| Overall Statistics |
|
Total Orders 0 Average Win 0% Average Loss 0% Compounding Annual Return 0% Drawdown 0% Expectancy 0 Start Equity 100000 End Equity 100000 Net Profit 0% Sharpe Ratio 0 Sortino Ratio 0 Probabilistic Sharpe Ratio 0% Loss Rate 0% Win Rate 0% Profit-Loss Ratio 0 Alpha 0 Beta 0 Annual Standard Deviation 0 Annual Variance 0 Information Ratio 0 Tracking Error 0 Treynor Ratio 0 Total Fees $0.00 Estimated Strategy Capacity $0 Lowest Capacity Asset Portfolio Turnover 0% |
#region imports
using System;
using System.Collections;
using System.Collections.Generic;
using System.Linq;
using System.Globalization;
using System.Drawing;
using QuantConnect;
using QuantConnect.Algorithm.Framework;
using QuantConnect.Algorithm.Framework.Selection;
using QuantConnect.Algorithm.Framework.Alphas;
using QuantConnect.Algorithm.Framework.Portfolio;
using QuantConnect.Algorithm.Framework.Portfolio.SignalExports;
using QuantConnect.Algorithm.Framework.Execution;
using QuantConnect.Algorithm.Framework.Risk;
using QuantConnect.Algorithm.Selection;
using QuantConnect.Api;
using QuantConnect.Parameters;
using QuantConnect.Benchmarks;
using QuantConnect.Brokerages;
using QuantConnect.Commands;
using QuantConnect.Configuration;
using QuantConnect.Util;
using QuantConnect.Interfaces;
using QuantConnect.Algorithm;
using QuantConnect.Indicators;
using QuantConnect.Data;
using QuantConnect.Data.Auxiliary;
using QuantConnect.Data.Consolidators;
using QuantConnect.Data.Custom;
using QuantConnect.Data.Custom.IconicTypes;
using QuantConnect.DataSource;
using QuantConnect.Data.Fundamental;
using QuantConnect.Data.Market;
using QuantConnect.Data.Shortable;
using QuantConnect.Data.UniverseSelection;
using QuantConnect.Notifications;
using QuantConnect.Orders;
using QuantConnect.Orders.Fees;
using QuantConnect.Orders.Fills;
using QuantConnect.Orders.OptionExercise;
using QuantConnect.Orders.Slippage;
using QuantConnect.Orders.TimeInForces;
using QuantConnect.Python;
using QuantConnect.Scheduling;
using QuantConnect.Securities;
using QuantConnect.Securities.Equity;
using QuantConnect.Securities.Future;
using QuantConnect.Securities.Option;
using QuantConnect.Securities.Positions;
using QuantConnect.Securities.Forex;
using QuantConnect.Securities.Crypto;
using QuantConnect.Securities.CryptoFuture;
using QuantConnect.Securities.IndexOption;
using QuantConnect.Securities.Interfaces;
using QuantConnect.Securities.Volatility;
using QuantConnect.Storage;
using QuantConnect.Statistics;
using QCAlgorithmFramework = QuantConnect.Algorithm.QCAlgorithm;
using QCAlgorithmFrameworkBridge = QuantConnect.Algorithm.QCAlgorithm;
using Calendar = QuantConnect.Data.Consolidators.Calendar;
#endregion
namespace QuantConnect.Algorithm.CSharp
{
public class Test : QCAlgorithm
{
private const decimal _gapThreshold = 5m;
private const decimal _minRDV = 2m;
private const int _volumeLookback = 30;
private readonly Dictionary<Symbol, decimal> _previousCloses = new Dictionary<Symbol, decimal>();
private readonly Dictionary<Symbol, RelativeDailyVolume> _rdvIndicators = new Dictionary<Symbol, RelativeDailyVolume>();
private readonly List<Symbol> _gapUpSymbols = new List<Symbol>();
