{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2d048c16-9572-4fcb-ba9a-f01d2c1c0c3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "close": {
          "bdata": 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OsEB/arx0s46wQHe+nxoPj7BA30+Nly6OsED6fmq8FI+wQEw3iUFAjrBA+FPjpXuPsEBOYhBY+Y6wQEoMAisnjLBAwcqhRTaIsEB7FK5HwYmwQBBYObSIiLBAHVpkO5+IsECHFtnOt4mwQFK4HoWLiLBApHA9CheGsEBCYOXQAoWwQOF6FK7ngLBAx0s3iQGAsEAhsHJo8X2wQAIrhxY5g7BAObTIdn6DsEAhsHJosYOwQMUgsHKogbBADi2ynU+BsEB56SYxaH6wQIlBYOWwf7BA8tJNYnB9sECR7Xw/lXqwQAIrhxZ5dLBA+n5qvFR0sECcxCCwUnSwQA==",
          "dtype": "f8"
         },
         "decreasing": {
          "line": {
           "color": "red"
          }
         },
         "high": {
          "bdata": 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OsEAv3SQG4Y6wQOF6FK4nkLBAjZduEsOPsEBzaJHtXJCwQB1aZDs/j7BAx0s3ieGQsECDwMqhpZCwQKwcWmRbj7BAF9nO9zOMsECBlUOLDIqwQClcj8I1irBAzczMzAyJsEB/arx0U4qwQIXrUbgeirBAppvEIPCJsECR7Xw/lYawQE5iEFgZhrBA+n5qvNSBsEBg5dAi+3+wQFg5tMiWg7BAZDvfT02EsEDn+6nxUoSwQC/dJAbhg7BA3SQGgTWCsEAK16NwfYGwQIlBYOXwgLBA5/up8bJ/sECLbOf7qX2wQLx0kxjEerBA7nw/NX52sEAK16Nw/XWwQA==",
          "dtype": "f8"
         },
         "increasing": {
          "line": {
           "color": "green"
          }
         },
         "low": {
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           "linecolor": "#EBF0F8",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "#EBF0F8",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "XAUUSDc 3-Minute Three-Candle Engulfing Patterns (Revised)"
        },
        "xaxis": {
         "rangeslider": {
          "visible": false
         },
         "title": {
          "text": "Time"
         }
        },
        "yaxis": {
         "title": {
          "text": "Price"
         }
        }
       }
      },
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import MetaTrader5 as mt5\n",
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "# -------------------------\n",
    "# 1. Initialize MT5\n",
    "# -------------------------\n",
    "if not mt5.initialize():\n",
    "    print(\"MT5 initialization failed\")\n",
    "    mt5.shutdown()\n",
    "    exit()\n",
    "\n",
    "# -------------------------\n",
    "# 2. Fetch XAUUSDc 3-minute data\n",
    "# -------------------------\n",
    "symbol = \"XAUUSDc\"\n",
    "timeframe = mt5.TIMEFRAME_M3  # 3-minute candles\n",
    "num_bars = 500\n",
    "\n",
    "rates = mt5.copy_rates_from_pos(symbol, timeframe, 0, num_bars)\n",
    "if rates is None:\n",
    "    print(\"Failed to fetch data\")\n",
    "    mt5.shutdown()\n",
    "    exit()\n",
    "\n",
    "# Convert to DataFrame\n",
    "df = pd.DataFrame(rates)\n",
    "df['time'] = pd.to_datetime(df['time'], unit='s')\n",
    "\n",
    "# -------------------------\n",
    "# 3. Identify bullish and bearish patterns\n",
    "# -------------------------\n",
    "signals = []\n",
    "\n",
    "for i in range(2, len(df)):\n",
    "    pos0 = df.iloc[i]     # Current candle\n",
    "    pos1 = df.iloc[i-1]   # Previous candle\n",
    "    pos2 = df.iloc[i-2]   # Candle before previous\n",
    "\n",
    "    # ---------- Bearish Pattern ----------\n",
    "    # Position 0 bearish, pos1 bullish, pos2 bullish\n",
    "    # Close of pos0 < open of pos1\n",
    "    # High of pos1 > highs of pos0 and pos2\n",
    "    if (pos0['close'] < pos0['open']) and (pos1['close'] > pos1['open']) and (pos2['close'] > pos2['open']):\n",
    "        if (pos0['close'] < pos1['open']) and (pos1['high'] > pos0['high']) and (pos1['high'] > pos2['high']):\n",
    "            signals.append({\n",
    "                'time': pos0['time'],\n",
    "                'price': pos0['close'],\n",
    "                'type': 'bearish'\n",
    "            })\n",
    "\n",
    "    # ---------- Bullish Pattern ----------\n",
    "    # Position 0 bullish, pos1 bearish, pos2 bearish\n",
    "    # Close of pos0 > open of pos1\n",
    "    # Low of pos1 < lows of pos0 and pos2\n",
    "    if (pos0['close'] > pos0['open']) and (pos1['close'] < pos1['open']) and (pos2['close'] < pos2['open']):\n",
    "        if (pos0['close'] > pos1['open']) and (pos1['low'] < pos0['low']) and (pos1['low'] < pos2['low']):\n",
    "            signals.append({\n",
    "                'time': pos0['time'],\n",
    "                'price': pos0['close'],\n",
    "                'type': 'bullish'\n",
    "            })\n",
    "\n",
    "# -------------------------\n",
    "# 4. Plot candlestick chart\n",
    "# -------------------------\n",
    "fig = go.Figure(data=[go.Candlestick(\n",
    "    x=df['time'],\n",
    "    open=df['open'],\n",
    "    high=df['high'],\n",
    "    low=df['low'],\n",
    "    close=df['close'],\n",
    "    increasing_line_color='green',\n",
    "    decreasing_line_color='red',\n",
    "    name='XAUUSDc'\n",
    ")])\n",
    "\n",
    "# Add entry signals as black circles\n",
    "if signals:\n",
    "    signals_df = pd.DataFrame(signals)\n",
    "    fig.add_trace(go.Scatter(\n",
