- Optimized indicator was missing Direction Mode feature (Long Only) - Copied working moneyline_v11_2_indicator.pinescript over broken optimized version - Direction Mode defaults to 'Long Only' (disables SHORT signals) - Key feature: allowLong/allowShort gates final signals based on direction setting - Green supertrend line now properly sticks to candles with plot.style_linebr - Added Monte Carlo simulation notebook for v11.2 projections Files changed: - workflows/trading/moneyline_v11_2_optimized_indicator.pinescript (restored) - docs/analysis/v11_compounding_simulation.ipynb (new)
1391 lines
757 KiB
Plaintext
1391 lines
757 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8e86669e",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 📈 v11.2 Long-Only Compounding Simulation\n",
|
||
"\n",
|
||
"## Trading Parameters (from Dec 26, 2025 Backtest)\n",
|
||
"- **Strategy**: Money Line v11.2 INDICATOR - Long Only\n",
|
||
"- **Asset**: SOL/USDT Perpetual Futures (5-minute)\n",
|
||
"- **Backtest Period**: 30 days (Dec 6-26, 2025)\n",
|
||
"\n",
|
||
"### Verified Configuration\n",
|
||
"| Parameter | Value |\n",
|
||
"|-----------|-------|\n",
|
||
"| Starting Capital | $500 |\n",
|
||
"| Position Size | 80% of capital |\n",
|
||
"| Leverage | 10x |\n",
|
||
"| Win Rate | 82.14% (23/28) |\n",
|
||
"| Take Profit (TP1) | +0.86% |\n",
|
||
"| Stop Loss (SL) | -1.29% |\n",
|
||
"| Trades/Month | 28 |\n",
|
||
"| Profit Factor | 2.18 |\n",
|
||
"| Max Drawdown | 6.19% |"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "c9f935c1",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"✅ Libraries loaded successfully\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from typing import List, Tuple\n",
|
||
"import warnings\n",
|
||
"warnings.filterwarnings('ignore')\n",
|
||
"\n",
|
||
"# Set style\n",
|
||
"plt.style.use('dark_background')\n",
|
||
"plt.rcParams['figure.figsize'] = (14, 8)\n",
|
||
"plt.rcParams['font.size'] = 12\n",
|
||
"\n",
|
||
"print(\"✅ Libraries loaded successfully\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "962c9b93",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 1️⃣ Define Trading Parameters"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "1ea013c1",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"==================================================\n",
|
||
"📊 v11.2 LONG-ONLY TRADING PARAMETERS\n",
|
||
"==================================================\n",
|
||
"\n",
|
||
"💰 Capital Configuration:\n",
|
||
" Starting Capital: $500.00\n",
|
||
" Position Size: 80% of capital\n",
|
||
" Leverage: 10x\n",
|
||
" Effective Position: $4,000.00\n",
|
||
"\n",
|
||
"📈 Trade Parameters:\n",
|
||
" Take Profit (TP1): +1.10%\n",
|
||
" Stop Loss (SL): -2.80%\n",
|
||
" Win Rate: 83.33%\n",
|
||
" Trades/Month: 30\n",
|
||
"\n",
|
||
"💵 P&L Per Trade (on capital):\n",
|
||
" Win: +8.80% of capital\n",
|
||
" Loss: -22.40% of capital\n",
|
||
"\n",
|
||
" Example with $500:\n",
|
||
" Win: +$44.00\n",
|
||
" Loss: -$112.00\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# ============================================\n",
|
||
"# TRADING PARAMETERS - v11.2 Long Only\n",
|
||
"# ============================================\n",
|
||
"\n",
|
||
"# Capital Configuration\n",
|
||
"STARTING_CAPITAL = 500 # Starting balance in USDC\n",
|
||
"POSITION_SIZE_PCT = 0.80 # Use 80% of capital per trade\n",
|
||
"LEVERAGE = 10 # 10x leverage\n",
|
||
"\n",
|
||
"# Trade Outcomes (from actual bot config - Jan 2, 2026)\n",
|
||
"TP1_PERCENT = 1.1 / 100 # Take profit at 1.1% (clamped in bot)\n",
|
||
"SL_PERCENT = 2.8 / 100 # Stop loss at 2.8% (clamped in bot)\n",
|
||
"\n",
|
||
"# Win Rate from Backtest (screenshot Jan 2, 2026: 25 wins / 30 trades)\n",
|
||
"WIN_RATE = 83.33 / 100 # 25 wins out of 30 trades\n",
|
||
"TRADES_PER_MONTH = 30 # Updated from latest backtest\n",
|
||
"\n",
|
||
"# Derived Values\n",
|
||
"print(\"=\" * 50)\n",
|
||
"print(\"📊 v11.2 LONG-ONLY TRADING PARAMETERS\")\n",
|
||
"print(\"=\" * 50)\n",
|
||
"print(f\"\\n💰 Capital Configuration:\")\n",
|
||
"print(f\" Starting Capital: ${STARTING_CAPITAL:,.2f}\")\n",
|
||
"print(f\" Position Size: {POSITION_SIZE_PCT*100:.0f}% of capital\")\n",
|
||
"print(f\" Leverage: {LEVERAGE}x\")\n",
|
||
"print(f\" Effective Position: ${STARTING_CAPITAL * POSITION_SIZE_PCT * LEVERAGE:,.2f}\")\n",
|
||
"\n",
|
||
"print(f\"\\n📈 Trade Parameters:\")\n",
|
||
"print(f\" Take Profit (TP1): +{TP1_PERCENT*100:.2f}%\")\n",
|
||
"print(f\" Stop Loss (SL): -{SL_PERCENT*100:.2f}%\")\n",
|
||
"print(f\" Win Rate: {WIN_RATE*100:.2f}%\")\n",
|
||
"print(f\" Trades/Month: {TRADES_PER_MONTH}\")\n",
|
||
"\n",
|
||
"# Calculate per-trade P&L on capital\n",
|
||
"WIN_ON_CAPITAL = POSITION_SIZE_PCT * LEVERAGE * TP1_PERCENT\n",
|
||
"LOSS_ON_CAPITAL = POSITION_SIZE_PCT * LEVERAGE * SL_PERCENT\n",
|
||
"\n",
|
||
"print(f\"\\n💵 P&L Per Trade (on capital):\")\n",
|
||
"print(f\" Win: +{WIN_ON_CAPITAL*100:.2f}% of capital\")\n",
|
||
"print(f\" Loss: -{LOSS_ON_CAPITAL*100:.2f}% of capital\")\n",
|
||
"print(f\"\\n Example with ${STARTING_CAPITAL}:\")\n",
|
||
"print(f\" Win: +${STARTING_CAPITAL * WIN_ON_CAPITAL:.2f}\")\n",
|
||
"print(f\" Loss: -${STARTING_CAPITAL * LOSS_ON_CAPITAL:.2f}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b49f678b",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 2️⃣ Single Path Simulation with Exact Trade Sequence"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "2dc1d0f2",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"==================================================\n",
|
||
"📊 SINGLE MONTH SIMULATION RESULTS\n",
|
||
"==================================================\n",
|
||
"\n",
|
||
"📈 Trade Summary:\n",
|
||
" Total Trades: 30\n",
|
||
" Wins: 26 (86.7%)\n",
|
||
" Losses: 4 (13.3%)\n",
|
||
"\n",
|
||
"💰 Capital:\n",
|
||
" Starting: $500.00\n",
|
||
" Ending: $1,624.68\n",
|
||
" Total Return: +224.9%\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1400x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"def simulate_trading(\n",
|
||
" starting_capital: float,\n",
|
||
" num_trades: int,\n",
|
||
" win_rate: float,\n",
|
||
" win_pct: float,\n",
|
||
" loss_pct: float,\n",
|
||
" position_size_pct: float = 0.80,\n",
|
||
" leverage: int = 10\n",
|
||
") -> Tuple[List[float], List[bool]]:\n",
|
||
" \"\"\"\n",
|
||
" Simulate a trading sequence with compounding.\n",
|
||
" \n",
|
||
" Returns:\n",
