Overall Statistics
Total Trades
1327
Average Win
0.08%
Average Loss
-0.01%
Compounding Annual Return
7.287%
Drawdown
20.900%
Expectancy
3.901
Net Profit
44.081%
Sharpe Ratio
0.585
Probabilistic Sharpe Ratio
14.897%
Loss Rate
24%
Win Rate
76%
Profit-Loss Ratio
5.42
Alpha
0.065
Beta
-0.016
Annual Standard Deviation
0.109
Annual Variance
0.012
Information Ratio
-0.215
Tracking Error
0.164
Treynor Ratio
-4.006
Total Fees
$1473.78
class StarterV0(QCAlgorithm):
    def Initialize(self):
        self.SetStartDate(2014, 11, 1)
        self.SetCash(1e6)
        self.AddEquity('AAPL')
        self.AddEquity('SPY')
        self.SetBenchmark('SPY')
        self.SetBrokerageModel(AlphaStreamsBrokerageModel())
        self.SetExecution(ImmediateExecutionModel())
        self.SetPortfolioConstruction(EqualWeightingPortfolioConstructionModel())
        self.UniverseSettings.Resolution = Resolution.Minute
        self.universe = {}
        
        self.count = 0
        
        self.Schedule.On(self.DateRules.EveryDay('SPY'),
                         self.TimeRules.AfterMarketOpen('SPY', 10),    
                         self.Daily)
                         
    def Daily(self):
        insights = []
        
        for symbol, symbolData in self.universe.items():
            if self.count == 0:
                # Everything looks good.
                self.Debug('[{}]: BUY {}'.format(self.Time, symbol))
                insights.append(Insight.Price(symbol, timedelta(weeks=100), InsightDirection.Up))
            if self.count == 10:
                # Nevermind.
                self.Debug('[{}]: SELL {}'.format(self.Time, symbol))
                insights.append(Insight.Price(symbol, timedelta(1), InsightDirection.Flat))    
        
        self.EmitInsights(insights)
        self.count += 1

    def OnSecuritiesChanged(self, changes):
        symbols = [x.Symbol for x in changes.AddedSecurities]
        for symbol in symbols: self.universe[symbol] = Symbol(symbol)

class Symbol:
    def __init__(self, symbol):
        self.symbol = symbol