    "        x=signals_df['time'],\n",
    "        y=signals_df['price'],\n",
    "        mode='markers',\n",
    "        marker=dict(symbol='circle', color='black', size=10),\n",
    "        name='Entry Signal'\n",
    "    ))\n",
    "\n",
    "# White theme layout\n",
    "fig.update_layout(\n",
    "    title='XAUUSDc 3-Minute Three-Candle Engulfing Patterns (Revised)',\n",
    "    xaxis_title='Time',\n",
    "    yaxis_title='Price',\n",
    "    xaxis_rangeslider_visible=False,\n",
    "    template='plotly_white'\n",
    ")\n",
    "\n",
    "fig.show()\n",
    "\n",
    "# -------------------------\n",
    "# 5. Shutdown MT5\n",
    "# -------------------------\n",
    "mt5.shutdown()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ccc99427-3a2c-4f74-8bc7-62f175fd4792",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "close": {
          "bdata": 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",
          "dtype": "f8"
         },
         "decreasing": {
          "line": {
           "color": "red"
          }
         },
         "high": {
          "bdata": 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",
          "dtype": "f8"
         },
         "increasing": {
          "line": {
           "color": "green"
          }
         },
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xsECDwMqhJXKwQD0K16PQcrBAZmZmZuZxsED+1HjpZm+wQPCnxkv3b7BAg8DKoaVwsEAMAiuH1m+wQI/C9Sicb7BAO99PjRdvsEBt5/upkW+wQMl2vp/6cLBAUI2XbvJvsEACK4cWGXCwQFYOLbJ9b7BA8KfGSxdvsECmm8QgEG+wQPLSTWKQb7BAarx0k/hvsECgGi/d5G+wQEJg5dACcLBARrbz/dRvsEDNzMzMDG+wQP7UeOnmbrBATmIQWLlxsEDD9Shcj3KwQLbz/dSYdLBADAIrh9Z1sEBKDAIrR3ewQFg5tMg2d7BA8tJNYtB0sEC4HoXrcXWwQJhuEoOgdrBA/tR46cZ1sEB1kxgEVnawQJqZmZnZdbBAGy/dJMZzsEBOYhBYGXSwQIXrUbh+dLBAppvEIDB0sEBiEFg5VHawQHnpJjHIdbBA+n5qvPR0sEA1XrpJTHewQPhT46W7d7BAN4lBYAV4sECF61G43nawQOOlm8RAdbBAqMZLN4lzsEDhehSuR3SwQHnpJjFodbBAz/dT4+V0sEA/NV66KXWwQCuHFtnudbBAWDm0yJZ2sEBU46WbBHiwQBSuR+EaeLBAqvHSTaJ4sEDl0CLbeXewQGDl0CL7d7BAx0s3icF3sECq8dJNoniwQKjGSzepd7BA5/up8fJ2sECiRbbzfXawQFpkO9+vdLBAiUFg5RBysEDFILByKHCwQB1aZDvfb7BArkfhenRxsEDn+6nx0nCwQHe+nxovcLBArkfhelRvsEApXI/CVXCwQCUGgZXDb7BATmIQWJlusEApXI/CVW6wQGiR7XyfbrBAPQrXo7BusEAhsHJokWywQHE9CtfDa7BASgwCK+dssEAj2/l+qm2wQOf7qfFybrBAH4XrUZhusEA3iUFgRW+wQMuhRbYzb7BA/Knx0u1vsEAIrBxaRG6wQD0K16OQbbBA9P3UeMlusEBiEFg5VG6wQARWDi1ybbBA7nw/NZ5tsEBzaJHtXG6wQOf7qfEyb7BATmIQWHlvsEBQjZducm6wQDm0yHZ+bbBAzczMzIxtsEDy0k1iMG6wQLgehevxbrBAYhBYOXRusEDl0CLbuW6wQLKd76cmbbBAPzVeuqlssECcxCCwMmuwQPhT46UbarBA7FG4HsVpsEC28/3U2GqwQCcxCKz8arBA7nw/NV5rsEAGgZVDy2ywQDMzMzPzbrBATDeJQcBvsEBvEoPA6nGwQPCnxks3crBABFYOLdJzsEAAAAAA4HOwQOXQItv5c7BA001iEBh0sEAnMQisHHKwQKRwPQoXcrBASgwCK0dxsEBYObTI1nGwQNV46SbRcLBA4XoUrkdxsEBeukkMom6wQAIrhxZ5bLBAqvHSTUJssEAdWmQ7n2ywQDm0yHZ+bbBAH4XrUXhtsEDTTWIQGGuwQClcj8IVbLBARIts53tssEAlBoGVQ22wQArXo3BdbbBA001iELhtsEDy0k1iUG2wQOkmMQiMbbBAlkOLbAdusEAnMQisPG2wQLgehesxbrBAUI2XbjJvsECDwMqhpWywQIcW2c73bLBAWmQ7309tsEAnMQis3G6wQJqZmZk5brBAukkMAgtusEAtsp3vB26wQEa28/00b7BAJQaBlQNvsEDP91PjxW6wQPLSTWIwb7BAzczMzGxusECJQWDlUG2wQGQ730+tbLBA+n5qvPRrsECsHFpkW2uwQMl2vp86a7BAVOOlmwRqsECcxCCwEmywQJ7vp8ara7BApHA9ChdosEAbL90kZmmwQD81XroJarBACtejcN1qsECiRbbz3WuwQDVeukmsa7BAL90kBsFrsEA3iUFg5WqwQEa28/20abBAEoPAyoFpsECcxCCw8miwQI/C9SicZrBAO99PjbdmsEBqvHSTGGiwQM/3U+NlZbBAmpmZmXllsEDP91PjBWWwQHnpJjEIZLBAbef7qXFisEAUrkfhemawQHE9CtfDZbBAN4lBYOVksEDdJAaBlWSwQM3MzMysY7BAObTIdj5jsEDjpZvEAGSwQE5iEFi5ZLBACtejcL1ksEA1XrpJjGOwQM3MzMzsYrBAWmQ7349isEB3vp8a72GwQDvfT42XYbBA9ihcj8JhsEDl0CLbmWKwQG8Sg8CKYLBA1XjpJvFgsEA9CtejkGCwQBSuR+F6X7BAy6FFthNgsEDByqFF1mCwQArXo3B9YbBAAAAAAGBisECBlUOLLGKwQPLSTWKwYLBA7FG4HmVgsEC8dJMYpF+wQJqZmZl5XLBAyXa+n7pbsEBYObTI1l+wQH9qvHRzYbBAPzVeuklhsECLbOf7iWCwQJzEILAyYLBA9ihcj2JfsEBiEFg51F6wQDEIrBz6YLBAbef7qbFgsEBMN4lB4GCwQBkEVg6NYLBAoBov3cRgsEAEVg4tcmGwQI2XbhIDYrBA8KfGS1disEBt5/up0WKwQMl2vp/6YbBAF9nO9xNisEAtsp3vp2GwQL6fGi+dYrBATmIQWLljsEDVeOkmkWOwQJZDi2znYrBAO99PjXdisEAZBFYOzWOwQB1aZDsfZLBAf2q8dBNjsEBcj8L1yGOwQNejcD0qZbBAsp3vp4ZmsEAv3SQGQWewQClcj8I1aLBAj8L1KNxnsEBmZmZm5mewQKAaL93kZbBAZmZmZkZlsEDLoUW202WwQHnpJjFoZbBAsHJoka1ksED2KFyPImWwQJ7vp8ZrZbBAg8DKocVksEB9PzVemmWwQFYOLbLdZLBAEFg5tEhlsEDb+X5qnGOwQM3MzMxsY7BAObTIdj5jsEC6SQwCi2GwQKAaL91EY7BA16NwPUpksEBCYOXQ4mOwQPp+ary0YbBAPzVeuuljsEDpJjEI7GCwQCuHFtluYrBArBxaZNtksEC28/3UuGWwQArXo3DdZLBA46WbxCBlsEBeukkMYmSwQMP1KFwvZLBAN4lBYAVksEAzMzMzk2mwQLByaJFtarBAokW2891osEArhxbZ7miwQJqZmZk5aLBAtMh2vv9msED+1HjpJmewQH0/NV76aLBAcT0K1wNssEDXo3A9amywQNejcD3qa7BAkxgEVk5psEBMN4lB4GewQMl2vp9aZbBAlkOLbMdisEBt5/upUWOwQGDl0CK7YLBAHVpkO79fsEDl0CLbWV+wQPLSTWLQY7BAH4XrUfhksECamZmZ2WWwQEw3iUFAaLBA/tR46WZisEBEi2zn21+wQFyPwvUIYLBAlkOLbCdmsEBiEFg5VGawQPp+arx0ZLBAnMQgsDJisEDy0k1iEF2wQEa28/30XLBA001iENhfsEA/NV66iWGwQDm0yHb+YLBAF9nO9zNksEDjpZvEIGSwQAisHFrEYrBAL90kBsFhsEC8dJMYJGGwQC2yne8nYLBA0SLb+X5fsECR7Xw/1V6wQOF6FK4nXrBAUrgehatfsEBEi2znu2CwQKRwPQr3YLBAJQaBlUNhsECamZmZ+WCwQNEi2/m+YbBAMQisHHphsEBCYOXQYmKwQIlBYOVQY7BAwcqhRVZlsED6fmq8NGewQEa28/30Z7BAzczMzExnsEA730+NF2ewQFK4HoUrZ7BAKVyPwnVpsEAhsHJocWmwQJhuEoPgarBAqMZLN4lrsEC28/3UGGqwQDVeukksa7BALbKd72dqsEB3vp8ab2iwQGDl0CLbZ7BAsHJokU1nsED6fmq89GawQOf7qfHSZ7BAlkOLbEdpsEA5tMh23miwQEa28/00abBAuB6F61FosEAZBFYOzWewQCcxCKzcZrBAwcqhRXZmsEA/NV66CWiwQAisHFqkZrBAVOOlm+RksEC8dJMYJGWwQMP1KFzvZrBAy6FFttNnsECTGARWLmewQIlBYOVQZ7BAke18PzVnsEApXI/C1WawQDEIrBzaZrBAMQisHBpnsEDJdr6f2mawQCcxCKy8ZbBAF9nO99NjsECuR+F6dGGwQDm0yHaeYbBA+FPjpXtisEDP91PjxWKwQI/C9Sg8YrBArkfhevRfsEAhsHJoUWGwQPp+arx0YbBAEoPAyiFhsECuR+F6tGGwQPCnxksXYrBA3SQGgRVisEDJdr6fel+wQMHKoUW2YrBA/tR46aZtsEA3iUFgxXSwQKAaL93Eb7BAokW28z10sECmm8QgUHOwQAisHFqEb7BAcT0K1wNtsEBcj8L16GKwQF66SQwCYLBA7nw/NR5qsEC8dJMYJGKwQA4tsp2vVbBAMQisHNpWsEDHSzeJYVqwQHsUrkfhW7BAH4XrUfhhsEAbL90kZmywQBKDwMrhcbBA2c73UwNzsEBI4XoU7nWwQCGwcmjRfLBAYhBYOXR/sEC8dJMYpISwQN9PjZduh7BA5/up8XKHsECYbhKDoIiwQEw3iUGAgrBA30+Nl+6GsED+1HjpBoewQPT91HjphbBA8tJNYrCFsEDJdr6fmoWwQCGwcmjRh7BAj8L1KPyHsECwcmiRzYmwQLx0kxikhbBAHVpkOz+GsEC4HoXrsYWwQESLbOd7hLBA7nw/NX6EsEAEVg4tMn2wQP7UeOlmgbBAMQisHDqCsEBOYhBYOYOwQBSuR+F6f7BAz/dT42V/sEAhsHJoUYKwQAAAAADAgbBA7nw/NR6CsECcxCCwUoKwQFCNl27SgbBA2/l+apyCsEAZBFYOLYOwQHE9CtcDhLBAjZduEiODsEBkO99PDYOwQAIrhxa5grBAAiuHFvmCsEBt5/up8YWwQJhuEoPgg7BAVg4tsp2CsECJQWDlMIOwQARWDi3ygLBA7FG4HgWAsEDhehSuJ4GwQN0kBoFVgbBAeekmMQiBsEBU46WbJIGwQBkEVg6NgbBAEFg5tOiCsEDNzMzMzIOwQFK4HoWrg7BA5/up8XKDsEBvEoPASoSwQKrx0k2ihbBAZmZmZqaHsEDpJjEIbIiwQC/dJAYBh7BANV66SUyHsEC8dJMYBIqwQHWTGASWirBApHA9CreLsEDdJAaB9Y6wQEoMAiuHkbBAGy/dJCaQsECe76fGq5KwQHNoke0ckLBAdZMYBBaQsEBiEFg5tJCwQD81XrqJkLBAvHSTGASRsEDVeOkmUZGwQIlBYOWwkbBAI9v5fgqQsEBGtvP91I6wQFg5tMh2jbBANV66SQyMsECwcmiRzYqwQDVeukkMjLBA7FG4HqWSsEA9CtejsJCwQLKd76fGkbBARrbz/RSQsECe76fG646wQESLbOe7jLBAfT81XtqMsEC+nxovPYuwQFg5tMg2i7BA9ihcjyKJsEAdWmQ7/4iwQM/3U+MFibBAIbByaBGKsECiRbbzXYywQPLSTWJQjbBAmpmZmdmNsEBoke18H46wQG8Sg8BKjbBAi2zn+wmOsEAQWDm0SI6wQE5iEFj5jrBASgwCKyeMsEASg8DKAYewQEw3iUHAh7BAexSuR+GGsEBU46WbpIewQOkmMQhsiLBAJzEIrByIsEAK16NwnYWwQKrx0k1ig7BAYhBYOZSAsEB56SYx6HywQAisHFpkfLBAw/UoXG99sEACK4cWOYKwQJZDi2yHgrBAxSCwcqiBsEDdJAaBlYCwQJhuEoMAfrBAwcqhRZZ9sEC4HoXr0XuwQJhuEoOAerBAxSCwcuhzsECwcmiRbXGwQFYOLbJ9c7BACKwcWqR0sEAlBoGVw3SwQNNNYhBYcbBA6SYxCKxysEA=",
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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import MetaTrader5 as mt5\n",
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "# -------------------------\n",
    "# 1. Initialize MT5\n",
    "# -------------------------\n",
    "if not mt5.initialize():\n",
    "    print(\"MT5 initialization failed\")\n",
    "    mt5.shutdown()\n",
    "    exit()\n",
    "\n",
    "# -------------------------\n",
    "# 2. Fetch XAUUSDc 3-minute data\n",
    "# -------------------------\n",
    "symbol = \"XAUUSDc\"\n",
    "timeframe = mt5.TIMEFRAME_M3\n",
    "num_bars = 1000\n",
    "\n",
    "rates = mt5.copy_rates_from_pos(symbol, timeframe, 0, num_bars)\n",
    "if rates is None:\n",
    "    print(\"Failed to fetch data\")\n",
    "    mt5.shutdown()\n",
    "    exit()\n",
    "\n",
    "df = pd.DataFrame(rates)\n",
    "df['time'] = pd.to_datetime(df['time'], unit='s')\n",
    "\n",
    "# -------------------------\n",
    "# 3. Pattern detection and trade simulation\n",
    "# -------------------------\n",
    "initial_capital = 1000\n",
    "account = initial_capital\n",
    "risk_per_trade = 0.01\n",
    "stoploss_units = 3\n",
    "takeprofit_units = stoploss_units * 2  # 2R\n",
    "\n",
    "trades = []\n",
    "equity_list = [account]  # start with initial capital\n",
    "\n",
    "for i in range(2, len(df)):\n",
    "    pos0 = df.iloc[i]\n",
    "    pos1 = df.iloc[i-1]\n",
    "    pos2 = df.iloc[i-2]\n",
    "\n",
    "    # ---------- Bearish Pattern ----------\n",
    "    if (pos0['close'] < pos0['open']) and (pos1['close'] > pos1['open']) and (pos2['close'] > pos2['open']):\n",
    "        if (pos0['close'] < pos1['open']) and (pos1['high'] > pos0['high']) and (pos1['high'] > pos2['high']):\n",
    "            entry = pos0['close']\n",
    "            stoploss = entry + stoploss_units\n",
    "            takeprofit = entry - takeprofit_units\n",
    "            trade_risk = risk_per_trade * account\n",
    "            position_size = trade_risk / stoploss_units\n",
    "            hit_tp = False\n",
    "            hit_sl = False\n",
    "            for j in range(i+1, len(df)):\n",
    "                low = df.iloc[j]['low']\n",
    "                high = df.iloc[j]['high']\n",
    "                if low <= takeprofit:\n",
    "                    hit_tp = True\n",
    "                    exit_price = takeprofit\n",
    "                    break\n",
    "                elif high >= stoploss:\n",
    "                    hit_sl = True\n",
    "                    exit_price = stoploss\n",
    "                    break\n",
    "            color = 'gray'\n",
    "            pnl = 0\n",
    "            if hit_tp:\n",
    "                pnl = position_size * (entry - takeprofit)\n",
    "                account += pnl\n",
    "                color = 'green'\n",
    "            elif hit_sl:\n",
    "                pnl = position_size * (entry - stoploss)\n",
    "                account += pnl\n",
    "                color = 'red'\n",