|
||
" equity_curve: List of capital values after each trade\n",
|
||
" trade_results: List of True/False for win/loss\n",
|
||
" \"\"\"\n",
|
||
" capital = starting_capital\n",
|
||
" equity_curve = [capital]\n",
|
||
" trade_results = []\n",
|
||
" \n",
|
||
" # Generate random trade results based on win rate\n",
|
||
" np.random.seed(None) # Random each time\n",
|
||
" \n",
|
||
" for i in range(num_trades):\n",
|
||
" # Determine if this trade wins\n",
|
||
" is_win = np.random.random() < win_rate\n",
|
||
" trade_results.append(is_win)\n",
|
||
" \n",
|
||
" # Calculate position size (80% of current capital)\n",
|
||
" position = capital * position_size_pct * leverage\n",
|
||
" \n",
|
||
" if is_win:\n",
|
||
" # Win: +0.86% of notional position\n",
|
||
" pnl = position * win_pct\n",
|
||
" else:\n",
|
||
" # Loss: -1.29% of notional position\n",
|
||
" pnl = -position * loss_pct\n",
|
||
" \n",
|
||
" capital += pnl\n",
|
||
" equity_curve.append(capital)\n",
|
||
" \n",
|
||
" # Check for ruin (capital drops below minimum tradeable)\n",
|
||
" if capital < 10:\n",
|
||
" break\n",
|
||
" \n",
|
||
" return equity_curve, trade_results\n",
|
||
"\n",
|
||
"# Simulate one month (28 trades) with your parameters\n",
|
||
"equity, results = simulate_trading(\n",
|
||
" starting_capital=STARTING_CAPITAL,\n",
|
||
" num_trades=TRADES_PER_MONTH,\n",
|
||
" win_rate=WIN_RATE,\n",
|
||
" win_pct=TP1_PERCENT,\n",
|
||
" loss_pct=SL_PERCENT,\n",
|
||
" position_size_pct=POSITION_SIZE_PCT,\n",
|
||
" leverage=LEVERAGE\n",
|
||
")\n",
|
||
"\n",
|
||
"# Results\n",
|
||
"wins = sum(results)\n",
|
||
"losses = len(results) - wins\n",
|
||
"final_capital = equity[-1]\n",
|
||
"total_return = (final_capital - STARTING_CAPITAL) / STARTING_CAPITAL * 100\n",
|
||
"\n",
|
||
"print(\"=\" * 50)\n",
|
||
"print(\"📊 SINGLE MONTH SIMULATION RESULTS\")\n",
|
||
"print(\"=\" * 50)\n",
|
||
"print(f\"\\n📈 Trade Summary:\")\n",
|
||
"print(f\" Total Trades: {len(results)}\")\n",
|
||
"print(f\" Wins: {wins} ({wins/len(results)*100:.1f}%)\")\n",
|
||
"print(f\" Losses: {losses} ({losses/len(results)*100:.1f}%)\")\n",
|
||
"print(f\"\\n💰 Capital:\")\n",
|
||
"print(f\" Starting: ${STARTING_CAPITAL:,.2f}\")\n",
|
||
"print(f\" Ending: ${final_capital:,.2f}\")\n",
|
||
"print(f\" Total Return: {total_return:+.1f}%\")\n",
|
||
"\n",
|
||
"# Plot single path\n",
|
||
"fig, ax = plt.subplots(figsize=(14, 6))\n",
|
||
"ax.plot(equity, color='#00ff88', linewidth=2, label=f'Capital (End: ${final_capital:,.2f})')\n",
|
||
"ax.axhline(y=STARTING_CAPITAL, color='white', linestyle='--', alpha=0.5, label=f'Start: ${STARTING_CAPITAL}')\n",
|
||
"ax.fill_between(range(len(equity)), equity, STARTING_CAPITAL, \n",
|
||
" where=[e > STARTING_CAPITAL for e in equity], alpha=0.3, color='green')\n",
|
||
"ax.fill_between(range(len(equity)), equity, STARTING_CAPITAL, \n",
|
||
" where=[e < STARTING_CAPITAL for e in equity], alpha=0.3, color='red')\n",
|
||
"ax.set_xlabel('Trade Number')\n",
|
||
"ax.set_ylabel('Capital ($)')\n",
|
||
"ax.set_title('📈 Single Month Simulation - v11.2 Long Only', fontsize=14)\n",
|
||
"ax.legend(loc='upper left')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f7c017d3",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 3️⃣ Monte Carlo Simulation (1000 Scenarios)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "06b39399",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"🎲 Running Monte Carlo Simulation (1000 scenarios each)...\n",
|
||
"--------------------------------------------------\n",
|
||
"\n",
|
||
"================================================================================\n",
|
||
"📊 MONTE CARLO SIMULATION RESULTS (1000 scenarios each)\n",
|
||
"================================================================================\n",
|
||
"\n",
|
||
"Starting Capital: $500 | Position: 80% | Leverage: 10x\n",
|
||
"Win Rate: 83.33% | TP: +1.10% | SL: -2.80%\n",
|
||
"--------------------------------------------------------------------------------\n",
|
||
" Months Trades Median 25th % 75th % 10th % 90th % Risk of Ruin Profit %\n",
|
||
" 1 30 1.158780e+03 8.264828e+02 1.624681e+03 420.435590 3.193762e+03 0.0% 132%\n",
|
||
" 3 90 6.223905e+03 3.166129e+03 1.223481e+04 1610.624418 2.405092e+04 0.0% 1145%\n",
|
||
" 6 180 7.747399e+04 2.810958e+04 2.135293e+05 7274.208209 5.885170e+05 0.0% 15395%\n",
|
||
" 12 360 1.200444e+07 2.215675e+06 6.503958e+07 573373.109941 2.513312e+08 0.0% 2400788%\n",
|
||
"--------------------------------------------------------------------------------\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def monte_carlo_simulation(\n",
|
||
" starting_capital: float,\n",
|
||
" num_months: int,\n",
|
||
" trades_per_month: int,\n",
|
||
" win_rate: float,\n",
|
||
" win_pct: float,\n",
|
||
" loss_pct: float,\n",
|
||
" position_size_pct: float,\n",
|
||
" leverage: int,\n",
|
||
" num_simulations: int = 1000\n",
|
||
") -> pd.DataFrame:\n",
|
||
" \"\"\"\n",
|
||
" Run Monte Carlo simulation over multiple months.\n",
|
||
" \"\"\"\n",
|
||
" all_paths = []\n",
|
||
" final_capitals = []\n",
|
||
" ruined = 0\n",
|
||
" \n",
|
||
" total_trades = num_months * trades_per_month\n",
|
||
" \n",
|
||
" for sim in range(num_simulations):\n",
|
||
" equity, results = simulate_trading(\n",
|
||
" starting_capital=starting_capital,\n",
|
||
" num_trades=total_trades,\n",
|
||
" win_rate=win_rate,\n",
|
||
" win_pct=win_pct,\n",
|
||
" loss_pct=loss_pct,\n",
|
||
" position_size_pct=position_size_pct,\n",
|
||
" leverage=leverage\n",
|
||
" )\n",
|
||
" \n",
|
||
" all_paths.append(equity)\n",
|
||
" final_capitals.append(equity[-1])\n",
|
||
" \n",
|
||
" if equity[-1] < 10:\n",
|
||
" ruined += 1\n",
|
||
" \n",
|
||
" return all_paths, final_capitals, ruined\n",
|
||
"\n",
|
||
"# Run Monte Carlo for different time horizons\n",
|
||
"print(\"🎲 Running Monte Carlo Simulation (1000 scenarios each)...\")\n",
|
||
"print(\"-\" * 50)\n",
|
||
"\n",
|
||
"results_table = []\n",
|
||
"months_to_simulate = [1, 3, 6, 12]\n",
|
||
"\n",
|
||
"for months in months_to_simulate:\n",
|
||
" paths, finals, ruined = monte_carlo_simulation(\n",
|
||
" starting_capital=STARTING_CAPITAL,\n",
|
||
" num_months=months,\n",
|
||
" trades_per_month=TRADES_PER_MONTH,\n",
|
||
" win_rate=WIN_RATE,\n",
|
||
" win_pct=TP1_PERCENT,\n",
|
||
" loss_pct=SL_PERCENT,\n",
|
||
" position_size_pct=POSITION_SIZE_PCT,\n",
|
||
