Backtest

Overall Statistics
Total Trades 32 Average Win 0.54% Average Loss -0.49% Compounding Annual Return -80.221% Drawdown 24.800% Expectancy -0.648 Net Profit -19.908% Sharpe Ratio -1.938 Probabilistic Sharpe Ratio 2.256% Loss Rate 83% Win Rate 17% Profit-Loss Ratio 1.11 Alpha -0.395 Beta 0.799 Annual Standard Deviation 0.408 Annual Variance 0.166 Information Ratio -0.787 Tracking Error 0.376 Treynor Ratio -0.989 Total Fees $444.25 Estimated Strategy Capacity $4400.00 Lowest Capacity Asset AUMN UL1O3PMW3GX1

from QuantConnect import *
from QuantConnect.Parameters import *
from QuantConnect.Benchmarks import *
from QuantConnect.Brokerages import *
from QuantConnect.Util import *
from QuantConnect.Interfaces import *
from QuantConnect.Algorithm import *
from QuantConnect.Algorithm.Framework import *
from QuantConnect.Algorithm.Framework.Selection import *
from QuantConnect.Algorithm.Framework.Alphas import *
from QuantConnect.Algorithm.Framework.Portfolio import *
from QuantConnect.Algorithm.Framework.Execution import *
from QuantConnect.Algorithm.Framework.Risk import *
from QuantConnect.Indicators import *
from QuantConnect.Data import *
from QuantConnect.Data.Consolidators import *
from QuantConnect.Data.Custom import *
from QuantConnect.Data.Fundamental import *
from QuantConnect.Data.Market import *
from QuantConnect.Data.UniverseSelection import *
from QuantConnect.Notifications import *
from QuantConnect.Orders import *
from QuantConnect.Orders.Fees import *
from QuantConnect.Orders.Fills import *
from QuantConnect.Orders.Slippage import *
from QuantConnect.Scheduling import *
from QuantConnect.Securities import *
from QuantConnect.Securities.Equity import *
from QuantConnect.Securities.Forex import *
from QuantConnect.Securities.Interfaces import *
from datetime import date, datetime, timedelta
from QuantConnect.Python import *
from QuantConnect.Storage import *
QCAlgorithmFramework = QCAlgorithm
QCAlgorithmFrameworkBridge = QCAlgorithm
import rating_data
from datetime import timedelta
# can remove this after local backtesting done
from collections import namedtuple
RatingTuple = namedtuple('RatingTuple', ['ticker', 'rating', 'ratingDate'])

# tickers for testing after 20200101 eih, bfd, dlj, jit with hourly resolution
#test_tickers = ["EIH", "BFD", "DLJ", "JIT"]
MAX_TICKERS = 20
ANALYST = "heiko-ihle"
comparison_ticker = "QQQ"
class TipRanksAnalyst(QCAlgorithm):
    unique_tickers = set()
    equity_list = []
    rating_list = []
    tickers_currently_owned = []
    data = None
    init_cash = 100000
    benchmark_shares = None

    def Initialize(self):
        self.SetStartDate(2020, 1, 10)  # Set Start Date
        self.SetEndDate(2020, 3, 1)  # Set End Date
        self.SetCash(self.init_cash)  # Set Strategy Cash
        self.SetWarmUp(1)
        # for comparison
        self.benchmark_equity = self.AddEquity(comparison_ticker, Resolution.Hour)
        # load the analyst data
        self.rating_list = rating_data.rating_list

        # for local testing, map these to our test data symbols
        """already_mapped = {}
        for rating_tuple in self.rating_list:
            if len(test_tickers) > 0 and rating_tuple.ticker not in already_mapped:
                already_mapped[rating_tuple.ticker] = test_tickers.pop()
        self.rating_list = [RatingTuple(already_mapped[rating_tuple.ticker], rating_tuple.rating, rating_tuple.ratingDate) for rating_tuple in self.rating_list if rating_tuple.ticker in already_mapped]
"""
        self.AddEquity('EIH', resolution=Resolution.Hour)
        # loop over the data and make a set of unique tickers
        for rating_tuple in self.rating_list:
            self.unique_tickers.add(rating_tuple.ticker)