    "            trades.append({\n",
    "                'entry_time': pos0['time'],\n",
    "                'exit_time': df.iloc[j]['time'] if (hit_tp or hit_sl) else df.iloc[-1]['time'],\n",
    "                'entry': entry,\n",
    "                'exit': exit_price,\n",
    "                'type': 'sell',\n",
    "                'color': color\n",
    "            })\n",
    "            equity_list.append(account)\n",
    "\n",
    "    # ---------- Bullish Pattern ----------\n",
    "    if (pos0['close'] > pos0['open']) and (pos1['close'] < pos1['open']) and (pos2['close'] < pos2['open']):\n",
    "        if (pos0['close'] > pos1['open']) and (pos1['low'] < pos0['low']) and (pos1['low'] < pos2['low']):\n",
    "            entry = pos0['close']\n",
    "            stoploss = entry - stoploss_units\n",
    "            takeprofit = entry + takeprofit_units\n",
    "            trade_risk = risk_per_trade * account\n",
    "            position_size = trade_risk / stoploss_units\n",
    "            hit_tp = False\n",
    "            hit_sl = False\n",
    "            for j in range(i+1, len(df)):\n",
    "                low = df.iloc[j]['low']\n",
    "                high = df.iloc[j]['high']\n",
    "                if high >= takeprofit:\n",
    "                    hit_tp = True\n",
    "                    exit_price = takeprofit\n",
    "                    break\n",
    "                elif low <= stoploss:\n",
    "                    hit_sl = True\n",
    "                    exit_price = stoploss\n",
    "                    break\n",
    "            color = 'gray'\n",
    "            pnl = 0\n",
    "            if hit_tp:\n",
    "                pnl = position_size * (takeprofit - entry)\n",
    "                account += pnl\n",
    "                color = 'green'\n",
    "            elif hit_sl:\n",
    "                pnl = position_size * (stoploss - entry)\n",
    "                account += pnl\n",
    "                color = 'red'\n",
    "            trades.append({\n",
    "                'entry_time': pos0['time'],\n",
    "                'exit_time': df.iloc[j]['time'] if (hit_tp or hit_sl) else df.iloc[-1]['time'],\n",
    "                'entry': entry,\n",
    "                'exit': exit_price,\n",
    "                'type': 'buy',\n",
    "                'color': color\n",
    "            })\n",
    "            equity_list.append(account)\n",
    "\n",
    "# -------------------------\n",
    "# 4. Plot candlestick chart with break lines\n",
    "# -------------------------\n",
    "fig = go.Figure(data=[go.Candlestick(\n",
    "    x=df['time'],\n",
    "    open=df['open'],\n",
    "    high=df['high'],\n",
    "    low=df['low'],\n",
    "    close=df['close'],\n",
    "    increasing_line_color='green',\n",
    "    decreasing_line_color='red',\n",
    "    name='XAUUSDc'\n",
    ")])\n",
    "\n",
    "# Plot trades with break lines\n",
    "for trade in trades:\n",
    "    fig.add_trace(go.Scatter(\n",
    "        x=[trade['entry_time'], trade['exit_time']],\n",
    "        y=[trade['entry'], trade['exit']],\n",
    "        mode='lines',\n",
    "        line=dict(color=trade['color'], width=2, dash='dash'),\n",
    "        showlegend=False\n",
    "    ))\n",
    "    fig.add_trace(go.Scatter(\n",
    "        x=[trade['entry_time']],\n",
    "        y=[trade['entry']],\n",
    "        mode='markers',\n",
    "        marker=dict(symbol='circle', color='black', size=10),\n",
    "        showlegend=False\n",
    "    ))\n",
    "\n",
    "fig.update_layout(\n",
    "    title=f'XAUUSDc 3-Minute Pattern Backtest | Final Capital: ${account:.2f}',\n",
    "    xaxis_title='Time',\n",
    "    yaxis_title='Price',\n",
    "    xaxis_rangeslider_visible=False,\n",
    "    template='plotly_white'\n",
    ")\n",
    "fig.show()\n",
    "\n",
    "# -------------------------\n",
    "# 5. Plot equity curve (x-axis = trade number)\n",
    "# -------------------------\n",
    "equity_fig = go.Figure()\n",
    "equity_fig.add_trace(go.Scatter(\n",
    "    x=list(range(len(equity_list))),\n",
    "    y=equity_list,\n",
    "    mode='lines+markers',\n",
    "    line=dict(color='blue', width=2),\n",
    "    name='Equity Curve'\n",
    "))\n",
    "equity_fig.update_layout(\n",
    "    title='Equity Curve vs Trade Number',\n",
    "    xaxis_title='Trade Number',\n",
    "    yaxis_title='Account Equity',\n",
    "    template='plotly_white'\n",
    ")\n",
    "equity_fig.show()\n",
    "\n",
    "# -------------------------\n",
    "# 6. Shutdown MT5\n",
    "# -------------------------\n",
    "mt5.shutdown()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "9cc1e736-e1f6-4131-a130-7e03d540a21f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "close": {
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9sEACK4cWOYOwQDm0yHZ+g7BAIbByaLGDsEDFILByqIGwQA4tsp1PgbBAeekmMWh+sECJQWDlsH+wQPLSTWJwfbBAke18P5V6sEACK4cWeXSwQPp+arxUdLBAI9v5fsp0sEB3vp8ab3WwQJhuEoNAdbBAuB6F6zFzsEA9CtejEHWwQKabxCBwdrBAAiuHFrl1sECLbOf7KXawQMUgsHIod7BA1XjpJrF4sEAK16NwPXmwQIPAyqGlebBA+FPjpTt4sEAdWmQ7v3iwQD81XrrJeLBA+n5qvJR2sEDVeOkmMXiwQFYOLbK9d7BApHA9Cld5sEDb+X5qPHqwQA==",