" leverage=LEVERAGE,\n",
|
||
" num_simulations=1000\n",
|
||
" )\n",
|
||
" \n",
|
||
" finals = np.array(finals)\n",
|
||
" results_table.append({\n",
|
||
" 'Months': months,\n",
|
||
" 'Trades': months * TRADES_PER_MONTH,\n",
|
||
" 'Median': np.median(finals),\n",
|
||
" '25th %': np.percentile(finals, 25),\n",
|
||
" '75th %': np.percentile(finals, 75),\n",
|
||
" '10th %': np.percentile(finals, 10),\n",
|
||
" '90th %': np.percentile(finals, 90),\n",
|
||
" 'Risk of Ruin': f\"{ruined/10:.1f}%\",\n",
|
||
" 'Profit %': f\"{(np.median(finals)-STARTING_CAPITAL)/STARTING_CAPITAL*100:.0f}%\"\n",
|
||
" })\n",
|
||
"\n",
|
||
"# Display results\n",
|
||
"df_results = pd.DataFrame(results_table)\n",
|
||
"print(\"\\n\" + \"=\" * 80)\n",
|
||
"print(\"📊 MONTE CARLO SIMULATION RESULTS (1000 scenarios each)\")\n",
|
||
"print(\"=\" * 80)\n",
|
||
"print(f\"\\nStarting Capital: ${STARTING_CAPITAL} | Position: {POSITION_SIZE_PCT*100:.0f}% | Leverage: {LEVERAGE}x\")\n",
|
||
"print(f\"Win Rate: {WIN_RATE*100:.2f}% | TP: +{TP1_PERCENT*100:.2f}% | SL: -{SL_PERCENT*100:.2f}%\")\n",
|
||
"print(\"-\" * 80)\n",
|
||
"print(df_results.to_string(index=False))\n",
|
||
"print(\"-\" * 80)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "355688da",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 4️⃣ Visualize Monte Carlo Paths (3 Month Projection)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "43e31d88",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1600x700 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"==================================================\n",
|
||
"📊 3-MONTH PROJECTION STATISTICS\n",
|
||
"==================================================\n",
|
||
" Simulations: 500\n",
|
||
" Total Trades: 90\n",
|
||
"\n",
|
||
" Starting: $500\n",
|
||
" Median End: $6,224\n",
|
||
" Mean End: $11,922\n",
|
||
" Best Case: $182,698\n",
|
||
" Worst Case: $108\n",
|
||
"\n",
|
||
" Profitable: 98.0%\n",
|
||
" > $1,000: 93.8%\n",
|
||
" > $2,000: 83.4%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Run simulation for 3 months (84 trades) - 500 paths for visualization\n",
|
||
"np.random.seed(42) # Reproducible for visualization\n",
|
||
"\n",
|
||
"num_months = 3\n",
|
||
"total_trades = num_months * TRADES_PER_MONTH\n",
|
||
"num_sims = 500\n",
|
||
"\n",
|
||
"all_equity_curves = []\n",
|
||
"for _ in range(num_sims):\n",
|
||
" equity, _ = simulate_trading(\n",
|
||
" starting_capital=STARTING_CAPITAL,\n",
|
||
" num_trades=total_trades,\n",
|
||
" win_rate=WIN_RATE,\n",
|
||
" win_pct=TP1_PERCENT,\n",
|
||
" loss_pct=SL_PERCENT,\n",
|
||
" position_size_pct=POSITION_SIZE_PCT,\n",
|
||
" leverage=LEVERAGE\n",
|
||
" )\n",
|
||
" all_equity_curves.append(equity)\n",
|
||
"\n",
|
||
"# Convert to numpy for percentile calculations\n",
|
||
"max_len = max(len(e) for e in all_equity_curves)\n",
|
||
"padded_curves = np.full((num_sims, max_len), np.nan)\n",
|
||
"for i, curve in enumerate(all_equity_curves):\n",
|
||
" padded_curves[i, :len(curve)] = curve\n",
|
||
"\n",
|
||
"# Calculate percentiles\n",
|
||
"median_curve = np.nanmedian(padded_curves, axis=0)\n",
|
||
"p10_curve = np.nanpercentile(padded_curves, 10, axis=0)\n",
|
||
"p25_curve = np.nanpercentile(padded_curves, 25, axis=0)\n",
|
||
"p75_curve = np.nanpercentile(padded_curves, 75, axis=0)\n",
|
||
"p90_curve = np.nanpercentile(padded_curves, 90, axis=0)\n",
|
||
"\n",
|
||
"# Create visualization\n",
|
||
"fig, axes = plt.subplots(1, 2, figsize=(16, 7))\n",
|
||
"\n",
|
||
"# Left plot: All paths with percentile bands\n",
|
||
"ax1 = axes[0]\n",
|
||
"x = np.arange(max_len)\n",
|
||
"\n",
|
||
"# Plot sample of individual paths (lighter)\n",
|
||
"for i in range(min(100, num_sims)):\n",
|
||
" ax1.plot(all_equity_curves[i], color='cyan', alpha=0.05, linewidth=0.5)\n",
|
||
"\n",
|
||
"# Plot percentile bands\n",
|
||
"ax1.fill_between(x, p10_curve, p90_curve, alpha=0.2, color='blue', label='10th-90th percentile')\n",
|
||
"ax1.fill_between(x, p25_curve, p75_curve, alpha=0.3, color='green', label='25th-75th percentile')\n",
|
||
"ax1.plot(median_curve, color='#00ff88', linewidth=2.5, label=f'Median: ${median_curve[-1]:,.0f}')\n",
|
||
"ax1.axhline(y=STARTING_CAPITAL, color='white', linestyle='--', alpha=0.5, label=f'Start: ${STARTING_CAPITAL}')\n",
|
||
"\n",
|
||
"# Milestones\n",
|
||
"ax1.axhline(y=1000, color='yellow', linestyle=':', alpha=0.4, label='$1,000 milestone')\n",
|
||
"ax1.axhline(y=2000, color='orange', linestyle=':', alpha=0.4, label='$2,000 milestone')\n",
|
||
"\n",
|
||
"ax1.set_xlabel('Trade Number')\n",
|
||
"ax1.set_ylabel('Capital ($)')\n",
|
||
"ax1.set_title(f'📈 3-Month Monte Carlo ({num_sims} scenarios)', fontsize=14)\n",
|
||
"ax1.legend(loc='upper left', fontsize=9)\n",
|
||
"ax1.grid(True, alpha=0.3)\n",
|
||
"ax1.set_ylim(bottom=0)\n",
|
||
"\n",
|
||
"# Right plot: Final capital distribution\n",
|
||
"ax2 = axes[1]\n",
|
||
"final_capitals = [curve[-1] for curve in all_equity_curves if len(curve) > 0]\n",
|
||
"ax2.hist(final_capitals, bins=50, color='#00ff88', alpha=0.7, edgecolor='white')\n",
|
||
"ax2.axvline(x=np.median(final_capitals), color='yellow', linewidth=2, \n",
|
||
" label=f'Median: ${np.median(final_capitals):,.0f}')\n",
|
||
"ax2.axvline(x=STARTING_CAPITAL, color='red', linewidth=2, linestyle='--', \n",
|
||
" label=f'Start: ${STARTING_CAPITAL}')\n",
|
||
"ax2.set_xlabel('Final Capital ($)')\n",
|
||
"ax2.set_ylabel('Frequency')\n",
|
||
"ax2.set_title('📊 Distribution of Final Capital After 3 Months', fontsize=14)\n",
|
||
"ax2.legend()\n",
|
||
"ax2.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Summary statistics\n",
|
||
"finals = np.array(final_capitals)\n",
|
||
"print(\"\\n\" + \"=\" * 50)\n",
|
||
"print(\"📊 3-MONTH PROJECTION STATISTICS\")\n",
|
||
"print(\"=\" * 50)\n",
|
||
"print(f\" Simulations: {num_sims}\")\n",
|
||
"print(f\" Total Trades: {total_trades}\")\n",
|
||
"print(f\"\\n Starting: ${STARTING_CAPITAL:,.0f}\")\n",
|
||
"print(f\" Median End: ${np.median(finals):,.0f}\")\n",
|
||
"print(f\" Mean End: ${np.mean(finals):,.0f}\")\n",
|
||
"print(f\" Best Case: ${np.max(finals):,.0f}\")\n",
|
||
"print(f\" Worst Case: ${np.min(finals):,.0f}\")\n",
|
||
"print(f\"\\n Profitable: {sum(f > STARTING_CAPITAL for f in finals)/len(finals)*100:.1f}%\")\n",
|
||
"print(f\" > $1,000: {sum(f > 1000 for f in finals)/len(finals)*100:.1f}%\")\n",
|
||
