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ofitLoss":"52.76","averageProfit":"280.50","averageLoss":"-174.98","averageTradeDuration":"1430.00:00:00","averageWinningTradeDuration":"1430.00:00:00","averageLosingTradeDuration":"1430.00:00:00","medianTradeDuration":"1430.00:00:00","medianWinningTradeDuration":"1430.00:00:00","medianLosingTradeDuration":"1430.00:00:00","maxConsecutiveWinningTrades":1,"maxConsecutiveLosingTrades":1,"profitLossRatio":"1.6030","winLossRatio":"1","winRate":"0.5","lossRate":"0.5","averageMAE":"-125.035","averageMFE":"149.865","largestMAE":"-250.07","largestMFE":"289.35","maximumClosedTradeDrawdown":"-174.98","maximumIntraTradeDrawdown":"-289.35","profitLossStandardDeviation":"322.0730","profitLossDownsideDeviation":"0","profitFactor":"1.6030","sharpeRatio":"0.1638","sortinoRatio":"0","profitToMaxDrawdownRatio":"0.6030","maximumEndTradeDrawdown":"260.45","averageEndTradeDrawdown":"-97.105","maximumDrawdownDuration":"1430.00:00:00","totalFees":"0.0763"},"portfolioStatistics":{"averageWinRate":"0.0022","averageLossRate":"-0.0010","profitLossRatio":"2.0762","winRate":"0.5","lossRate":"0.5","expectancy":"0.5381","startEquity":"110074.2629","endEquity":"116322.1076","compoundingAnnualReturn":"0.9396","drawdown":"0.015","totalNetProfit":"0.0568","sharpeRatio":"5.7685","probabilisticSharpeRatio":"0.9169","sortinoRatio":"12.6450","alpha":"-0.1500","beta":"0.3611","annualStandardDeviation":"0.1070","annualVariance":"0.0114","informationRatio":"-9.3062","trackingError":"0.1619","treynorRatio":"1.7087","portfolioTurnover":"0.0009","valueAtRisk99":"-0.014","valueAtRisk95":"-0.009","drawdownRecovery":"7"},"closedTrades":[]},"M1_20111130":{"tradeStatistics":{"startDateTime":"2007-11-01T04:00:00Z","endDateTime":"2011-11-01T04:00:00Z","totalNumberOfTrades":1,"numberOfWinningTrades":1,"numberOfLosingTrades":0,"totalProfitLoss":"151.14","totalProfit":"151.14","totalLoss":"0","largestProfit":"151.14","largestLoss":"0","averageProfitLoss":"151.14","averageProfit":"151.14","averageLoss":"0","averageTradeDuration":"1461.00:00:00","averageWinningTradeDuration":"1461.00:00:00","averageLosingTradeDuration":"00:00:00","medianTradeDuration":"1461.00:00:00","medianWinningTradeDuration":"1461.00:00:00","medianLosingTradeDuration":"00:00:00","maxConsecutiveWinningTrades":1,"maxConsecutiveLosingTrades":0,"profitLossRatio":"0","winLossRatio":"10","winRate":"1","lossRate":"0","averageMAE":"-153.89","averageMFE":"168.14","largestMAE":"-153.89","largestMFE":"168.14","maximumClosedTradeDrawdown":"0","maximumIntraTradeDrawdown":"-322.03","profitLossStandardDeviation":"0","profitLossDownsideDeviation":"0","profitFactor":"10","sharpeRatio":"0","sortinoRatio":"0","profitToMaxDrawdownRatio":"10","maximumEndTradeDrawdown":"189.02","averageEndTradeDrawdown":"-17.00","maximumDrawdownDuration":"00:00:00","totalFees":"0.0314"},"portfolioStatistics":{"averageWinRate":"0.0014","averageLossRate":"0","profitLossRatio":"0","winRate":"1","lossRate":"0","expectancy":"0","startEquity":"114940.8778","endEquity":"110385.41","compoundingAnnualReturn":"-0.3985","drawdown":"0.055","totalNetProfit":"-0.0396","sharpeRatio":"-2.1398","probabilisticSharpeRatio":"0.1264","sortinoRatio":"-2.5999","alpha":"-0.1459","beta":"0.3786","annualStandardDeviation":"0.0905","annualVariance":"0.0082","informationRatio":"-0.4842","trackingError":"0.1395","treynorRatio":"-0.5113","portfolioTurnover":"0.0005","valueAtRisk99":"-0.014","valueAtRisk95":"-0.010","drawdownRecovery":"0"},"closedTrades":[]},"M1_20111231":{"tradeStatistics":{"startDateTime":"2007-11-01T04:00:00Z","endDateTime":"2011-12-