Overall Statistics
Total Orders
6460
Average Win
0.72%
Average Loss
-0.65%
Compounding Annual Return
22.253%
Drawdown
34.000%
Expectancy
0.096
Start Equity
100000.00
End Equity
591799.81
Net Profit
491.800%
Sharpe Ratio
0.779
Sortino Ratio
0.978
Probabilistic Sharpe Ratio
27.834%
Loss Rate
48%
Win Rate
52%
Profit-Loss Ratio
1.11
Alpha
0.141
Beta
0.068
Annual Standard Deviation
0.188
Annual Variance
0.035
Information Ratio
0.26
Tracking Error
0.233
Treynor Ratio
2.167
Total Fees
$115550.19
Estimated Strategy Capacity
$88000.00
Lowest Capacity Asset
BTCUSD E3
Portfolio Turnover
199.39%
# https://quantpedia.com/strategies/intraday-seasonality-in-bitcoin/
#
# The investment universe consists of Bitcoin and the data are obtained from Gemini exchange. To exploit the seasonality, open a long position in the BTC at 22:00 (UTC +0) and hold it for two hours. The position is closed after the two hour holding period.
#
# QC implementation changes:
#   - BTC data are obtained from Bitfinex exchange.

# region imports
from AlgorithmImports import *
# endregion

class OvernightSeasonalityinBitcoin(QCAlgorithm):

    def Initialize(self):
        self.SetStartDate(2016, 1, 1)
        self.SetCash(100000)
        
        # NOTE Coinbase Pro, CoinAPI, and Bitfinex data is all set in UTC Time. This means that when accessing data from this brokerage, all data will be time stamped in UTC Time.
        self.crypto = self.AddCrypto("BTCUSD", Resolution.Minute, Market.Bitfinex)
        self.crypto.SetLeverage(10)
        self.crypto.SetFeeModel(CustomFeeModel())
        self.crypto = self.crypto.Symbol

        self.open_trade_hour:int = 22
        self.close_trade_hour:int = 0

    def OnData(self, data):
        if self.crypto in data and data[self.crypto]:
            time:datetime.datetime = self.UtcTime

            # open long position
            if time.hour == self.open_trade_hour and time.minute == 0:
                self.SetHoldings(self.crypto, 1)
            
        # close position
        if time.hour == self.close_trade_hour and time.minute == 0:
            if self.Portfolio[self.crypto].Invested:
                self.Liquidate(self.crypto)

class CustomFeeModel(FeeModel):
    def GetOrderFee(self, parameters):
        fee = parameters.Security.Price * parameters.Order.AbsoluteQuantity * 0.00005
        return OrderFee(CashAmount(fee, "USD"))