"print(f\" > $2,000: {sum(f > 2000 for f in finals)/len(finals)*100:.1f}%\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b654d4fd",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 5️⃣ Expected Value Analysis & Risk of Ruin"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "4a7e13e1",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"=======================================================\n",
|
||
"📐 EXPECTED VALUE ANALYSIS\n",
|
||
"=======================================================\n",
|
||
"\n",
|
||
"Per $1 Notional Position:\n",
|
||
" Win Contribution: +0.0092% (83.3% × +0.01%)\n",
|
||
" Loss Contribution: +0.0047% (16.7% × 0.03%)\n",
|
||
" Expected Value: +0.0138% per trade\n",
|
||
"\n",
|
||
"With 80% Position Size + 10x Leverage:\n",
|
||
" EV per trade = Capital × 0.8 × 10 × 0.0138%\n",
|
||
" = Capital × 0.1107%\n",
|
||
" = 11.067% of capital per trade\n",
|
||
"\n",
|
||
"📈 Expected Growth (deterministic):\n",
|
||
" Per trade: +0.111%\n",
|
||
" Per month: +3.4% (30 trades)\n",
|
||
" Per 3 mo: +10.5% (84 trades)\n",
|
||
"\n",
|
||
"💰 Expected Capital (deterministic):\n",
|
||
" 1 month: $517\n",
|
||
" 3 months: $552\n",
|
||
"\n",
|
||
"=======================================================\n",
|
||
"⚠️ RISK OF RUIN ANALYSIS\n",
|
||
"=======================================================\n",
|
||
"\n",
|
||
"Probability of hitting drawdown levels (3-month period, 2000 sims):\n",
|
||
" 75% drawdown ($125): 1.10%\n",
|
||
" 50% drawdown ($250): 9.15%\n",
|
||
" 25% drawdown ($375): 31.20%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Expected Value per Trade (on $1 notional)\n",
|
||
"win_ev = WIN_RATE * TP1_PERCENT\n",
|
||
"loss_ev = (1 - WIN_RATE) * SL_PERCENT # Already negative\n",
|
||
"ev_per_trade = win_ev + loss_ev # As percentage of notional\n",
|
||
"\n",
|
||
"# With leverage and position sizing\n",
|
||
"# Position = Capital * 0.8 (80%)\n",
|
||
"# Notional = Position * 10 (leverage)\n",
|
||
"# P&L per trade = Notional * EV% = Capital * 0.8 * 10 * EV%\n",
|
||
"effective_ev_per_trade = 0.8 * LEVERAGE * ev_per_trade\n",
|
||
"\n",
|
||
"print(\"=\" * 55)\n",
|
||
"print(\"📐 EXPECTED VALUE ANALYSIS\")\n",
|
||
"print(\"=\" * 55)\n",
|
||
"print(f\"\\nPer $1 Notional Position:\")\n",
|
||
"print(f\" Win Contribution: {win_ev:+.4f}% ({WIN_RATE*100:.1f}% × +{TP1_PERCENT:.2f}%)\")\n",
|
||
"print(f\" Loss Contribution: {loss_ev:+.4f}% ({(1-WIN_RATE)*100:.1f}% × {SL_PERCENT:.2f}%)\")\n",
|
||
"print(f\" Expected Value: {ev_per_trade:+.4f}% per trade\")\n",
|
||
"\n",
|
||
"print(f\"\\nWith 80% Position Size + 10x Leverage:\")\n",
|
||
"print(f\" EV per trade = Capital × 0.8 × 10 × {ev_per_trade:.4f}%\")\n",
|
||
"print(f\" = Capital × {effective_ev_per_trade:.4f}%\")\n",
|
||
"print(f\" = {effective_ev_per_trade*100:.3f}% of capital per trade\")\n",
|
||
"\n",
|
||
"# Calculate expected growth\n",
|
||
"expected_monthly_growth = (1 + effective_ev_per_trade/100) ** TRADES_PER_MONTH\n",
|
||
"expected_3month_growth = (1 + effective_ev_per_trade/100) ** (3 * TRADES_PER_MONTH)\n",
|
||
"\n",
|
||
"print(f\"\\n📈 Expected Growth (deterministic):\")\n",
|
||
"print(f\" Per trade: {effective_ev_per_trade:+.3f}%\")\n",
|
||
"print(f\" Per month: {(expected_monthly_growth-1)*100:+.1f}% ({TRADES_PER_MONTH} trades)\")\n",
|
||
"print(f\" Per 3 mo: {(expected_3month_growth-1)*100:+.1f}% (84 trades)\")\n",
|
||
"\n",
|
||
"print(f\"\\n💰 Expected Capital (deterministic):\")\n",
|
||
"print(f\" 1 month: ${STARTING_CAPITAL * expected_monthly_growth:,.0f}\")\n",
|
||
"print(f\" 3 months: ${STARTING_CAPITAL * expected_3month_growth:,.0f}\")\n",
|
||
"\n",
|
||
"# Risk of Ruin Analysis\n",
|
||
"print(\"\\n\" + \"=\" * 55)\n",
|
||
"print(\"⚠️ RISK OF RUIN ANALYSIS\")\n",
|
||
"print(\"=\" * 55)\n",
|
||
"\n",
|
||
"# Run many simulations to estimate risk\n",
|
||
"np.random.seed(123)\n",
|
||
"ruin_thresholds = [0.25, 0.50, 0.75] # 75%, 50%, 25% drawdown from start\n",
|
||
"ruin_counts = {t: 0 for t in ruin_thresholds}\n",
|
||
"num_risk_sims = 2000\n",
|
||
"\n",
|
||
"for _ in range(num_risk_sims):\n",
|
||
" equity, _ = simulate_trading(\n",
|
||
" starting_capital=STARTING_CAPITAL,\n",
|
||
" num_trades=3 * TRADES_PER_MONTH, # 3 months\n",
|
||
" win_rate=WIN_RATE,\n",
|
||
" win_pct=TP1_PERCENT,\n",
|
||
" loss_pct=SL_PERCENT,\n",
|
||
" position_size_pct=POSITION_SIZE_PCT,\n",
|
||
" leverage=LEVERAGE\n",
|
||
" )\n",
|
||
" min_equity = min(equity)\n",
|
||
" for threshold in ruin_thresholds:\n",
|
||
" if min_equity < STARTING_CAPITAL * threshold:\n",
|
||
" ruin_counts[threshold] += 1\n",
|
||
"\n",
|
||
"print(f\"\\nProbability of hitting drawdown levels (3-month period, {num_risk_sims} sims):\")\n",
|
||
"for threshold in ruin_thresholds:\n",
|
||
" pct_lost = (1 - threshold) * 100\n",
|
||
" prob = ruin_counts[threshold] / num_risk_sims * 100\n",
|
||
" print(f\" {pct_lost:.0f}% drawdown (${STARTING_CAPITAL * threshold:.0f}): {prob:.2f}%\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "1bb92393",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 6️⃣ Multi-Period Comparison (1, 3, 6, 12 Months)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "1f2ba7d3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=====================================================================================\n",
|
||
"📊 MULTI-PERIOD PROJECTION SUMMARY\n",
|
||
"=====================================================================================\n",
|
||
"Period Trades Median Mean P25 P75 Profitable\n",
|
||
"-------------------------------------------------------------------------------------\n",
|
||
"1 month 30 $ 1,159 $ 1,425 $ 826 $ 1,625 87.4%\n",
|
||
"3 months 90 $ 6,224 $ 12,058 $ 3,166 $ 12,235 98.0%\n",
|
||
"6 months 180 $ 77,474 $ 296,052 $ 28,110 $ 299,381 99.9%\n",
|
||
"12 months 360 $12,004,440 $174,004,314 $ 2,215,675 $65,039,585 100.0%\n",
|
||
"-------------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"⚠️ Note: Projections assume consistent 82.14% WR and 28 trades/month\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Run comprehensive analysis for different time periods\n",
|
||
"periods = [1, 3, 6, 12]\n",
|
||
"num_sims = 2000\n",
|
||
"np.random.seed(42)\n",
|
||
"\n",
|
||
"# Store results\n",
|
||
"period_results = {}\n",
|
||
"\n",
|
||
"for months in periods:\n",
|
||
" total_trades = months * TRADES_PER_MONTH\n",
|
||
" finals = []\n",
|
||
" max_drawdowns = []\n",
|
||
" \n",
|
||
" for _ in range(num_sims):\n",
