from QuantConnect.Data.Market import TradeBar
from datetime import timedelta
from System import *
from QuantConnect import *
from QuantConnect.Algorithm import *
from QuantConnect.Indicators import *
import decimal as d
class MyAlgorithm(QCAlgorithm):
def Initialize(self):
self.SetStartDate(2017, 7, 14) # Set Start Date
self.SetEndDate(2017, 7, 29)
self.SetCash(100000) # Set Strategy Cash
self.symbolData = dict()
# I use a dictionary to create rolling windows for multiple stocks, right now it's only apple to simply things
for ticker in ["AAPL"]:
symbol = self.AddEquity(ticker, Resolution.Second).Symbol
consolidator_daily = TradeBarConsolidator(timedelta(1))
consolidator_daily.DataConsolidated += self.OnDailyData
self.SubscriptionManager.AddConsolidator(symbol, consolidator_daily)
consolidator_minute = TradeBarConsolidator(60)
consolidator_minute.DataConsolidated += self.OnMinuteData
self.SubscriptionManager.AddConsolidator(symbol, consolidator_minute)
consolidator_fivemin = TradeBarConsolidator(300)
consolidator_fivemin.DataConsolidated += self.OnDataConsolidated
self.SubscriptionManager.AddConsolidator(symbol, consolidator_fivemin)
self.symbolData[symbol] = SymbolData()
#self.Schedule.On(self.DateRules.EveryDay(),
# self.TimeRules.AfterMarketOpen('SPY', 1),
# Action(self.one_minute_after_open_market))
#self.Schedule.On(self.DateRules.EveryDay(),
# self.TimeRules.AfterMarketOpen('SPY', 5),
# Action(self.before_close_market))
self.Schedule.On(self.DateRules.EveryDay(),
self.TimeRules.Every(timedelta(seconds=10)),
Action(self.Tensec))
self.Schedule.On(self.DateRules.EveryDay(),
self.TimeRules.Every(timedelta(seconds=301)),
Action(self.Thsec))
# Add bars to rolling windows
def OnDailyData(self, sender, bar):
self.symbolData[bar.Symbol].daily_rw.Add(bar)
def OnMinuteData(self, sender, bar):
self.symbolData[bar.Symbol].minute_rw.Add(bar)
def OnDataConsolidated(self,sender, bar):
self.symbolData[bar.Symbol].fivemin_rw.Add(bar)
def OnData(self, data):
for symbol in data.Keys:
if data[symbol] is None: continue
# Create local variable to readability
window = self.symbolData[symbol].window
# Update the window. If not ready, continue
window.Add(data[symbol])
minute = self.symbolData[symbol].minute_rw
fivemin = self.symbolData[symbol].fivemin_rw
if not (window.IsReady and minute.IsReady and fivemin.IsReady): continue
if self.Portfolio[symbol].Invested:
last_close = window[0].Close
last_min_open = minute[1].Open
last_min_close = minute[1].Close
last_bar = minute[0].Close - minute[0].Open
second_bar = minute[1].Close - minute[1].Open
third_bar = minute[2].Close - minute[2].Open
last_fivemin_bar = fivemin[0].Close - fivemin[0].Open
last_fivemin_close = fivemin[1].Close
#self.Log(str(symbol)+str(last_min_open)+", "+str(last_close))
if (last_bar > 0 and second_bar > 0 or last_fivemin_bar > 0 or self.Portfolio[symbol].AveragePrice > last_close*d.Decimal(1.005)):
#self.Log(str(last_min_open)+", "+str(last_close))
self.Liquidate(symbol)
self.Log('LIQUIDATE AT THRESHOLD REACHED.')
def Tensec(self):
for symbol in self.symbolData:
#Create local variable to readability
window = self.symbolData[symbol].window
# Update the window. If not ready, continue
minute = self.symbolData[symbol].minute_rw
fivemin = self.symbolData[symbol].fivemin_rw
if not (window.IsReady and minute.IsReady and fivemin.IsReady): continue
if not self.Portfolio[symbol].Invested:
last_bar = minute[0].Close - minute[0].Open
last_close = window[0].Close
last_min_open = minute[1].Open
last_min_close = minute[1].Close
last_min_low = minute[1].Low
last_min_high = minute[1].High
last_fivemin_bar = fivemin[0].Close - fivemin[0].Open
second_fivemin_bar = fivemin[1].Close - fivemin[1].Open
#self.Log(str(last_min_open)+", "+str(last_min_close)+", "+str(last_min_low)+", "+str(last_min_high)+", "+str(last_close))
#self.Log(str(last_bar)+", "+", "+str(second_bar)+", "+str(third_bar)+", "+str(last_close)+", "+str(minute[0].Open))
if (last_bar < d.Decimal(-0.07) and last_fivemin_bar < 0 and second_fivemin_bar < 0):
self.SetHoldings(symbol, -1.0/3.0)
self.Log('shorting')
def Thsec(self):
#Creating logs to see the five-minute bars being used
for symbol in self.symbolData:
self.Log('argh')
window = self.symbolData[symbol].window
fivemin = self.symbolData[symbol].fivemin_rw
if not (window.IsReady and fivemin.IsReady): continue
self.Log(str(fivemin[0].Open)+", "+str(fivemin[0].Close)+", "+str(fivemin[0].High)+", "+str(fivemin[0].Low))
class SymbolData(object):
def __init__(self):
self.daily_rw = RollingWindow[TradeBar](4)
self.minute_rw = RollingWindow[TradeBar](4)
self.fivemin_rw = RollingWindow[TradeBar](4)
self.window = RollingWindow[TradeBar](4)