01T05:00:00Z","totalNumberOfTrades":1,"numberOfWinningTrades":1,"numberOfLosingTrades":0,"totalProfitLoss":"137.10","totalProfit":"137.10","totalLoss":"0","largestProfit":"137.10","largestLoss":"0","averageProfitLoss":"137.10","averageProfit":"137.10","averageLoss":"0","averageTradeDuration":"1491.01:00:00","averageWinningTradeDuration":"1491.01:00:00","averageLosingTradeDuration":"00:00:00","medianTradeDuration":"1491.01:00:00","medianWinningTradeDuration":"1491.01:00:00","medianLosingTradeDuration":"00:00:00","maxConsecutiveWinningTrades":1,"maxConsecutiveLosingTrades":0,"profitLossRatio":"0","winLossRatio":"10","winRate":"1","lossRate":"0","averageMAE":"0.00","averageMFE":"148.21","largestMAE":"0","largestMFE":"148.21","maximumClosedTradeDrawdown":"0","maximumIntraTradeDrawdown":"-148.21","profitLossStandardDeviation":"0","profitLossDownsideDeviation":"0","profitFactor":"10","sharpeRatio":"0","sortinoRatio":"0","profitToMaxDrawdownRatio":"10","maximumEndTradeDrawdown":"53.57","averageEndTradeDrawdown":"-11.11","maximumDrawdownDuration":"00:00:00","totalFees":"0.0230"},"portfolioStatistics":{"averageWinRate":"0.0010","averageLossRate":"0","profitLossRatio":"0","winRate":"1","lossRate":"0","expectancy":"0","startEquity":"111805.1348","endEquity":"110789.2032","compoundingAnnualReturn":"-0.1051","drawdown":"0.026","totalNetProfit":"-0.0091","sharpeRatio":"-1.4091","probabilisticSharpeRatio":"0.1982","sortinoRatio"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2S","permtick":"CME_NE1"}],"entryTime":"2022-09-01T04:00:00Z","entryPrice":120.21469961167693,"direction":1,"quantity":6,"exitTime":"2026-08-01T04:00:00Z","exitPrice":113.54811066083754,"profitLoss":40,"totalFees":0.034064433198251261,"mae":-44.990000000000002,"mfe":71.140000000000001,"duration":"1430.00:00:00","endTradeDrawdown":111.44,"isWin":true,"orderIds":[754,967]},{"id":"90865220-f4d1-42b8-8bf5-74df5fd44490","symbols":[{"value":"CME_AD1","id":"CME_AD1.QuantpediaFutures 2S","permtick":"CME_AD1"}],"entryTime":"2022-09-01T04:00:00Z","entryPrice":228.6050304403725,"direction":1,"quantity":2,"exitTime":"2026-09-01T04:00:00Z","exitPrice":233.11404311203484,"profitLoss":-9.0199999999999996,"totalFees":0.023311404311203484,"mae":-16.620000000000001,"mfe":68.560000000000002,"duration":"1461.00:00:00","endTradeDrawdown":82.5,"isWin":false,"orderIds":[748,968]},{"id":"74c44a4b-22d1-4ffd-8819-2b868a620922","symbols":[{"value":"CME_MP1","id":"CME_MP1.QuantpediaFutures 2S","permtick":"CME_MP1"}],"entryTime":"2022-09-01T04:00:00Z","entryPrice":275.57951035258145,"direction":1,"quantity":1,"exitTime":"2026-09-01T04:00:00Z","exitPrice":404.50705056771585,"profitLoss":-128.93000000000001,"totalFees":0.020225352528385792,"mae":-130.72,"mfe":2.3399999999999999,"duration":"1461.00:00:00","endTradeDrawdown":133.06,"isWin":false,"orderIds":[753,969]}]},"analysis":[{"name":"FlatEquityCurveAnalysis","issue":"The equity curve is flat for several days in a row.","sample":[{"start":"2001-11-10T05:00:00","end":"2001-11-13T05:00:00","trading_days":2},{"start":"2002-11-09T05:00:00","end":"2002-11-12T05:00:00","trading_days":2},{"start":"2003-11-11T05:00:00","end":"2003-11-12T05:00:00","trading_days":2},{"start":"2004-11-11T05:00:00","end":"2004-11-12T05:00:00","trading_days":2},{"start":"2005-11-11T05:00:00","end":"2005-11-12T05:00:00","trading_days":2}],"count":6,"solutions":["Log how often each entry condition passes individually: when several conditions must align (trend, volume, indicator thresholds), it is common that they are never all true at the same time. Relax the single most restrictive condition and