          "dtype": "f8"
         },
         "decreasing": {
          "line": {
           "color": "red"
          }
         },
         "high": {
          "bdata": 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          "dtype": "f8"
         },
         "increasing": {
          "line": {
           "color": "green"
          }
         },
         "low": {
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          "dtype": "f8"
         },
         "name": "XAUUSDc",
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
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       "data": [
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         "line": {
          "color": "blue",
          "width": 2
         },
         "mode": "lines+markers",
         "name": "Equity Curve",
         "type": "scatter",
         "x": [
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         "y": [
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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import MetaTrader5 as mt5\n",
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "# -------------------------\n",
    "# 1. Initialize MT5\n",
    "# -------------------------\n",
    "if not mt5.initialize():\n",
    "    print(\"MT5 initialization failed\")\n",
    "    mt5.shutdown()\n",
    "    exit()\n",
    "\n",
    "# -------------------------\n",
    "# 2. Fetch XAUUSDc 3-minute data\n",
    "# -------------------------\n",
    "symbol = \"XAUUSDc\"\n",
    "timeframe = mt5.TIMEFRAME_M3\n",
    "num_bars = 5000\n",
    "\n",
    "rates = mt5.copy_rates_from_pos(symbol, timeframe, 0, num_bars)\n",
    "if rates is None:\n",
    "    print(\"Failed to fetch data\")\n",
    "    mt5.shutdown()\n",
    "    exit()\n",
    "\n",
    "df = pd.DataFrame(rates)\n",
    "df['time'] = pd.to_datetime(df['time'], unit='s')\n",
    "\n",
    "# -------------------------\n",
    "# 3. Backtest settings\n",
    "# -------------------------\n",
    "initial_capital = 1000\n",
    "account = initial_capital\n",
    "risk_per_trade = 0.03\n",
    "stoploss_units = 2\n",
    "takeprofit_units = stoploss_units * 2  # 2R\n",
    "\n",
    "trades = []\n",
    "equity_list = [account]  # start with initial capital\n",
    "\n",
    "# -------------------------\n",
    "# 4. Pattern detection and trade simulation\n",
    "# -------------------------\n",
    "for i in range(2, len(df)):\n",
    "    pos0 = df.iloc[i]\n",
    "    pos1 = df.iloc[i-1]\n",
    "    pos2 = df.iloc[i-2]\n",
    "\n",
    "    # ---------- Bearish Pattern ----------\n",
    "    if (pos0['close'] < pos0['open']) and (pos1['close'] > pos1['open']) and (pos2['close'] > pos2['open']):\n",
    "        if (pos0['close'] < pos1['open']) and (pos1['high'] > pos0['high']) and (pos1['high'] > pos2['high']):\n",
    "            # Execute a BUY-market trade\n",
    "            entry = pos0['close']\n",
    "            stoploss = entry - stoploss_units\n",
    "            takeprofit = entry + takeprofit_units\n",
    "            trade_risk = risk_per_trade * account\n",
    "            position_size = trade_risk / stoploss_units\n",
    "            hit_tp = hit_sl = False\n",
    "            for j in range(i+1, len(df)):\n",
    "                low = df.iloc[j]['low']\n",
    "                high = df.iloc[j]['high']\n",
    "                if high >= takeprofit:\n",
    "                    hit_tp = True\n",
    "                    exit_price = takeprofit\n",
    "                    break\n",
    "                elif low <= stoploss:\n",
    "                    hit_sl = True\n",
    "                    exit_price = stoploss\n",
    "                    break\n",
    "            pnl = 0\n",
    "            color = 'gray'\n",
    "            if hit_tp:\n",
    "                pnl = position_size * (takeprofit - entry)\n",
    "                account += pnl\n",
    "                color = 'green'\n",
    "            elif hit_sl:\n",
    "                pnl = position_size * (stoploss - entry)\n",
    "                account += pnl\n",
    "                color = 'red'\n",
    "            trades.append({\n",
    "                'entry_time': pos0['time'],\n",
    "                'exit_time': df.iloc[j]['time'] if (hit_tp or hit_sl) else df.iloc[-1]['time'],\n",
    "                'entry': entry,\n",
    "                'exit': exit_price,\n",
    "                'type': 'buy',\n",
    "                'color': color\n",
    "            })\n",
    "            equity_list.append(account)\n",
    "\n",
    "    # ---------- Bullish Pattern ----------\n",
    "    if (pos0['close'] > pos0['open']) and (pos1['close'] < pos1['open']) and (pos2['close'] < pos2['open']):\n",
    "        if (pos0['close'] > pos1['open']) and (pos1['low'] < pos0['low']) and (pos1['low'] < pos2['low']):\n",
