();
        }