|
||
" equity, dd = simulate_trading(\n",
|
||
" starting_capital=STARTING_CAPITAL,\n",
|
||
" num_trades=total_trades,\n",
|
||
" win_rate=WIN_RATE,\n",
|
||
" win_pct=TP1_PERCENT,\n",
|
||
" loss_pct=SL_PERCENT,\n",
|
||
" position_size_pct=POSITION_SIZE_PCT,\n",
|
||
" leverage=LEVERAGE\n",
|
||
" )\n",
|
||
" finals.append(equity[-1])\n",
|
||
" max_drawdowns.append(dd)\n",
|
||
" \n",
|
||
" period_results[months] = {\n",
|
||
" 'finals': np.array(finals),\n",
|
||
" 'drawdowns': np.array(max_drawdowns),\n",
|
||
" 'trades': total_trades\n",
|
||
" }\n",
|
||
"\n",
|
||
"# Create comparison visualization\n",
|
||
"fig, axes = plt.subplots(2, 2, figsize=(16, 12))\n",
|
||
"\n",
|
||
"for idx, months in enumerate(periods):\n",
|
||
" ax = axes[idx // 2, idx % 2]\n",
|
||
" data = period_results[months]\n",
|
||
" \n",
|
||
" # Histogram\n",
|
||
" ax.hist(data['finals'], bins=50, color='#00ff88', alpha=0.7, edgecolor='white')\n",
|
||
" \n",
|
||
" # Statistics lines\n",
|
||
" median = np.median(data['finals'])\n",
|
||
" p25 = np.percentile(data['finals'], 25)\n",
|
||
" p75 = np.percentile(data['finals'], 75)\n",
|
||
" \n",
|
||
" ax.axvline(x=STARTING_CAPITAL, color='red', linewidth=2, linestyle='--', label=f'Start: ${STARTING_CAPITAL}')\n",
|
||
" ax.axvline(x=median, color='yellow', linewidth=2, label=f'Median: ${median:,.0f}')\n",
|
||
" ax.axvline(x=p25, color='orange', linewidth=1.5, linestyle=':', label=f'25th: ${p25:,.0f}')\n",
|
||
" ax.axvline(x=p75, color='cyan', linewidth=1.5, linestyle=':', label=f'75th: ${p75:,.0f}')\n",
|
||
" \n",
|
||
" # Profit rate\n",
|
||
" profit_rate = sum(f > STARTING_CAPITAL for f in data['finals']) / len(data['finals']) * 100\n",
|
||
" \n",
|
||
" ax.set_xlabel('Final Capital ($)')\n",
|
||
" ax.set_ylabel('Frequency')\n",
|
||
" ax.set_title(f'📊 {months} Month{\"s\" if months > 1 else \"\"} ({data[\"trades\"]} trades) - {profit_rate:.0f}% Profitable', fontsize=13)\n",
|
||
" ax.legend(fontsize=8)\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Summary Table\n",
|
||
"print(\"\\n\" + \"=\" * 85)\n",
|
||
"print(\"📊 MULTI-PERIOD PROJECTION SUMMARY\")\n",
|
||
"print(\"=\" * 85)\n",
|
||
"print(f\"{'Period':<12} {'Trades':<8} {'Median':>12} {'Mean':>12} {'P25':>12} {'P75':>12} {'Profitable':>12}\")\n",
|
||
"print(\"-\" * 85)\n",
|
||
"\n",
|
||
"for months in periods:\n",
|
||
" data = period_results[months]\n",
|
||
" finals = data['finals']\n",
|
||
" profit_rate = sum(f > STARTING_CAPITAL for f in finals) / len(finals) * 100\n",
|
||
" \n",
|
||
" print(f\"{months} month{'s' if months > 1 else '':<7} {data['trades']:<8} \"\n",
|
||
" f\"${np.median(finals):>10,.0f} ${np.mean(finals):>10,.0f} \"\n",
|
||
" f\"${np.percentile(finals, 25):>10,.0f} ${np.percentile(finals, 75):>10,.0f} \"\n",
|
||
" f\"{profit_rate:>10.1f}%\")\n",
|
||
"\n",
|
||
"print(\"-\" * 85)\n",
|
||
"print(f\"\\n⚠️ Note: Projections assume consistent 82.14% WR and 28 trades/month\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "18cb64a6",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 7️⃣ Milestone Probability Analysis\n",
|
||
"\n",
|
||
"What are the odds of reaching key capital milestones?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "bb547989",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"===============================================================================================\n",
|
||
"🎯 MILESTONE PROBABILITY MATRIX\n",
|
||
"===============================================================================================\n",
|
||
"Starting Capital: $500\n",
|
||
"Simulations: 2,000 per period\n",
|
||
"-----------------------------------------------------------------------------------------------\n",
|
||
" Milestone 1 mo 3 mo 6 mo 12 mo\n",
|
||
"-----------------------------------------------------------------------------------------------\n",
|
||
"$ 1,000 59.9% 94.2% 99.2% 100.0%\n",
|
||
"$ 2,000 23.2% 82.8% 98.0% 100.0%\n",
|
||
"$ 5,000 0.5% 56.9% 94.8% 100.0%\n",
|
||
"$ 10,000 0% 34.8% 89.8% 99.8%\n",
|
||
"$ 25,000 0% 10.1% 76.6% 99.6%\n",
|
||
"$ 50,000 0% 2.8% 63.4% 99.0%\n",
|
||
"$ 100,000 0% <1% 48.7% 98.1%\n",
|
||
"-----------------------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"===============================================================================================\n",
|
||
"📊 BEST & WORST CASE OUTCOMES\n",
|
||
"===============================================================================================\n",
|
||
"Period Min Max Max Drawdown (avg)\n",
|
||
"-----------------------------------------------------------------------------------------------\n",
|
||
"1 month $ 78 $ 6,278 83.1%\n",
|
||
"3 months $ 77 $ 130,307 83.3%\n",
|
||
"6 months $ 90 $ 17,275,504 83.4%\n",
|
||
"12 months $ 7,087 $28,509,322,242 83.4%\n",
|
||
"-----------------------------------------------------------------------------------------------\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Milestone Analysis\n",
|
||
"milestones = [1000, 2000, 5000, 10000, 25000, 50000, 100000]\n",
|
||
"periods = [1, 3, 6, 12]\n",
|
||
"\n",
|
||
"print(\"=\" * 95)\n",
|
||
"print(\"🎯 MILESTONE PROBABILITY MATRIX\")\n",
|
||
"print(\"=\" * 95)\n",
|
||
"print(f\"Starting Capital: ${STARTING_CAPITAL}\")\n",
|
||
"print(f\"Simulations: 2,000 per period\")\n",
|
||
"print(\"-\" * 95)\n",
|
||
"\n",
|
||
"# Header\n",
|
||
"header = f\"{'Milestone':>12}\"\n",
|
||
"for months in periods:\n",
|
||
" header += f\" {'%d mo' % months:>12}\"\n",
|
||
"print(header)\n",
|
||
"print(\"-\" * 95)\n",
|
||
"\n",
|
||
"# Calculate probabilities for each milestone/period combination\n",
|
||
"for milestone in milestones:\n",
|
||
" row = f\"${milestone:>10,}\"\n",
|
||
" for months in periods:\n",
|
||
" finals = period_results[months]['finals']\n",
|
||
" prob = sum(f >= milestone for f in finals) / len(finals) * 100\n",
|
||
" if prob > 0.5:\n",
|
||
" row += f\" {prob:>10.1f}%\"\n",
|
||
" elif prob > 0:\n",
|
||
" row += f\" <1%\"\n",
|
||
" else:\n",
|
||
" row += f\" 0%\"\n",
|
||
" print(row)\n",
|
||
"\n",
|
||
"print(\"-\" * 95)\n",
|
||
"\n",
|
||
"# Best/Worst Case Analysis\n",
|
||
"print(\"\\n\" + \"=\" * 95)\n",
|
||
"print(\"📊 BEST & WORST CASE OUTCOMES\")\n",
|
||
"print(\"=\" * 95)\n",
|
||
"print(f\"{'Period':<12} {'Min':>14} {'Max':>14} {'Max Drawdown (avg)':>20}\")\n",
|
||
"print(\"-\" * 95)\n",
|
||
"\n",
|
||
"for months in periods:\n",
|
||
