MichaelHarris_RejectionPattern_git.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yfinance as yf\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.graph_objects as go\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from plotly.subplots import make_subplots\n",
    "from backtesting import Strategy, Backtest\n",
    "from tqdm import tqdm\n",
    "tqdm.pandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example of testing Michael Harris rejection pattern strategy on multiple assets\n",
    "\n",
    "Original strategy on Code Trading YT channel: https://www.youtube.com/watch?v=tOH6Bd_jvfA"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import yfinance data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    }
   ],
   "source": [
    "def get_data(symbol: str):\n",
    "    data = yf.download(tickers=symbol, period='5y', interval='1d')\n",
    "    data.columns = data.columns.droplevel(-1)\n",
    "    data.reset_index(inplace=True)\n",
    "    return data\n",
    "\n",
    "dataframes = []\n",
    "tickers = ['QQQ', 'SPY']\n",
    "for ticker in tickers:\n",
    "    dataframes.append(get_data(ticker))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Signal function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def total_signal(df, current_candle):\n",
    "    current_pos = df.index.get_loc(current_candle)\n",
    "    \n",
    "    # Buy condition (go long)\n",
    "    c1 = df['High'].iloc[current_pos] > df['Close'].iloc[current_pos]\n",
    "    c2 = df['Close'].iloc[current_pos] > df['High'].iloc[current_pos-2]\n",
    "    c3 = df['High'].iloc[current_pos-2] > df['High'].iloc[current_pos-1]\n",
    "    c4 = df['High'].iloc[current_pos-1] > df['Low'].iloc[current_pos]\n",
    "    c5 = df['Low'].iloc[current_pos] > df['Low'].iloc[current_pos-2]\n",
    "    c6 = df['Low'].iloc[current_pos-2] > df['Low'].iloc[current_pos-1]\n",
    "\n",
    "    if c1 and c2 and c3 and c4 and c5 and c6:\n",
    "        return 2\n",
    "\n",
    "    return 0\n",
    "\n",
    "def add_total_signal(df):\n",
    "    df['TotalSignal'] = df.progress_apply(lambda row: total_signal(df, row.name), axis=1)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Add signal points positions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_pointpos_column(df, signal_column):\n",
    "    def pointpos(row):\n",
    "        if row[signal_column] == 2:\n",
    "            return row['Low'] - 1e-4\n",
    "        elif row[signal_column] == 1:\n",
    "            return row['High'] + 1e-4\n",
    "        else:\n",
    "            return np.nan\n",
    "\n",
    "    df['pointpos'] = df.apply(lambda row: pointpos(row), axis=1)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot candlestick chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_candlestick_with_signals(df, start_index, num_rows):\n",
    "    df_subset = df[start_index:start_index + num_rows]\n",
    "    \n",
    "    fig = make_subplots(rows=1, cols=1)\n",
    "    \n",
    "    fig.add_trace(go.Candlestick(x=df_subset.index,\n",
    "                                 open=df_subset['Open'],\n",
    "                                 high=df_subset['High'],\n",
    "                                 low=df_subset['Low'],\n",
    "                                 close=df_subset['Close'],\n",
    "                                 name='Candlesticks'),\n",
    "                  row=1, col=1)\n",
    "    \n",
    "    fig.add_trace(go.Scatter(x=df_subset.index, y=df_subset['pointpos'], mode=\"markers\",\n",
    "                             marker=dict(size=10, color=\"MediumPurple\", symbol='circle'),\n",
    "                             name=\"Entry Points\"),\n",
    "                  row=1, col=1)\n",
    "    \n",
    "    fig.update_layout(\n",
    "        width=1200, \n",
    "        height=800, \n",
    "        plot_bgcolor='white',\n",
    "        paper_bgcolor='white',\n",
    "        font=dict(color='black'),\n",
    "        xaxis=dict(showgrid=True, zeroline=False, gridcolor='black'),\n",
    "        yaxis=dict(showgrid=True, zeroline=False, gridcolor='black'),\n",
    "        showlegend=True,\n",
    "        legend=dict(\n",
    "            x=0.01,\n",
    "            y=0.99,\n",
    "            traceorder=\"normal\",\n",
    "            font=dict(\n",
    "                family=\"sans-serif\",\n",
    "                size=12,\n",
    "                color=\"black\"\n",
