public class LogAxis : PlotDemo, IPlotDemo
        {
            public string name { get; } = "Log Axis";
            public string description { get; } = "";

            public void Render(Plot plt)
            {
                // generate some interesting log-distributed data
                int pointCount = 200;
                double[] dataXs = new double[pointCount];
                double[] dataYs = new double[pointCount];
                Random rand = new Random(0);
                for (int i = 0; i < pointCount; i++)
                {
                    double x = 10.0 * i / pointCount;
                    dataXs[i] = x;
                    dataYs[i] = Math.Pow(2, x) + rand.NextDouble() * i;
                }

                dataYs[0] = 0;

                // this tool can convert linear data to log data
                double[] dataYsLog = ScottPlot.Tools.Log10(dataYs);

                foreach(double curr in dataYsLog) {
                    Debug.WriteLine(curr);
                }
                plt.PlotScatter(dataXs, dataYsLog, lineWidth: 0);

                // call this to move minor ticks to simulate a log scale
                plt.Ticks(logScaleY: true);

                plt.Title("Data (Log Scale)");
                plt.YLabel("Vertical Units (10^x)");
                plt.XLabel("Horizontal Units");
            }
        }