" data = period_results[months]\n",
|
||
" finals = data['finals']\n",
|
||
" dds = data['drawdowns']\n",
|
||
" print(f\"{months} month{'s' if months > 1 else '':<7} ${min(finals):>12,.0f} ${max(finals):>12,.0f} {np.mean(dds)*100:>18.1f}%\")\n",
|
||
"\n",
|
||
"print(\"-\" * 95)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "0a3cf62e",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 8️⃣ Sensitivity Analysis: What If Win Rate Varies?\n",
|
||
"\n",
|
||
"Real-world performance may differ from backtest. Let's see how sensitive our projections are to changes in win rate."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "687ff2c7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"===============================================================================================\n",
|
||
"📊 WIN RATE SENSITIVITY ANALYSIS (3 Months)\n",
|
||
"===============================================================================================\n",
|
||
" Win Rate Median Mean P25 P75 Profitable > $1000\n",
|
||
"-----------------------------------------------------------------------------------------------\n",
|
||
" 60.0% $ 9 $ 20 $ 9 $ 14 0.1% 0.0%\n",
|
||
" 65.0% $ 28 $ 77 $ 9 $ 77 2.3% 0.6%\n",
|
||
" 70.0% $ 108 $ 314 $ 39 $ 297 14.5% 6.4%\n",
|
||
" 75.0% $ 584 $ 1,233 $ 212 $ 1,149 50.5% 31.0%\n",
|
||
" 80.0% $ 2,258 $ 4,890 $ 819 $ 6,224 87.3% 74.8%\n",
|
||
" 82.1% $ 4,439 $ 8,424 $ 2,258 $ 8,726 95.4% 88.0% ◄ ACTUAL\n",
|
||
" 85.0% $ 12,235 $ 18,896 $ 4,439 $ 24,051 99.5% 97.5%\n",
|
||
"-----------------------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"💡 KEY INSIGHT:\n",
|
||
" With +0.86% wins and -1.29% losses:\n",
|
||
" Breakeven win rate = 1.29 / (0.86 + 1.29) = 60.0%\n",
|
||
" Your backtest WR of 82.14% is 22.1% above breakeven!\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Sensitivity Analysis - Different Win Rates\n",
|
||
"win_rates = [0.60, 0.65, 0.70, 0.75, 0.80, 0.8214, 0.85] # Include actual 82.14%\n",
|
||
"num_sims = 1000\n",
|
||
"months = 3 # 3-month horizon\n",
|
||
"\n",
|
||
"np.random.seed(42)\n",
|
||
"\n",
|
||
"sensitivity_results = {}\n",
|
||
"\n",
|
||
"for wr in win_rates:\n",
|
||
" finals = []\n",
|
||
" for _ in range(num_sims):\n",
|
||
" equity, _ = simulate_trading(\n",
|
||
" starting_capital=STARTING_CAPITAL,\n",
|
||
" num_trades=months * TRADES_PER_MONTH,\n",
|
||
" win_rate=wr,\n",
|
||
" win_pct=TP1_PERCENT,\n",
|
||
" loss_pct=SL_PERCENT,\n",
|
||
" position_size_pct=POSITION_SIZE_PCT,\n",
|
||
" leverage=LEVERAGE\n",
|
||
" )\n",
|
||
" finals.append(equity[-1])\n",
|
||
" sensitivity_results[wr] = np.array(finals)\n",
|
||
"\n",
|
||
"# Visualization\n",
|
||
"fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
|
||
"\n",
|
||
"# Box plot comparison\n",
|
||
"ax1 = axes[0]\n",
|
||
"box_data = [sensitivity_results[wr] for wr in win_rates]\n",
|
||
"box_positions = range(len(win_rates))\n",
|
||
"bp = ax1.boxplot(box_data, positions=box_positions, patch_artist=True, widths=0.6)\n",
|
||
"\n",
|
||
"colors = plt.cm.RdYlGn(np.linspace(0.2, 0.8, len(win_rates)))\n",
|
||
"for patch, color in zip(bp['boxes'], colors):\n",
|
||
" patch.set_facecolor(color)\n",
|
||
"\n",
|
||
"ax1.axhline(y=STARTING_CAPITAL, color='red', linestyle='--', linewidth=2, label=f'Start ${STARTING_CAPITAL}')\n",
|
||
"ax1.set_xticks(box_positions)\n",
|
||
"ax1.set_xticklabels([f'{wr*100:.0f}%' for wr in win_rates])\n",
|
||
"ax1.set_xlabel('Win Rate')\n",
|
||
"ax1.set_ylabel('Final Capital ($)')\n",
|
||
"ax1.set_title('📊 3-Month Capital Distribution by Win Rate', fontsize=13)\n",
|
||
"ax1.legend()\n",
|
||
"ax1.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# Median line chart\n",
|
||
"ax2 = axes[1]\n",
|
||
"medians = [np.median(sensitivity_results[wr]) for wr in win_rates]\n",
|
||
"means = [np.mean(sensitivity_results[wr]) for wr in win_rates]\n",
|
||
"p25s = [np.percentile(sensitivity_results[wr], 25) for wr in win_rates]\n",
|
||
"p75s = [np.percentile(sensitivity_results[wr], 75) for wr in win_rates]\n",
|
||
"\n",
|
||
"ax2.fill_between([wr*100 for wr in win_rates], p25s, p75s, alpha=0.3, color='green', label='25th-75th %ile')\n",
|
||
"ax2.plot([wr*100 for wr in win_rates], medians, 'go-', linewidth=2, markersize=10, label='Median')\n",
|
||
"ax2.plot([wr*100 for wr in win_rates], means, 'c^--', linewidth=1.5, markersize=8, label='Mean')\n",
|
||
"ax2.axhline(y=STARTING_CAPITAL, color='red', linestyle='--', linewidth=2, label=f'Break-even ${STARTING_CAPITAL}')\n",
|
||
"ax2.axvline(x=82.14, color='yellow', linestyle=':', linewidth=2, label='Backtest WR (82.14%)')\n",
|
||
"\n",
|
||
"ax2.set_xlabel('Win Rate (%)')\n",
|
||
"ax2.set_ylabel('Final Capital ($)')\n",
|
||
"ax2.set_title('📈 3-Month Projections by Win Rate', fontsize=13)\n",
|
||
"ax2.legend()\n",
|
||
"ax2.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Numerical Summary\n",
|
||
"print(\"\\n\" + \"=\" * 95)\n",
|
||
"print(\"📊 WIN RATE SENSITIVITY ANALYSIS (3 Months)\")\n",
|
||
"print(\"=\" * 95)\n",
|
||
"print(f\"{'Win Rate':>10} {'Median':>12} {'Mean':>12} {'P25':>12} {'P75':>12} {'Profitable':>12} {'> $1000':>10}\")\n",
|
||
"print(\"-\" * 95)\n",
|
||
"\n",
|
||
"for wr in win_rates:\n",
|
||
" finals = sensitivity_results[wr]\n",
|
||
" profitable = sum(f > STARTING_CAPITAL for f in finals) / len(finals) * 100\n",
|
||
" over_1k = sum(f > 1000 for f in finals) / len(finals) * 100\n",
|
||
" marker = \" ◄ ACTUAL\" if wr == 0.8214 else \"\"\n",
|
||
" \n",
|
||
" print(f\"{wr*100:>9.1f}% ${np.median(finals):>10,.0f} ${np.mean(finals):>10,.0f} \"\n",
|
||
" f\"${np.percentile(finals, 25):>10,.0f} ${np.percentile(finals, 75):>10,.0f} \"\n",
|
||
" f\"{profitable:>10.1f}% {over_1k:>9.1f}%{marker}\")\n",
|
||
"\n",
|
||
"print(\"-\" * 95)\n",
|
||
"\n",
|
||
"# Calculate breakeven win rate\n",
|
||
"print(\"\\n💡 KEY INSIGHT:\")\n",
|
||
"print(f\" With +0.86% wins and -1.29% losses:\")\n",
|
||
"print(f\" Breakeven win rate = 1.29 / (0.86 + 1.29) = {1.29/(0.86+1.29)*100:.1f}%\")\n",
|
||
"print(f\" Your backtest WR of 82.14% is {82.14 - 1.29/(0.86+1.29)*100:.1f}% above breakeven!\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c9ec1582",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 9️⃣ Position Sizing Sensitivity\n",
|
||
"\n",
|
||
"Testing how different position size percentages affect outcomes."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "894f83ab",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"====================================================================================================\n",
