| Overall Statistics |
|
Total Orders
6882
Average Win
0.71%
Average Loss
-0.64%
Compounding Annual Return
21.097%
Drawdown
34.300%
Expectancy
0.093
Start Equity
100000.00
End Equity
607755.16
Net Profit
507.755%
Sharpe Ratio
0.738
Sortino Ratio
0.929
Probabilistic Sharpe Ratio
24.565%
Loss Rate
48%
Win Rate
52%
Profit-Loss Ratio
1.11
Alpha
0.131
Beta
0.06
Annual Standard Deviation
0.184
Annual Variance
0.034
Information Ratio
0.233
Tracking Error
0.233
Treynor Ratio
2.272
Total Fees
$128311.01
Estimated Strategy Capacity
$140000.00
Lowest Capacity Asset
BTCUSD E3
Portfolio Turnover
199.40%
|
# 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"))