| Overall Statistics |
|
Total Trades
5234
Average Win
0.79%
Average Loss
-0.70%
Compounding Annual Return
22.260%
Drawdown
34.100%
Expectancy
0.090
Net Profit
322.497%
Sharpe Ratio
0.853
Probabilistic Sharpe Ratio
25.005%
Loss Rate
49%
Win Rate
51%
Profit-Loss Ratio
1.12
Alpha
0.166
Beta
0.076
Annual Standard Deviation
0.202
Annual Variance
0.041
Information Ratio
0.322
Tracking Error
0.249
Treynor Ratio
2.287
Total Fees
$80107.71
Estimated Strategy Capacity
$80000.00
Lowest Capacity Asset
BTCUSD E3
|
# 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"))