/// <summary>
        /// Generate the rolling portfolio beta to equities plot using the python libraries.
        /// </summary>
        public override string Render()
        {
            var backtestPoints          = ResultsUtil.EquityPoints(_backtest);
            var backtestBenchmarkPoints = ResultsUtil.BenchmarkPoints(_backtest);
            var livePoints          = ResultsUtil.EquityPoints(_live);
            var liveBenchmarkPoints = ResultsUtil.BenchmarkPoints(_live);

            var backtestSeries          = new Series <DateTime, double>(backtestPoints);
            var backtestBenchmarkSeries = new Series <DateTime, double>(backtestBenchmarkPoints);
            var liveSeries          = new Series <DateTime, double>(livePoints);
            var liveBenchmarkSeries = new Series <DateTime, double>(liveBenchmarkPoints);

            var base64 = "";

            using (Py.GIL())
            {
                var backtestList = new PyList();
                var liveList     = new PyList();

                var backtestRollingBetaSixMonths    = Rolling.Beta(backtestSeries, backtestBenchmarkSeries, windowSize: 22 * 6);
                var backtestRollingBetaTwelveMonths = Rolling.Beta(backtestSeries, backtestBenchmarkSeries, windowSize: 252);

                backtestList.Append(backtestRollingBetaSixMonths.Keys.ToList().ToPython());
                backtestList.Append(backtestRollingBetaSixMonths.Values.ToList().ToPython());
                backtestList.Append(backtestRollingBetaTwelveMonths.Keys.ToList().ToPython());
                backtestList.Append(backtestRollingBetaTwelveMonths.Values.ToList().ToPython());

                var liveRollingBetaSixMonths    = Rolling.Beta(liveSeries, liveBenchmarkSeries, windowSize: 22 * 6);
                var liveRollingBetaTwelveMonths = Rolling.Beta(liveSeries, liveBenchmarkSeries, windowSize: 252);

                liveList.Append(liveRollingBetaSixMonths.Keys.ToList().ToPython());
                liveList.Append(liveRollingBetaSixMonths.Values.ToList().ToPython());
                liveList.Append(liveRollingBetaTwelveMonths.Keys.ToList().ToPython());
                liveList.Append(liveRollingBetaTwelveMonths.Values.ToList().ToPython());

                base64 = Charting.GetRollingBeta(backtestList, liveList);
            }

            return(base64);
        }