    "            ),\n",
    "            bgcolor=\"white\",\n",
    "            bordercolor=\"gray\",\n",
    "            borderwidth=2\n",
    "        )\n",
    "    )\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Enumerate tickers list for data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on dataframe  QQQ ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1258/1258 [00:00<00:00, 5474.33it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on dataframe  SPY ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1258/1258 [00:00<00:00, 7701.34it/s]\n"
     ]
    }
   ],
   "source": [
    "for i, df in enumerate(dataframes):\n",
    "    print(\"working on dataframe \", tickers[i], \"...\")\n",
    "    df = add_total_signal(df)\n",
    "    df = add_pointpos_column(df, \"TotalSignal\")\n",
    "    dataframes[i] = df\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TotalSignal\n",
       "0    2464\n",
       "2      52\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#count the total numb of signals in all dataframes\n",
    "sum([frame[\"TotalSignal\"].value_counts() for frame in dataframes], start=0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
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   ],
   "source": [
    "#QQQ - dataframes[0]\n",
    "plot_candlestick_with_signals(dataframes[0], start_index=300, num_rows=355)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Strategy backtest & optimize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def SIGNAL():\n",
    "    ''' Returns TotalSignal column (our entry signals) from the df\n",
    "    '''\n",
    "    return df.TotalSignal\n",
    "\n",
    "class MyStrat(Strategy):\n",
    "    ''' Define sl, tp, trade size, long positions based on signals\n",
    "        Optimize sl and tp % parameters with optimze function\n",
    "    '''\n",
    "    mysize = 0.1  # Trade size\n",
    "    slperc = 0.08\n",
    "    tpperc = 0.08\n",
    "\n",
    "    def init(self):\n",
    "        super().init()\n",
    "        self.signal1 = self.I(SIGNAL) \n",
    "\n",
    "    def next(self):\n",
    "        super().next()\n",
    "         \n",
    "        if self.signal1 == 2 and not self.position:\n",
    "            # Open a new long position with calculated SL and TP\n",
    "            current_close = self.data.Close[-1]\n",
    "            sl = current_close - self.slperc * current_close  # SL at slperc% below the close price\n",
    "            tp = current_close + self.tpperc * current_close  # TP at tpperc% above the close price\n",
    "            self.buy(size=self.mysize, sl=sl, tp=tp)\n"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "results = []\n",
    "heatmaps = []\n",
    "\n",
    "#optimize the stategy for range of sl/tp %\n",
    "#including small commision to account for the spread\n",
    "#no risk of overfitting as we are not optimizing any indicator\n",
    "\n",
    "for df in dataframes:\n",
    "    bt = Backtest(df, MyStrat, cash=10000, margin=1/5, commission=0.0002)\n",
    "    stats, heatmap = bt.optimize(slperc=[i/100 for i in range(2, 10)],\n",
    "                                 tpperc=[i/100 for i in range(2, 10)],\n",
    "                    maximize='Return [%]', max_tries=3000,\n",
    "                        random_state=0,\n",
    "                        return_heatmap=True)\n",
    "    results.append(stats)\n",
    "    heatmaps.append(heatmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Aggregated Returns: 46.10%\n",
      "Number of Trades: 33.0\n",
      "Maximum Drawdown: -12.70%\n",
      "Average Drawdown: -1.07%\n",
      "Win Rate: 66.07%\n",
      "Best Trade: 11.75%\n",
      "Worst Trade: -7.81%\n",
      "Average Trade: 2.90%\n",
      "Maximum Trade Duration: 137.0 days\n",
      "Average Trade Duration: 35.29 days\n"
     ]
    }
   ],
   "source": [
    "agg_returns = sum([r[\"Return [%]\"] for r in results])\n",
    "num_trades = sum([r[\"# Trades\"] for r in results])\n",
    "max_drawdown = min([r[\"Max. Drawdown [%]\"] for r in results])\n",
    "avg_drawdown = sum([r[\"Avg. Drawdown [%]\"] for r in results]) / len(results)\n",
    "win_rate = sum([r[\"Win Rate [%]\"] for r in results]) / len(results)\n",
    "best_trade = max([r[\"Best Trade [%]\"] for r in results])\n",
    "worst_trade = min([r[\"Worst Trade [%]\"] for r in results])\n",
    "avg_trade = sum([r[\"Avg. Trade [%]\"] for r in results]) / len(results)\n",