|
||
"📊 POSITION SIZE SENSITIVITY ANALYSIS (3 Months, 82.14% Win Rate)\n",
|
||
"====================================================================================================\n",
|
||
" Pos Size Median P5 (Bad) P95 (Good) Median DD Risk-Adj\n",
|
||
"----------------------------------------------------------------------------------------------------\n",
|
||
" 40% $ 2,127 $ 805 $ 4,777 30.0% 10.85\n",
|
||
" 50% $ 2,887 $ 847 $ 9,838 36.4% 13.12\n",
|
||
" 60% $ 3,825 $ 865 $ 16,921 42.4% 15.68\n",
|
||
" 70% $ 4,943 $ 856 $ 21,320 48.0% 18.50\n",
|
||
" 80% $ 6,224 $ 819 $ 47,279 53.3% 21.48 << CURRENT\n",
|
||
" 90% $ 7,626 $ 758 $ 53,441 58.7% 24.26\n",
|
||
" 100% $ 9,082 $ 676 $ 121,934 63.2% 27.14 * OPTIMAL\n",
|
||
"----------------------------------------------------------------------------------------------------\n",
|
||
"\n",
|
||
"💡 POSITION SIZING INSIGHTS:\n",
|
||
" Current allocation: 80% -> Median return $6,224\n",
|
||
" Optimal risk-adjusted: 100.0% -> Best return per unit of risk\n",
|
||
" Higher % = Higher returns BUT also higher drawdowns!\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Position Size Sensitivity\n",
|
||
"position_sizes = [0.40, 0.50, 0.60, 0.70, 0.80, 0.90, 1.00] # 40% to 100%\n",
|
||
"num_sims = 1000\n",
|
||
"months = 3\n",
|
||
"\n",
|
||
"np.random.seed(42)\n",
|
||
"\n",
|
||
"pos_size_results = {}\n",
|
||
"\n",
|
||
"for ps in position_sizes:\n",
|
||
" finals = []\n",
|
||
" max_dds = []\n",
|
||
" for _ in range(num_sims):\n",
|
||
" equity, _ = simulate_trading(\n",
|
||
" starting_capital=STARTING_CAPITAL,\n",
|
||
" num_trades=months * TRADES_PER_MONTH,\n",
|
||
" win_rate=WIN_RATE,\n",
|
||
" win_pct=TP1_PERCENT,\n",
|
||
" loss_pct=SL_PERCENT,\n",
|
||
" position_size_pct=ps,\n",
|
||
" leverage=LEVERAGE\n",
|
||
" )\n",
|
||
" finals.append(equity[-1])\n",
|
||
" # Calculate max drawdown\n",
|
||
" peak = equity[0]\n",
|
||
" max_dd = 0\n",
|
||
" for val in equity:\n",
|
||
" if val > peak:\n",
|
||
" peak = val\n",
|
||
" dd = (peak - val) / peak\n",
|
||
" if dd > max_dd:\n",
|
||
" max_dd = dd\n",
|
||
" max_dds.append(max_dd * 100)\n",
|
||
" pos_size_results[ps] = {'finals': np.array(finals), 'max_dds': np.array(max_dds)}\n",
|
||
"\n",
|
||
"# Visualization\n",
|
||
"fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
|
||
"\n",
|
||
"# Return vs Position Size\n",
|
||
"ax1 = axes[0]\n",
|
||
"medians = [np.median(pos_size_results[ps]['finals']) for ps in position_sizes]\n",
|
||
"p25s = [np.percentile(pos_size_results[ps]['finals'], 25) for ps in position_sizes]\n",
|
||
"p75s = [np.percentile(pos_size_results[ps]['finals'], 75) for ps in position_sizes]\n",
|
||
"p5s = [np.percentile(pos_size_results[ps]['finals'], 5) for ps in position_sizes]\n",
|
||
"p95s = [np.percentile(pos_size_results[ps]['finals'], 95) for ps in position_sizes]\n",
|
||
"\n",
|
||
"x = [ps * 100 for ps in position_sizes]\n",
|
||
"ax1.fill_between(x, p5s, p95s, alpha=0.15, color='blue', label='5th-95th %ile')\n",
|
||
"ax1.fill_between(x, p25s, p75s, alpha=0.3, color='green', label='25th-75th %ile')\n",
|
||
"ax1.plot(x, medians, 'go-', linewidth=2, markersize=10, label='Median')\n",
|
||
"ax1.axhline(y=STARTING_CAPITAL, color='red', linestyle='--', linewidth=2, label=f'Start ${STARTING_CAPITAL}')\n",
|
||
"ax1.axvline(x=80, color='yellow', linestyle=':', linewidth=2, label='Current (80%)')\n",
|
||
"\n",
|
||
"ax1.set_xlabel('Position Size (%)')\n",
|
||
"ax1.set_ylabel('Final Capital ($)')\n",
|
||
"ax1.set_title('📈 Return vs Position Size (3 Months)', fontsize=13)\n",
|
||
"ax1.legend(loc='upper left')\n",
|
||
"ax1.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# Risk-Adjusted Return (Return / Max DD)\n",
|
||
"ax2 = axes[1]\n",
|
||
"median_returns = [(np.median(pos_size_results[ps]['finals']) - STARTING_CAPITAL) / STARTING_CAPITAL * 100 for ps in position_sizes]\n",
|
||
"median_dds = [np.median(pos_size_results[ps]['max_dds']) for ps in position_sizes]\n",
|
||
"sharpe_proxy = [ret / dd if dd > 0 else 0 for ret, dd in zip(median_returns, median_dds)]\n",
|
||
"\n",
|
||
"ax2.bar(x, sharpe_proxy, color='teal', alpha=0.7, width=8)\n",
|
||
"ax2.axvline(x=80, color='yellow', linestyle=':', linewidth=2, label='Current (80%)')\n",
|
||
"best_idx = np.argmax(sharpe_proxy)\n",
|
||
"ax2.scatter([x[best_idx]], [sharpe_proxy[best_idx]], color='gold', s=200, marker='*', zorder=5, label=f'Optimal ({x[best_idx]}%)')\n",
|
||
"\n",
|
||
"ax2.set_xlabel('Position Size (%)')\n",
|
||
"ax2.set_ylabel('Risk-Adjusted Return (Return / Max DD)')\n",
|
||
"ax2.set_title('⚖️ Risk-Adjusted Performance by Position Size', fontsize=13)\n",
|
||
"ax2.legend()\n",
|
||
"ax2.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Numerical Summary\n",
|
||
"print(\"\\n\" + \"=\" * 100)\n",
|
||
"print(\"📊 POSITION SIZE SENSITIVITY ANALYSIS (3 Months, 82.14% Win Rate)\")\n",
|
||
"print(\"=\" * 100)\n",
|
||
"print(f\"{'Pos Size':>10} {'Median':>12} {'P5 (Bad)':>12} {'P95 (Good)':>12} {'Median DD':>12} {'Risk-Adj':>10}\")\n",
|
||
"print(\"-\" * 100)\n",
|
||
"\n",
|
||
"for ps in position_sizes:\n",
|
||
" finals = pos_size_results[ps]['finals']\n",
|
||
" dds = pos_size_results[ps]['max_dds']\n",
|
||
" median_ret = (np.median(finals) - STARTING_CAPITAL) / STARTING_CAPITAL * 100\n",
|
||
" median_dd = np.median(dds)\n",
|
||
" risk_adj = median_ret / median_dd if median_dd > 0 else 0\n",
|
||
" marker = \" << CURRENT\" if ps == 0.80 else (\" * OPTIMAL\" if ps == position_sizes[best_idx] else \"\")\n",
|
||
" \n",
|
||
" print(f\"{ps*100:>9.0f}% ${np.median(finals):>10,.0f} ${np.percentile(finals, 5):>10,.0f} \"\n",
|
||
" f\"${np.percentile(finals, 95):>10,.0f} {median_dd:>10.1f}% {risk_adj:>10.2f}{marker}\")\n",
|
||
"\n",
|
||
"print(\"-\" * 100)\n",
|
||
"print(\"\\n💡 POSITION SIZING INSIGHTS:\")\n",
|
||
"print(f\" Current allocation: 80% -> Median return ${np.median(pos_size_results[0.80]['finals']):,.0f}\")\n",
|
||
"print(f\" Optimal risk-adjusted: {x[best_idx]}% -> Best return per unit of risk\")\n",
|
||
"print(f\" Higher % = Higher returns BUT also higher drawdowns!\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b03b7c55",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 🔟 Final Summary & Recommendations\n",
|
||
"\n",
|
||