    "            # Execute a SELL-market trade\n",
    "            entry = pos0['close']\n",
    "            stoploss = entry + stoploss_units\n",
    "            takeprofit = entry - takeprofit_units\n",
    "            trade_risk = risk_per_trade * account\n",
    "            position_size = trade_risk / stoploss_units\n",
    "            hit_tp = hit_sl = False\n",
    "            for j in range(i+1, len(df)):\n",
    "                low = df.iloc[j]['low']\n",
    "                high = df.iloc[j]['high']\n",
    "                if low <= takeprofit:\n",
    "                    hit_tp = True\n",
    "                    exit_price = takeprofit\n",
    "                    break\n",
    "                elif high >= stoploss:\n",
    "                    hit_sl = True\n",
    "                    exit_price = stoploss\n",
    "                    break\n",
    "            pnl = 0\n",
    "            color = 'gray'\n",
    "            if hit_tp:\n",
    "                pnl = position_size * (entry - takeprofit)\n",
    "                account += pnl\n",
    "                color = 'green'\n",
    "            elif hit_sl:\n",
    "                pnl = position_size * (entry - stoploss)\n",
    "                account += pnl\n",
    "                color = 'red'\n",
    "            trades.append({\n",
    "                'entry_time': pos0['time'],\n",
    "                'exit_time': df.iloc[j]['time'] if (hit_tp or hit_sl) else df.iloc[-1]['time'],\n",
    "                'entry': entry,\n",
    "                'exit': exit_price,\n",
    "                'type': 'sell',\n",
    "                'color': color\n",
    "            })\n",
    "            equity_list.append(account)\n",
    "\n",
    "# -------------------------\n",
    "# 5. Plot candlestick chart with breaklines\n",
    "# -------------------------\n",
    "fig = go.Figure(data=[go.Candlestick(\n",
    "    x=df['time'],\n",
    "    open=df['open'],\n",
    "    high=df['high'],\n",
    "    low=df['low'],\n",
    "    close=df['close'],\n",
    "    increasing_line_color='green',\n",
    "    decreasing_line_color='red',\n",
    "    name='XAUUSDc'\n",
    ")])\n",
    "\n",
    "for trade in trades:\n",
    "    # Entry marker\n",
    "    fig.add_trace(go.Scatter(\n",
    "        x=[trade['entry_time']],\n",
    "        y=[trade['entry']],\n",
    "        mode='markers',\n",
    "        marker=dict(symbol='circle', color='black', size=10),\n",
    "        showlegend=False\n",
    "    ))\n",
    "    # Break line entry → exit\n",
    "    fig.add_trace(go.Scatter(\n",
    "        x=[trade['entry_time'], trade['exit_time']],\n",
    "        y=[trade['entry'], trade['exit']],\n",
    "        mode='lines',\n",
    "        line=dict(color=trade['color'], width=2, dash='dash'),\n",
    "        showlegend=False\n",
    "    ))\n",
    "\n",
    "fig.update_layout(\n",
    "    title=f'XAUUSDc 3-Minute Pattern Backtest | Final Capital: ${account:.2f}',\n",
    "    xaxis_title='Time',\n",
    "    yaxis_title='Price',\n",
    "    xaxis_rangeslider_visible=False,\n",
    "    template='plotly_white'\n",
    ")\n",
    "fig.show()\n",
    "\n",
    "# -------------------------\n",
    "# 6. Plot equity curve (x-axis = trade number)\n",
    "# -------------------------\n",
    "equity_fig = go.Figure()\n",
    "equity_fig.add_trace(go.Scatter(\n",
    "    x=list(range(1, len(equity_list)+1)),\n",
    "    y=equity_list,\n",
    "    mode='lines+markers',\n",
    "    line=dict(color='blue', width=2),\n",
    "    name='Equity Curve'\n",
    "))\n",
    "equity_fig.update_layout(\n",
    "    title='Equity Curve vs Trade Number',\n",
    "    xaxis_title='Trade Number',\n",
    "    yaxis_title='Account Equity',\n",
    "    template='plotly_white'\n",
    ")\n",
    "equity_fig.show()\n",
    "\n",
    "# -------------------------\n",
    "# 7. Shutdown MT5\n",
    "# -------------------------\n",
    "mt5.shutdown()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4303866b-ed58-4bb7-8321-fadf03c52ed5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "close": {
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          "dtype": "f8"
         },
         "decreasing": {
          "line": {
           "color": "red"
          }
         },
         "high": {
          "bdata": 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          "dtype": "f8"
         },
         "increasing": {
          "line": {
           "color": "green"
          }
         },
         "low": {
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          "dtype": "f8"
         },
         "name": "XAUUSDc",
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import MetaTrader5 as mt5\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.graph_objects as go\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# -------------------------\n",
    "# 1. Initialize MT5\n",
    "# -------------------------\n",
    "if not mt5.initialize():\n",
    "    print(\"MT5 initialization failed\")\n",