        # add all the tickers to our list of equities
        for ticker in self.unique_tickers:
            self.equity_list.append(self.AddEquity(ticker, Resolution.Hour))

        # at the start of every day (after the first hour), see what our positions should be 
        self.Schedule.On(
            self.DateRules.EveryDay(self.equity_list[0].Symbol),
            self.TimeRules.AfterMarketOpen(self.equity_list[0].Symbol, 61),
            self.RebalancePositions)

    def OnData(self, data):
        """OnData event is the primary entry point for your algorithm. Each new data point will be pumped in here.
            Arguments:
                data: Slice object keyed by symbol containing the stock data
        """
        self.data = data
        # if not self.Portfolio.Invested:
        #     self.SetHoldings("SPY", 1)
        #     self.Debug("Purchased Stock")

    def RebalancePositions(self):
        if self.data is None:
            return
        # filter the rating list to contain things from yesterday for the past year
        current_date_string = self.Time.date().isoformat()
        yearago_date_string = (self.Time.date() - timedelta(days=365)).isoformat()
        past_year_ratings = [rating for rating in self.rating_list if rating.ticker in self.data and rating.ratingDate < current_date_string and rating.ratingDate > yearago_date_string]
        # loop over the past year ratings to get latest ratings for each ticker
        current_ratings = {}
        for rating_tuple in past_year_ratings:
            if rating_tuple.ticker not in current_ratings:
                current_ratings[rating_tuple.ticker] = rating_tuple.rating
        # loop over the current_ratings (python 3.7 guarantees order is same as insertion order)
        # and make a list of prioritized BUY ratings (strip out any other ratings)
        # and cap the length to MAX_TICKERS
        tickers_to_own = [ticker for ticker, rating in current_ratings.items() if rating == "Buy"][:MAX_TICKERS]
        # loop over active securities, and liquidate any that aren't in the current list
        # and any that aren't already owned, add them to a list
        tickers_to_buy = set()
        any_liquidated = False
        for key in self.Securities.Keys:
            security = self.Securities[key]
            if security.Symbol.Value not in tickers_to_own and security.Invested:
                # we don't want to own it, and we are invested, so liquidate it
                self.Liquidate(security.Symbol)
                any_liquidated = True
            elif security.Symbol.Value in tickers_to_own and not security.Invested:
                # we want this security and don't already own it, buy it
                tickers_to_buy.add(security.Symbol.Value)
            # else we don't own it and we want it, so do nothing because it's still in the tickers_to_buy set
        # for the tickers to buy, set them to their proportion of the whole
        if len(tickers_to_buy) > 0:
            holdings_target = [PortfolioTarget(ticker, 1/MAX_TICKERS) for ticker in tickers_to_buy]
            self.SetHoldings(holdings_target)
            self.Debug(f"Rebalance performed {self.Time}")
        if any_liquidated:
            self.Debug(f"At least one liquidation {self.Time}")

    def getBenchmarkPerformance(self):
        price = self.Securities[self.benchmark_equity.Symbol].Close
        if self.benchmark_shares is None:
            self.benchmark_shares = self.init_cash / price
        return self.benchmark_shares * price

    def OnEndOfDay(self, ticker):
        #self.Debug("OnEndOfDay: Fired at : {0}".format(self.Time))
        # plot our benchmark preformance on the 'Strategy Equity' plot
        self.Plot('Strategy Equity', str(self.benchmark_equity.Symbol), self.getBenchmarkPerformance())
        self.Plot('Stragety Equity', ANALYST, self.Portfolio.TotalPortfolioValue)

import pickle

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rating_arrays = pickle.loads(pickled_string)
from collections import namedtuple
RatingTuple = namedtuple('RatingTuple', ['ticker', 'rating', 'ratingDate'])

rating_list = []
for rating_array in rating_arrays:
    rating_list.append(RatingTuple(rating_array[0], rating_array[1], rating_array[2]))