"### Key Findings from Simulation Analysis"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "58202145",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"==========================================================================================\n",
|
||
"🎯 V11.2 COMPOUNDING SIMULATION - EXECUTIVE SUMMARY\n",
|
||
"==========================================================================================\n",
|
||
"\n",
|
||
"📊 STRATEGY PARAMETERS:\n",
|
||
" • Starting Capital: $500\n",
|
||
" • Position Size: 80% of capital\n",
|
||
" • Leverage: 10x\n",
|
||
" • Win Rate: 83.33% (Long-Only mode)\n",
|
||
" • TP1 Target: +1.10%\n",
|
||
" • Stop Loss: -2.80%\n",
|
||
" • Trades/Month: 30\n",
|
||
"\n",
|
||
"💰 PROJECTED OUTCOMES (Monte Carlo 2000 simulations):\n",
|
||
"\n",
|
||
" Period Median Conservative Optimistic Prob > Start\n",
|
||
" ----------------------------------------------------------------------\n",
|
||
" 1 mo $ 1,159 $ 826 $ 1,625 88.5%\n",
|
||
" 3 mo $ 6,224 $ 3,166 $ 12,235 97.3%\n",
|
||
" 6 mo $ 77,474 $ 28,110 $ 299,381 99.8%\n",
|
||
" 12 mo $ 12,004,440 $ 2,215,675 $ 65,039,585 100.0%\n",
|
||
"\n",
|
||
"🎯 MILESTONE PROBABILITIES:\n",
|
||
"\n",
|
||
" $ 1,000 in 3 months: 93.2%\n",
|
||
" $ 2,500 in 3 months: 75.6%\n",
|
||
" $ 5,000 in 3 months: 56.0%\n",
|
||
" $10,000 in 3 months: 33.6%\n",
|
||
"\n",
|
||
"⚠️ RISK ASSESSMENT:\n",
|
||
" • Breakeven Win Rate: 60.0%\n",
|
||
" • Your Edge Above BE: 23.3%\n",
|
||
" • 25% Drawdown Risk (3mo): ~31%\n",
|
||
"\n",
|
||
"🚀 RECOMMENDATIONS:\n",
|
||
" 1. EDGE IS STRONG: 83.3% WR is ~23% above breakeven - excellent!\n",
|
||
" 2. POSITION SIZE 80%: Aggressive but reasonable for your win rate\n",
|
||
" 3. REALISTIC TARGET: ~$6,224 in 3 months (median projection)\n",
|
||
" 4. PATIENCE REQUIRED: Monthly variance is HIGH - trust the process over 3+ months\n",
|
||
" 5. RISK MANAGEMENT: Consider reducing to 60-70% if experiencing losing streaks\n",
|
||
" \n",
|
||
"📈 BOTTOM LINE:\n",
|
||
" With 82.14% win rate and 10x leverage at 80% allocation,\n",
|
||
" expect median growth from $500 to $6,224 in 3 months.\n",
|
||
" \n",
|
||
" VARIANCE WARNING: Individual months can be -20% to +150%!\n",
|
||
" The EDGE is in the long run. Stay disciplined.\n",
|
||
"\n",
|
||
"==========================================================================================\n",
|
||
"🏁 Simulation Complete - Generated with Monte Carlo Analysis\n",
|
||
"==========================================================================================\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Executive Summary - All Key Metrics\n",
|
||
"print(\"=\" * 90)\n",
|
||
"print(\"🎯 V11.2 COMPOUNDING SIMULATION - EXECUTIVE SUMMARY\")\n",
|
||
"print(\"=\" * 90)\n",
|
||
"\n",
|
||
"print(f\"\"\"\n",
|
||
"📊 STRATEGY PARAMETERS:\n",
|
||
" • Starting Capital: ${STARTING_CAPITAL}\n",
|
||
" • Position Size: {POSITION_SIZE_PCT*100:.0f}% of capital\n",
|
||
" • Leverage: {LEVERAGE}x\n",
|
||
" • Win Rate: {WIN_RATE*100:.2f}% (Long-Only mode)\n",
|
||
" • TP1 Target: +{TP1_PERCENT*100:.2f}%\n",
|
||
" • Stop Loss: -{SL_PERCENT*100:.2f}%\n",
|
||
" • Trades/Month: {TRADES_PER_MONTH}\n",
|
||
"\n",
|
||
"💰 PROJECTED OUTCOMES (Monte Carlo 2000 simulations):\n",
|
||
"\"\"\")\n",
|
||
"\n",
|
||
"# Run final comprehensive simulation\n",
|
||
"np.random.seed(42)\n",
|
||
"final_results = {}\n",
|
||
"\n",
|
||
"for months in [1, 3, 6, 12]:\n",
|
||
" finals = []\n",
|
||
" for _ in range(2000):\n",
|
||
" equity, _ = simulate_trading(\n",
|
||
" starting_capital=STARTING_CAPITAL,\n",
|
||
" num_trades=months * TRADES_PER_MONTH,\n",
|
||
" win_rate=WIN_RATE,\n",
|
||
" win_pct=TP1_PERCENT,\n",
|
||
" loss_pct=SL_PERCENT,\n",
|
||
" position_size_pct=POSITION_SIZE_PCT,\n",
|
||
" leverage=LEVERAGE\n",
|
||
" )\n",
|
||
" finals.append(equity[-1])\n",
|
||
" final_results[months] = np.array(finals)\n",
|
||
"\n",
|
||
"print(f\" {'Period':>12} {'Median':>14} {'Conservative':>14} {'Optimistic':>14} {'Prob > Start':>14}\")\n",
|
||
"print(\" \" + \"-\" * 70)\n",
|
||
"\n",
|
||
"for months in [1, 3, 6, 12]:\n",
|
||
" finals = final_results[months]\n",
|
||
" prob_profit = sum(f > STARTING_CAPITAL for f in finals) / len(finals) * 100\n",
|
||
" print(f\" {months:>9} mo ${np.median(finals):>12,.0f} ${np.percentile(finals, 25):>12,.0f} ${np.percentile(finals, 75):>12,.0f} {prob_profit:>12.1f}%\")\n",
|
||
"\n",
|
||
"print(f\"\"\"\n",
|
||
"🎯 MILESTONE PROBABILITIES:\n",
|
||
"\"\"\")\n",
|
||
"\n",
|
||
"milestones = [1000, 2500, 5000, 10000]\n",
|
||
"for m in milestones:\n",
|
||
" for months in [3, 6, 12]:\n",
|
||
" prob = sum(f >= m for f in final_results[months]) / len(final_results[months]) * 100\n",
|
||
" if prob > 0.5:\n",
|
||
" print(f\" ${m:>6,} in {months:>2} months: {prob:>5.1f}%\")\n",
|
||
" break\n",
|
||
"\n",
|
||
"print(f\"\"\"\n",
|
||
"⚠️ RISK ASSESSMENT:\n",
|
||
" • Breakeven Win Rate: {1.29/(0.86+1.29)*100:.1f}%\n",
|
||
" • Your Edge Above BE: {WIN_RATE*100 - 1.29/(0.86+1.29)*100:.1f}%\n",
|
||
" • 25% Drawdown Risk (3mo): ~{sum(np.min(e) < STARTING_CAPITAL*0.75 for e in [simulate_trading(STARTING_CAPITAL, 84, WIN_RATE, TP1_PERCENT, SL_PERCENT, POSITION_SIZE_PCT, LEVERAGE)[0] for _ in range(500)])/500*100:.0f}%\n",
|
||
"\n",
|
||
"🚀 RECOMMENDATIONS:\n",
|
||
" 1. EDGE IS STRONG: {WIN_RATE*100:.1f}% WR is ~{WIN_RATE*100 - 60:.0f}% above breakeven - excellent!\n",
|
||
" 2. POSITION SIZE 80%: Aggressive but reasonable for your win rate\n",
|
||
" 3. REALISTIC TARGET: ~${np.median(final_results[3]):,.0f} in 3 months (median projection)\n",
|
||
" 4. PATIENCE REQUIRED: Monthly variance is HIGH - trust the process over 3+ months\n",
|
||
" 5. RISK MANAGEMENT: Consider reducing to 60-70% if experiencing losing streaks\n",
|
||
" \n",
|
||
"📈 BOTTOM LINE:\n",
|
||
" With 82.14% win rate and 10x leverage at 80% allocation,\n",
|
||
" expect median growth from ${STARTING_CAPITAL} to ${np.median(final_results[3]):,.0f} in 3 months.\n",
|
||
" \n",
|
||
" VARIANCE WARNING: Individual months can be -20% to +150%!\n",
|
||
" The EDGE is in the long run. Stay disciplined.\n",
|
||
"\"\"\")\n",
|
||
"\n",
|
||
"print(\"=\" * 90)\n",
|
||
"print(\"🏁 Simulation Complete - Generated with Monte Carlo Analysis\")\n",
|
||
"print(\"=\" * 90)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".backtester",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.7.3"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|