from AlgorithmImports import *
class TopCryptoStrategy(QCAlgorithm):
def Initialize(self):
self.SetStartDate(2024, 3, 1) # Set Start Date
self.SetEndDate(2024, 6, 1)
self.SetCash(100000) # Set Strategy Cash
# Define the symbols
self.crypto_symbols = ["BTCUSD"]
self.SetBenchmark("SPY")
# Attempt to add each cryptocurrency and stock
self.active_symbols = []
for symbol in self.crypto_symbols:
try:
self.AddCrypto(symbol, Resolution.MINUTE)
self.active_symbols.append(symbol)
except Exception as e:
self.Debug(f"Unable to add symbol: {symbol}. Exception: {e}")
# Define the technical indicators
self.supertrend1 = {}
self.supertrend2 = {}
self.rsi = {}
self.ema100 = {}
self.weekly_twap = {}
self.entry_prices = {}
for symbol in self.active_symbols:
self.supertrend1[symbol] = self.STR(symbol, 10, 10, MovingAverageType.Wilders)
self.supertrend2[symbol] = self.STR(symbol, 10, 3, MovingAverageType.Wilders)
self.rsi[symbol] = self.RSI(symbol, 10, MovingAverageType.Wilders, Resolution.MINUTE)
self.ema100[symbol] = self.EMA(symbol, 100, Resolution.MINUTE)
self.weekly_twap[symbol] = self.WeeklyTwap(symbol, 5)
self.entry_prices[symbol] = None
self.SetWarmUp(100, Resolution.MINUTE) # Warm up period for 100 days
def WeeklyTwap(self, symbol, num_weeks):
twap = self.SMA(symbol, num_weeks * 5, Resolution.MINUTE) # Assuming 5 trading days per week
return twap
def OnData(self, data):
if self.IsWarmingUp:
return
for symbol in self.active_symbols:
if not data.Bars.ContainsKey(symbol):
continue
bar = data.Bars[symbol]
# Get current values
current_price = bar.Close
supertrend1 = self.supertrend1[symbol].Current.Value
supertrend2 = self.supertrend2[symbol].Current.Value
rsi = self.rsi[symbol].Current.Value
ema100 = self.ema100[symbol].Current.Value
weekly_twap = self.weekly_twap[symbol].Current.Value
# Define factor based on asset type
factor = 1.2
# Entry condition
if self.entry_prices[symbol] is None:
if ( rsi < 99): # Use appropriate factor
self.Debug(f"{symbol}: Supertrend1={supertrend1}, Supertrend2={supertrend2}, RSI={rsi}, EMA100={ema100}, Weekly TWAP={weekly_twap}")
self.SetHoldings(symbol, -1.0)
self.entry_prices[symbol] = current_price
# Exit condition
elif rsi < 1:
self.Liquidate(symbol)
self.entry_prices[symbol] = None