{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Data Acquisition from Yahoo Finance(Apple Stock)"
      ],
      "metadata": {
        "id": "gVt2mIAAksjP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Import Libraries"
      ],
      "metadata": {
        "id": "CotoXdTMf3fS"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "Qp0YO6ipdghi"
      },
      "outputs": [],
      "source": [
        "import yfinance as yf\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import LSTM, Dense, Dropout\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ticker = \"AAPL\" # Apple stock\n",
        "\n",
        "data = yf.download(\n",
        "    ticker,\n",
        "    start=\"2015-01-01\",\n",
        "    end=\"2024-01-01\",\n",
        "    progress=False\n",
        ")\n",
        "\n",
        "print(\"Original Data Shape:\", data.shape)\n",
        "\n",
        "# Save raw data\n",
        "raw_file = \"AAPL_raw_data.csv\"\n",
        "data.to_csv(raw_file)\n",
        "\n",
        "print(\"Raw CSV saved as:\", raw_file)\n",
        "\n",
        "# Download (Colab)\n",
        "from google.colab import files\n",
        "files.download(raw_file)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "cSIqGqt0gq29",
        "outputId": "2b166d77-5844-404a-e520-0cb597af83b6"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Original Data Shape: (2264, 5)\n",
            "Raw CSV saved as: AAPL_raw_data.csv\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_f23e5cdc-49bf-4373-b078-43779d4b6785\", \"AAPL_raw_data.csv\", 213715)"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df=pd.read_csv(\"AAPL_raw_data.csv\")\n",
        "df.head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "ZYlNApViiKzB",
        "outputId": "4ad3f9c5-deea-489c-db9a-1fab9c8f53fb"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        Price               Close                High                 Low  \\\n",
              "0      Ticker                AAPL                AAPL                AAPL   \n",
              "1        Date                 NaN                 NaN                 NaN   \n",
              "2  2015-01-02   24.21489143371582  24.682223683318185    23.7763515496625   \n",
              "3  2015-01-05  23.532724380493164  24.064287433869833   23.34667824119713   \n",
              "4  2015-01-06  23.534934997558594  23.794071364016485  23.173914310644687   \n",
              "5  2015-01-07  23.864946365356445   23.96461367890052  23.632387047364233   \n",
              "6  2015-01-08  24.781890869140625   24.83947728974081  24.075355049974863   \n",
              "7  2015-01-09  24.808473587036133  25.083113830448443   24.40980090321807   \n",
              "8  2015-01-12  24.197172164916992    24.9457888739138  24.097504854799798   \n",
              "9  2015-01-13  24.412017822265625  24.983448143293007  24.121873715993303   \n",
              "\n",
              "                 Open     Volume  \n",
              "0                AAPL       AAPL  \n",
              "1                 NaN        NaN  \n",
              "2   24.67114878668056  212818400  \n",
              "3  23.984552891373717  257142000  \n",
              "4   23.59695036493737  263188400  \n",
              "5   23.74312925787633  160423600  \n",
              "6  24.192743208450004  237458000  \n",
              "7  24.954652444574595  214798000  \n",
              "8   24.93914461187825  198603200  \n",
              "9  24.680013820160088  268367600  "
            ],
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              "\n",
              "  <div id=\"df-07431900-db27-483a-89de-ed0716686774\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
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              "        vertical-align: middle;\n",
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              "    .dataframe tbody tr th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Price</th>\n",
              "      <th>Close</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Open</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Ticker</td>\n",
              "      <td>AAPL</td>\n",
              "      <td>AAPL</td>\n",
              "      <td>AAPL</td>\n",
              "      <td>AAPL</td>\n",
              "      <td>AAPL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Date</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2015-01-02</td>\n",
              "      <td>24.21489143371582</td>\n",
              "      <td>24.682223683318185</td>\n",
              "      <td>23.7763515496625</td>\n",
              "      <td>24.67114878668056</td>\n",
              "      <td>212818400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2015-01-05</td>\n",
              "      <td>23.532724380493164</td>\n",
              "      <td>24.064287433869833</td>\n",
              "      <td>23.34667824119713</td>\n",
              "      <td>23.984552891373717</td>\n",
              "      <td>257142000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2015-01-06</td>\n",
              "      <td>23.534934997558594</td>\n",
              "      <td>23.794071364016485</td>\n",
              "      <td>23.173914310644687</td>\n",
              "      <td>23.59695036493737</td>\n",
              "      <td>263188400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2015-01-07</td>\n",
              "      <td>23.864946365356445</td>\n",
              "      <td>23.96461367890052</td>\n",
              "      <td>23.632387047364233</td>\n",
              "      <td>23.74312925787633</td>\n",
              "      <td>160423600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2015-01-08</td>\n",
              "      <td>24.781890869140625</td>\n",
              "      <td>24.83947728974081</td>\n",
              "      <td>24.075355049974863</td>\n",
              "      <td>24.192743208450004</td>\n",
              "      <td>237458000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2015-01-09</td>\n",
              "      <td>24.808473587036133</td>\n",
              "      <td>25.083113830448443</td>\n",
              "      <td>24.40980090321807</td>\n",
              "      <td>24.954652444574595</td>\n",
              "      <td>214798000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2015-01-12</td>\n",
              "      <td>24.197172164916992</td>\n",
              "      <td>24.9457888739138</td>\n",
              "      <td>24.097504854799798</td>\n",