re-run, changing one condition per backtest instead of redesigning the strategy.","Check if you need to warm-up some data structures, including indicators, RollingWindow objects, and training data. Log how many assets pass IsReady or warm-up gates: they can silently exclude most of the universe.","Check if the algorithm subscribes to any assets. Is the universe selection actually selecting anything? Log the selection count on each rebalance.","Check custom data sources actually deliver data by logging the first points received: a reader or date-format error can silently produce no data and therefore no signals.","Check minimum-history or training-window requirements against the history the data source actually provides: if a model requires more history than exists, the trading logic may never activate.","Check if there is enough cash to satisfy the minimum order sizes."]},{"name":"AlgorithmSpeedAnalysis \/ SlowExecution","issue":"The algorithm is running below 40k data points per second.","sample":"The algorithm executed at only 4k data points per second over the whole 27s run.","solutions":["Review the algorithm code for inefficiencies.","To see where the execution time is spent, set the `performance_sample_period` setting, like `self.settings.performance_sample_period = timedelta(days=1)`, and rerun to get a \"Performance\" time-breakdown chart.","If there is a universe, reduce its size.","Reduce the data resolution.","If the algorithm is training a model, reduce the amount of training data or reduce the number of epochs in the training process."]},{"name":"PortfolioMarginUsageAnalysis","issue":"The algorithm sometimes only utilizes a small proportion of the margin available.","sample":"Number of days when the 3-day SMA of the margin usage drops below 50%: 8463","solutions":["Adjust the strategy logic or position sizing to utilize more margin.","If the algorithm logic leads to periods of time when the portfolio sits in cash, consider holding a \"risk-free\" asset during these periods."]},{"name":"PerformanceRelativeToBenchmarkAnalysis","issue":"The strategy has a lower Sharpe ratio than the benchmark.","sample":{"backtestSharpe":-2.7942913293508806,"benchmarkSharpe":-1.1085894562560332},"solutions":["Try adjusting the trading rules and\/or the universe to get a strategy that outperforms the benchmark."]},{"name":"CrisisEventsAnalysis","issue":"The strategy underperformed the benchmark during some crisis events in terms of risk-adjusted returns.","sample":{"crisisEvent":"DotCom Bubble 2000","backtestSharpe":-9.3608188327628401,"benchmarkSharpe":-1.0742405870482774},"count":10,"solutions":["Consider adding risk management techniques such as stop-loss orders, position sizing, Option hedging, and diversification to mitigate losses during turbulent periods."]}]},"backtestId":"e4329414df84232a08add678eb5e807c","files":[{"id":null,"content":"# https:\/\/quantpedia.com\/strategies\/dollar-carry-trade\/\n#\n# The investment universe consists of currencies from developed countries (the Euro area, Australia, Canada, Denmark, Japan, New Zealand, Norway, Sweden,\n# Switzerland, and the United Kingdom). The average forward discount (AFD) is calculated for this basket of currencies (each currency has an equal weight).\n# The average 3-month rate could be used instead of the AFD in the calculation. The AFD is then compared to the 3-month US Treasury rate. The investor\n# goes long on the US dollar and goes short on the basket of currencies if the 3-month US Treasury rate is higher than the AFD. The investor goes short\n# on the US dollar and long on the basket of currencies if the 3-month US Treasury rate is higher than the AFD. The portfolio is rebalanced monthly.