public override void Initialize()
{
SetStartDate(2025, 2, 13);
SetCash(100000);
UniverseSettings.ExtendedMarketHours = true;
UniverseSettings.Resolution = Resolution.Minute;
UniverseSettings.Leverage = 1.0m;
AddUniverse(CoarseSelectionFilter);
var openTicker = AddEquity("SPY").Symbol;
Schedule.On(DateRules.EveryDay(),
TimeRules.BeforeMarketOpen(openTicker, 15, true),
CheckPreMarketGaps
);
Schedule.On(DateRules.EveryDay(),
TimeRules.AfterMarketOpen(openTicker, 0),
ExecuteTrades
);
Schedule.On(DateRules.EveryDay(),
TimeRules.BeforeMarketClose(openTicker, 0),
LiquidateAllPositions
);
}
private IEnumerable<Symbol> CoarseSelectionFilter(IEnumerable<CoarseFundamental> coarse)
{
return coarse
.Where(x => x.HasFundamentalData && x.Price > 5 && x.Price < 100 && x.DollarVolume > 1000000)
.OrderByDescending(x => x.DollarVolume)
.Take(2000)
.Select(x => x.Symbol);
}
public override void OnSecuritiesChanged(SecurityChanges changes)
{
foreach (var security in changes.AddedSecurities)
{
// Initialize built-in RelativeDailyVolume indicator
var rdv = new RelativeDailyVolume(_volumeLookback);
_rdvIndicators[security.Symbol] = rdv;
// Register indicator to automatically update with data
RegisterIndicator(security.Symbol, rdv, Resolution.Daily);
// Warm-up indicator with historical data
var history = History<TradeBar>(security.Symbol, _volumeLookback + 1, Resolution.Daily);
foreach (var bar in history)
{
rdv.Update(bar);
}
// Get previous regular session close
var dailyHistory = History(security.Symbol, 1, Resolution.Daily)
.Where(b => b.EndTime.TimeOfDay == TimeSpan.Zero);
if (dailyHistory.Any())
{
_previousCloses[security.Symbol] = dailyHistory.Last().Close;
}
}
foreach (var security in changes.RemovedSecurities)
{
_rdvIndicators.Remove(security.Symbol);
_previousCloses.Remove(security.Symbol);
}
}
private void CheckPreMarketGaps()
{
_gapUpSymbols.Clear();
foreach (var kvp in _previousCloses)
{
var symbol = kvp.Key;
var security = Securities[symbol];
// Get latest pre-market price
var bar = security.GetLastData();
if (bar == null || bar.EndTime < Time.AddMinutes(-5)) continue;
var currentPrice = bar.Price;
var previousClose = kvp.Value;
if (previousClose == 0 || currentPrice == 0) continue;
// Calculate gap percentage
var gapPercentage = ((currentPrice - previousClose) / previousClose) * 100;
// Get RDV value
var rdv = _rdvIndicators[symbol];
if (!rdv.IsReady) continue;
if (gapPercentage >= _gapThreshold && rdv.Current.Value >= _minRDV)
{
_gapUpSymbols.Add(symbol);
Log($"Qualified: {symbol} | Gap: {gapPercentage:N2}% | RDV: {rdv.Current.Value:N2}");
}
}
}
private void ExecuteTrades()
{
if (_gapUpSymbols.Count == 0) return;
var weight = 0.9m / _gapUpSymbols.Count;
foreach (var symbol in _gapUpSymbols)
{
if (_rdvIndicators[symbol].Current.Value < _minRDV)
{
// Final volume check at market open
continue;
}
var quantity = CalculateOrderQuantity(symbol, weight);
MarketOrder(symbol, quantity);
}
}
private void LiquidateAllPositions()
{
Liquidate();
_gapUpSymbols.Clear();
}
public override void OnData(Slice data)
{
// Built-in indicators update automatically via RegisterIndicator
// No need for manual updates here
}
}
}