    "    mt5.shutdown()\n",
    "\n",
    "# -------------------------\n",
    "# 2. Fetch 3-minute data\n",
    "# -------------------------\n",
    "symbol = \"XAUUSDc\"\n",
    "timeframe = mt5.TIMEFRAME_M3\n",
    "n_bars = 500\n",
    "utc_from = datetime.now() - timedelta(days=5)\n",
    "\n",
    "rates = mt5.copy_rates_from(symbol, timeframe, utc_from, n_bars)\n",
    "mt5.shutdown()\n",
    "\n",
    "# -------------------------\n",
    "# 3. Convert to DataFrame\n",
    "# -------------------------\n",
    "df = pd.DataFrame(rates)\n",
    "df['time'] = pd.to_datetime(df['time'], unit='s')\n",
    "df.set_index('time', inplace=True)\n",
    "\n",
    "# -------------------------\n",
    "# 4. Remove non-trading periods (weekends)\n",
    "# -------------------------\n",
    "df = df[df.index.dayofweek < 5]\n",
    "\n",
    "# -------------------------\n",
    "# 5. Compute Infinite Lookback Score (momentum)\n",
    "# -------------------------\n",
    "scores = [0]\n",
    "for i in range(1, len(df)):\n",
    "    curr_vol = df['tick_volume'].iloc[i]\n",
    "    prev_vol = df['tick_volume'].iloc[i - 1]\n",
    "\n",
    "    if curr_vol <= prev_vol:\n",
    "        scores.append(0)\n",
    "        continue\n",
    "\n",
    "    score = 0\n",
    "    j = i - 1\n",
    "    while j >= 0:\n",
    "        if df['tick_volume'].iloc[j] < curr_vol:\n",
    "            score += 1\n",
    "            j -= 1\n",
    "        else:\n",
    "            break\n",
    "    scores.append(score)\n",
    "\n",
    "df['score'] = scores\n",
    "\n",
    "# -------------------------\n",
    "# 6. Detect Momentum Death Points and prev high/low marks\n",
    "# -------------------------\n",
    "momentum_death_x = []\n",
    "momentum_death_y = []\n",
    "prev_high_x = []\n",
    "prev_high_y = []\n",
    "prev_low_x = []\n",
    "prev_low_y = []\n",
    "\n",
    "for i in range(1, len(df)):\n",
    "    if df['score'].iloc[i - 1] > 0 and df['score'].iloc[i] == 0:\n",
    "        momentum_death_x.append(df.index[i])\n",
    "        momentum_death_y.append(df['close'].iloc[i])\n",
    "        prev_high_x.append(df.index[i - 1])\n",
    "        prev_high_y.append(df['high'].iloc[i - 1])\n",
    "        prev_low_x.append(df.index[i - 1])\n",
    "        prev_low_y.append(df['low'].iloc[i - 1])\n",
    "\n",
    "# -------------------------\n",
    "# 7. Compute Infinite-Left Lookback Count for Prev High\n",
    "# -------------------------\n",
    "prev_high_lookback_score = np.zeros(len(df))\n",
    "prev_high_indices = [df.index.get_loc(x) for x in prev_high_x]\n",
    "\n",
    "for idx in prev_high_indices:\n",
    "    current_high = df['high'].iloc[idx]\n",
    "    j = idx - 1\n",
    "    lookback_count = 0\n",
    "    while j >= 0:\n",
    "        if df['low'].iloc[j] <= current_high <= df['high'].iloc[j]:\n",
    "            break\n",
    "        lookback_count += 1\n",
    "        j -= 1\n",
    "    prev_high_lookback_score[idx] = lookback_count\n",
    "\n",
    "df['prev_high_lookback_score'] = prev_high_lookback_score\n",
    "\n",
    "# -------------------------\n",
    "# 8. Compute Infinite-Left Lookback Count for Prev Low (negative)\n",
    "# -------------------------\n",
    "prev_low_lookback_score = np.zeros(len(df))\n",
    "prev_low_indices = [df.index.get_loc(x) for x in prev_low_x]\n",
    "\n",
    "for idx in prev_low_indices:\n",
    "    current_low = df['low'].iloc[idx]\n",
    "    j = idx - 1\n",
    "    lookback_count = 0\n",
    "    while j >= 0:\n",
    "        if df['low'].iloc[j] <= current_low <= df['high'].iloc[j]:\n",
    "            break\n",
    "        lookback_count += 1\n",
    "        j -= 1\n",
    "    prev_low_lookback_score[idx] = -lookback_count  # negative\n",
    "\n",
    "df['prev_low_lookback_score'] = prev_low_lookback_score\n",
    "\n",
    "# -------------------------\n",
    "# 9. Determine Pivot Highs and Lows\n",
    "# -------------------------\n",
    "pivot_high_x = []\n",
    "pivot_high_y = []\n",
    "pivot_low_x = []\n",
    "pivot_low_y = []\n",
    "\n",
    "for i in range(len(df)):\n",
    "    ph_score = df['prev_high_lookback_score'].iloc[i]\n",
    "    pl_score = abs(df['prev_low_lookback_score'].iloc[i])\n",
    "\n",
    "    if ph_score > pl_score and ph_score != 0:\n",
    "        pivot_high_x.append(df.index[i])\n",
    "        pivot_high_y.append(df['high'].iloc[i])\n",
    "    elif pl_score > ph_score and pl_score != 0:\n",
    "        pivot_low_x.append(df.index[i])\n",
    "        pivot_low_y.append(df['low'].iloc[i])\n",
    "\n",
    "# -------------------------\n",
    "# 10. Connect Pivot Points with Break Lines\n",
    "# -------------------------\n",
    "swing_lines = []\n",
    "\n",
    "# Combine pivot points into sorted list\n",
    "pivot_points = sorted(\n",
    "    [(x, y, 'high') for x, y in zip(pivot_high_x, pivot_high_y)] +\n",
    "    [(x, y, 'low') for x, y in zip(pivot_low_x, pivot_low_y)],\n",
    "    key=lambda t: t[0]\n",