\n\nimport data_tools\nimport numpy as np\nfrom AlgorithmImports import *\nfrom typing import Dict\n\nclass DollarCarryTrade(QCAlgorithm):\n\n    def Initialize(self):\n        self.SetStartDate(2000, 1, 1)\n        self.SetCash(100000)\n        \n        self.leverage:int = 2\n\n        # Source: https:\/\/fred.stlouisfed.org\/series\/IR3TIB01AUM156N\n        self.symbols:Dict[str, str] = {\n            \"CME_AD1\" : \"IR3TIB01AUM156N\",   # Australian Dollar Futures, Continuous Contract #1\n            \"CME_BP1\" : \"LIOR3MUKM\",         # British Pound Futures, Continuous Contract #1\n            \"CME_CD1\" : \"IR3TIB01CAM156N\",   # Canadian Dollar Futures, Continuous Contract #1\n            \"CME_EC1\" : \"IR3TIB01EZM156N\",   # Euro FX Futures, Continuous Contract #1\n            \"CME_JY1\" : \"IR3TIB01JPM156N\",   # Japanese Yen Futures, Continuous Contract #1\n            \"CME_MP1\" : \"IR3TIB01MXM156N\",   # Mexican Peso Futures, Continuous Contract #1\n            \"CME_NE1\" : \"IR3TIB01NZM156N\",   # New Zealand Dollar Futures, Continuous Contract #1\n            \"CME_SF1\" : \"IR3TIB01CHM156N\"    # Swiss Franc Futures, Continuous Contract #1\n        }\n                                \n        for symbol in self.symbols:\n            data = self.AddData(data_tools.QuantpediaFutures, symbol, Resolution.Daily)\n            data.SetFeeModel(data_tools.CustomFeeModel())\n            data.SetLeverage(self.leverage)\n\n            # Interbank rate data.\n            cash_rate_symbol = self.symbols[symbol]\n            self.AddData(data_tools.InterestRate3M, cash_rate_symbol, Resolution.Daily)\n        \n        self.treasury_rate:Symbol = self.AddData(data_tools.InterestRate3M, 'IR3TIB01USM156N', Resolution.Daily).Symbol\n            \n    def OnData(self, data:Slice) -> None:\n        ir_last_update_date:Dict[str, datetime.date] = data_tools.InterestRate3M.get_last_update_date()\n        qp_futures_last_update_date:Dict[str, datetime.date] = data_tools.QuantpediaFutures.get_last_update_date()\n        \n        fd:Dict[str, float] = {}\n        for future_symbol, cash_rate_symbol in self.symbols.items():\n            if self.Securities[cash_rate_symbol].GetLastData() and ir_last_update_date[cash_rate_symbol] > self.Time.date():\n                if cash_rate_symbol in data and data[cash_rate_symbol]:\n                    if qp_futures_last_update_date[future_symbol] > self.Time.date():\n                        cash_rate:float = data[cash_rate_symbol].Value\n                        \n                        # Update cash rate only once a month.\n                        fd[future_symbol] = cash_rate\n\n        if len(fd) == 0:\n            if self.Securities[self.treasury_rate].GetLastData() and ir_last_update_date[self.treasury_rate.Value] <= self.Time.date():\n                self.Liquidate()\n            return\n    \n        afd:float = np.mean([x[1] for x in fd.items()])\n\n        treasuries_3m_rate:float = self.Securities[self.treasury_rate].Price\n\n        count:int = len(self.symbols)\n        if treasuries_3m_rate > afd:\n            # Long on the US dollar and goes short on the basket of currencies.\n            for symbol in self.symbols:\n                if symbol in data and data[symbol]:\n                    self.SetHoldings(symbol, -1 \/ count)\n        else:\n            # Short on the US dollar and long on the basket of currencies.