    "max_trade_duration = max([r[\"Max. Trade Duration\"] for r in results])\n",
    "avg_trade_duration = sum([r[\"Avg. Trade Duration\"] for r in results]) / len(results)\n",
    "\n",
    "print(f\"Aggregated Returns: {agg_returns:.2f}%\")\n",
    "print(f\"Number of Trades: {num_trades}\")\n",
    "print(f\"Maximum Drawdown: {max_drawdown:.2f}%\")\n",
    "print(f\"Average Drawdown: {avg_drawdown:.2f}%\")\n",
    "print(f\"Win Rate: {win_rate:.2f}%\")\n",
    "print(f\"Best Trade: {best_trade:.2f}%\")\n",
    "print(f\"Worst Trade: {worst_trade:.2f}%\")\n",
    "print(f\"Average Trade: {avg_trade:.2f}%\")\n",
    "print(f\"Maximum Trade Duration: {max_trade_duration} days\")\n",
    "print(f\"Average Trade Duration: {avg_trade_duration:.2f} days\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Equity curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x293e9cda4e0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "equity_curves = [stats['_equity_curve']['Equity'] for stats in results]\n",
    "max_length = max(len(equity) for equity in equity_curves)\n",
    "\n",
    "# Pad each equity curve with the last value to match the maximum length\n",
    "padded_equity_curves = []\n",
    "for equity in equity_curves:\n",
    "    last_value = equity.iloc[-1]\n",
    "    padding = [last_value] * (max_length - len(equity))\n",
    "    padded_equity = equity.tolist() + padding\n",
    "    padded_equity_curves.append(padded_equity)\n",
    "\n",
    "equity_df = pd.DataFrame(padded_equity_curves).T\n",
    "\n",
    "equity_df.plot(kind='line', figsize=(10, 6), legend=True).set_facecolor('black')\n",
    "plt.gca().spines['bottom'].set_color('black')\n",
    "plt.gca().spines['left'].set_color('black')\n",
    "plt.gca().tick_params(axis='x', colors='black')\n",
    "plt.gca().tick_params(axis='y', colors='black')\n",
    "plt.gca().set_facecolor('white')\n",
    "plt.legend(tickers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[15.67465650427248, 30.424983183166514]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[r[\"Return [%]\"] for r in results]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Stat & Heatmap SL/TP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert multiindex series to dataframe\n",
    "heatmap_df = heatmaps[1].unstack()\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(heatmap_df, annot=True, cmap='viridis', fmt='.0f')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Start                                     0.0\n",
       "End                                    1257.0\n",
       "Duration                               1257.0\n",
       "Exposure Time [%]                   55.246423\n",
       "Equity Final [$]                 13042.498318\n",
       "Equity Peak [$]                  13044.698025\n",
       "Return [%]                          30.424983\n",
       "Buy & Hold Return [%]               93.644064\n",
       "Return (Ann.) [%]                         0.0\n",
       "Volatility (Ann.) [%]                     NaN\n",
       "Sharpe Ratio                              NaN\n",
       "Sortino Ratio                             NaN\n",
       "Calmar Ratio                              0.0\n",
       "Max. Drawdown [%]                   -12.07409\n",
       "Avg. Drawdown [%]                   -0.989651\n",
       "Max. Drawdown Duration                  549.0\n",
       "Avg. Drawdown Duration              17.388889\n",
       "# Trades                                 12.0\n",
       "Win Rate [%]                             75.0\n",
       "Best Trade [%]                      11.747648\n",
       "Worst Trade [%]                     -7.809134\n",
       "Avg. Trade [%]                       4.463269\n",
       "Max. Trade Duration                     137.0\n",
       "Avg. Trade Duration                 56.916667\n",
       "Profit Factor                        3.767806\n",
       "Expectancy [%]                       4.716821\n",
       "SQN                                  2.180271\n",
       "_strategy                 MyStrat(slperc=0...\n",
       "_equity_curve                         Equi...\n",
       "_trades                       Size  EntryB...\n",
       "dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results[1] #SPY stats"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "v_npower",
   "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": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}