    ")\n",
    "\n",
    "# Map timestamp to index\n",
    "time_to_idx = {time: idx for idx, time in enumerate(df.index)}\n",
    "\n",
    "# Iterate through pivot points\n",
    "for i in range(len(pivot_points)):\n",
    "    curr_time, curr_price, curr_type = pivot_points[i]\n",
    "\n",
    "    # Search backward for opposite pivot\n",
    "    for j in range(i - 1, -1, -1):\n",
    "        prev_time, prev_price, prev_type = pivot_points[j]\n",
    "        if prev_type != curr_type:\n",
    "            line_color = 'green' if curr_type == 'high' else 'red'\n",
    "            swing_lines.append({\n",
    "                'x0': prev_time, 'y0': prev_price,\n",
    "                'x1': curr_time, 'y1': curr_price,\n",
    "                'color': line_color\n",
    "            })\n",
    "            break\n",
    "\n",
    "# -------------------------\n",
    "# 11. Plot 5-pane chart\n",
    "# -------------------------\n",
    "fig = go.Figure()\n",
    "\n",
    "# Price pane\n",
    "fig.add_trace(go.Candlestick(\n",
    "    x=df.index,\n",
    "    open=df['open'],\n",
    "    high=df['high'],\n",
    "    low=df['low'],\n",
    "    close=df['close'],\n",
    "    name='XAUUSDc',\n",
    "    increasing_line_color='green',\n",
    "    decreasing_line_color='red'\n",
    "))\n",
    "\n",
    "# Momentum-death markers\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=momentum_death_x,\n",
    "    y=momentum_death_y,\n",
    "    mode='markers',\n",
    "    name='Momentum Death',\n",
    "    marker=dict(size=10, color='black', symbol='x'),\n",
    "    yaxis='y'\n",
    "))\n",
    "\n",
    "# Prev high/low circles\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=prev_high_x,\n",
    "    y=prev_high_y,\n",
    "    mode='markers',\n",
    "    name='Prev High',\n",
    "    marker=dict(size=8, color='blue', symbol='circle'),\n",
    "    yaxis='y'\n",
    "))\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=prev_low_x,\n",
    "    y=prev_low_y,\n",
    "    mode='markers',\n",
    "    name='Prev Low',\n",
    "    marker=dict(size=8, color='orange', symbol='circle'),\n",
    "    yaxis='y'\n",
    "))\n",
    "\n",
    "# Pivot markers\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=pivot_high_x,\n",
    "    y=pivot_high_y,\n",
    "    mode='markers',\n",
    "    name='Pivot High',\n",
    "    marker=dict(size=10, color='darkblue', symbol='triangle-up'),\n",
    "    yaxis='y'\n",
    "))\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=pivot_low_x,\n",
    "    y=pivot_low_y,\n",
    "    mode='markers',\n",
    "    name='Pivot Low',\n",
    "    marker=dict(size=10, color='darkred', symbol='triangle-down'),\n",
    "    yaxis='y'\n",
    "))\n",
    "\n",
    "# Add swing/break lines\n",
    "for line in swing_lines:\n",
    "    fig.add_shape(\n",
    "        type='line',\n",
    "        x0=line['x0'], y0=line['y0'],\n",
    "        x1=line['x1'], y1=line['y1'],\n",
    "        line=dict(color=line['color'], width=2, dash='dash'),\n",
    "        xref='x', yref='y'\n",
    "    )\n",
    "\n",
    "# Tick Volume pane\n",
    "fig.add_trace(go.Bar(\n",
    "    x=df.index,\n",
    "    y=df['tick_volume'],\n",
    "    name='Tick Volume',\n",
    "    marker_color='gray',\n",
    "    yaxis='y2'\n",
    "))\n",
    "\n",
    "# Momentum score pane\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=df.index,\n",
    "    y=df['score'],\n",
    "    mode='lines',\n",
    "    name='Score',\n",
    "    marker=dict(size=4),\n",
    "    yaxis='y3'\n",
    "))\n",
    "\n",
    "# Prev High Lookback Count pane\n",
    "fig.add_trace(go.Bar(\n",
    "    x=df.index,\n",
    "    y=df['prev_high_lookback_score'],\n",
    "    name='Prev High Lookback Count',\n",
    "    marker_color='purple',\n",
    "    yaxis='y4'\n",
    "))\n",
    "\n",
    "# Prev Low Lookback Count pane (negative)\n",
    "fig.add_trace(go.Bar(\n",
    "    x=df.index,\n",
    "    y=df['prev_low_lookback_score'],\n",
    "    name='Prev Low Lookback Count',\n",
    "    marker_color='orange',\n",
    "    yaxis='y5'\n",
    "))\n",
    "\n",
    "# Layout for 5 panes\n",
    "fig.update_layout(\n",
    "    template='plotly_white',\n",
    "    title='XAUUSDc 3-Min Chart: Momentum, Prev High/Low Lookback Counts, Pivot Points & Swing Lines',\n",
    "    xaxis=dict(title='Time', rangeslider=dict(visible=False)),\n",
    "\n",
    "    yaxis=dict(title='Price', domain=[0.60, 1]),\n",
    "    yaxis2=dict(title='Tick Volume', domain=[0.45, 0.58], showgrid=False),\n",
    "    yaxis3=dict(title='Score', domain=[0.30, 0.43], showgrid=False),\n",
    "    yaxis4=dict(title='Prev High Lookback Count', domain=[0.15, 0.28], showgrid=False),\n",
    "    yaxis5=dict(title='Prev Low Lookback Count', domain=[0.00, 0.13], showgrid=False),\n",
    "\n",
    "    height=1200,\n",
    "    legend=dict(orientation='h', y=1.02, x=0)\n",
    ")\n",
    "\n",
    "fig.show()\n"
   ]
  },
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