\n            for symbol in self.symbols:\n                if symbol in data and data[symbol]:\n                    self.SetHoldings(symbol, 1 \/ count)","modified":null,"name":"main.py","open":false,"isLibrary":false,"projectId":38838556},{"id":null,"content":"#region imports\nfrom AlgorithmImports import *\nfrom dateutil.relativedelta import relativedelta\n#endregion\n\n# Quantpedia data.\n# NOTE: IMPORTANT: Data order must be ascending (datewise)\nclass QuantpediaFutures(PythonData):\n    _last_update_date:Dict[str, datetime.date] = {}\n\n    @staticmethod\n    def get_last_update_date() -> Dict[str, datetime.date]:\n       return QuantpediaFutures._last_update_date\n\n    def GetSource(self, config, date, isLiveMode):\n        return SubscriptionDataSource(\"data.quantpedia.com\/backtesting_data\/futures\/{0}.csv\".format(config.Symbol.Value), SubscriptionTransportMedium.RemoteFile, FileFormat.Csv)\n\n    def Reader(self, config, line, date, isLiveMode):\n        data = QuantpediaFutures()\n        data.Symbol = config.Symbol\n        \n        if not line[0].isdigit(): return None\n        split = line.split(';')\n        \n        data.Time = datetime.strptime(split[0], \"%d.%m.%Y\") + timedelta(days=1)\n        data['back_adjusted'] = float(split[1])\n        data['spliced'] = float(split[2])\n        data.Value = float(split[1])\n\n        # store last update date\n        if config.Symbol.Value not in QuantpediaFutures._last_update_date:\n            QuantpediaFutures._last_update_date[config.Symbol.Value] = datetime(1,1,1).date()\n\n        if data.Time.date() > QuantpediaFutures._last_update_date[config.Symbol.Value]:\n            QuantpediaFutures._last_update_date[config.Symbol.Value] = data.Time.date()\n\n\n        return data\n\nclass InterestRate3M(PythonData):\n    _last_update_date:Dict[str, datetime.date] = {}\n\n    @staticmethod\n    def get_last_update_date() -> Dict[str, datetime.date]:\n       return InterestRate3M._last_update_date\n\n    def GetSource(self, config:SubscriptionDataConfig, date:datetime, isLiveMode:bool) -> SubscriptionDataSource:\n        return SubscriptionDataSource(\"data.quantpedia.com\/backtesting_data\/interbank_rate\/{0}.csv\".format(config.Symbol.Value), SubscriptionTransportMedium.RemoteFile, FileFormat.Csv)\n\n    def Reader(self, config:SubscriptionDataConfig, line:str, date:datetime, isLiveMode:bool) -> BaseData:\n        data = InterestRate3M()\n        data.Symbol = config.Symbol\n        \n        if not line[0].isdigit(): return None\n        split = line.split(';')\n        \n        data.Time = datetime.strptime(split[0], \"%Y-%m-%d\") + relativedelta(months=2)\n        if split[1] not in ['', '.']:\n            data['value'] = float(split[1])\n            data.Value = float(split[1])\n        else:\n            return None\n\n        # store last update date\n        if config.Symbol.Value not in InterestRate3M._last_update_date:\n            InterestRate3M._last_update_date[config.Symbol.Value] = datetime(1,1,1).date()\n\n        if data.Time.date() > InterestRate3M._last_update_date[config.Symbol.Value]:\n            InterestRate3M._last_update_date[config.Symbol.Value] = data.Time.date()\n\n        return data\n\n# Quandl \"value\" data\nclass QuandlValue(PythonQuandl):\n    def __init__(self):\n        self.ValueColumnName = 'Value'\n\n# Custom fee model.\nclass CustomFeeModel(FeeModel):\n    def GetOrderFee(self, parameters):\n        fee = parameters.Security.Price * parameters.Order.AbsoluteQuantity * 0.00005\n        return OrderFee(CashAmount(fee, \"USD\"))\n","modified":null,"name":"data_tools.py","open":false,"isLibrary":false,"projectId":38838556}],"success":true}