              "      <td>24.93914461187825</td>\n",
              "      <td>198603200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2015-01-13</td>\n",
              "      <td>24.412017822265625</td>\n",
              "      <td>24.983448143293007</td>\n",
              "      <td>24.121873715993303</td>\n",
              "      <td>24.680013820160088</td>\n",
              "      <td>268367600</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-07431900-db27-483a-89de-ed0716686774')\"\n",
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              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-07431900-db27-483a-89de-ed0716686774 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-07431900-db27-483a-89de-ed0716686774');\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 2266,\n  \"fields\": [\n    {\n      \"column\": \"Price\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2266,\n        \"samples\": [\n          \"2015-09-29\",\n          \"2018-03-19\",\n          \"2021-04-15\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Close\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2234,\n        \"samples\": [\n          \"42.66839599609375\",\n          \"26.327455520629883\",\n          \"25.817874908447266\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"High\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2265,\n        \"samples\": [\n          \"166.91899978685493\",\n          \"77.0504275114738\",\n          \"22.145652472550694\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Low\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2265,\n        \"samples\": [\n          \"163.86596626176092\",\n          \"75.60169205731341\",\n          \"21.7993052606036\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Open\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2265,\n        \"samples\": [\n          \"164.66835958996737\",\n          \"76.0066606092873\",\n          \"21.844878177138224\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Volume\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2258,\n        \"samples\": [\n          \"38824100\",\n          \"244032800\",\n          \"98029200\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Remove first two unnecessary rows"
      ],
      "metadata": {
        "id": "PMGuHxK0it44"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data = df\n",
        "data = data.iloc[2:].copy()\n"
      ],
      "metadata": {
        "id": "7A9lcLNDimuD"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Convert numeric columns"
      ],
      "metadata": {
        "id": "_Orkbv9Ei7-k"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data.columns = ['Date', 'Close', 'High', 'Low', 'Open', 'Volume']\n",
        "\n",
        "data['Date'] = pd.to_datetime(data['Date'])\n",
        "\n",
        "numeric_cols = ['Close', 'High', 'Low', 'Open', 'Volume']\n",
        "data[numeric_cols] = data[numeric_cols].apply(pd.to_numeric)\n",
        "\n"
      ],
      "metadata": {
        "id": "K1p3Rr7si1Jd"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data"
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      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "6I1opP-jkUxR",
        "outputId": "58df5d5b-a042-477a-ddb0-d0ff0ef44001"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           Date       Close        High         Low        Open     Volume\n",
              "2    2015-01-02   24.214891   24.682224   23.776352   24.671149  212818400\n",
              "3    2015-01-05   23.532724   24.064287   23.346678   23.984553  257142000\n",
              "4    2015-01-06   23.534935   23.794071   23.173914   23.596950  263188400\n",
              "5    2015-01-07   23.864946   23.964614   23.632387   23.743129  160423600\n",
              "6    2015-01-08   24.781891   24.839477   24.075355   24.192743  237458000\n",
              "...         ...         ...         ...         ...         ...        ...\n",
              "2261 2023-12-22  191.609451  193.400839  190.985924  193.173193   37149600\n",
              "2262 2023-12-26  191.065125  191.896484  190.847385  191.619364   28919300\n",
              "2263 2023-12-27  191.164093  191.510500  189.125276  190.510890   48087700\n",
              "2264 2023-12-28  191.589676  192.658574  191.183888  192.143916   34049900\n",
              "2265 2023-12-29  190.550461  192.401229  189.758683  191.906370   42672100\n",
              "\n",
              "[2264 rows x 6 columns]"
            ],
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2015-01-02</td>\n",
              "      <td>24.214891</td>\n",
              "      <td>24.682224</td>\n",
              "      <td>23.776352</td>\n",
              "      <td>24.671149</td>\n",
              "      <td>212818400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2015-01-05</td>\n",
              "      <td>23.532724</td>\n",
              "      <td>24.064287</td>\n",
              "      <td>23.346678</td>\n",
              "      <td>23.984553</td>\n",
              "      <td>257142000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2015-01-06</td>\n",
              "      <td>23.534935</td>\n",
              "      <td>23.794071</td>\n",
              "      <td>23.173914</td>\n",
              "      <td>23.596950</td>\n",
              "      <td>263188400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2015-01-07</td>\n",
              "      <td>23.864946</td>\n",
              "      <td>23.964614</td>\n",
              "      <td>23.632387</td>\n",
              "      <td>23.743129</td>\n",
              "      <td>160423600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2015-01-08</td>\n",
              "      <td>24.781891</td>\n",
              "      <td>24.839477</td>\n",
              "      <td>24.075355</td>\n",
              "      <td>24.192743</td>\n",
              "      <td>237458000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2261</th>\n",
              "      <td>2023-12-22</td>\n",
              "      <td>191.609451</td>\n",
              "      <td>193.400839</td>\n",
              "      <td>190.985924</td>\n",
              "      <td>193.173193</td>\n",
              "      <td>37149600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2262</th>\n",
              "      <td>2023-12-26</td>\n",
              "      <td>191.065125</td>\n",
              "      <td>191.896484</td>\n",
              "      <td>190.847385</td>\n",
              "      <td>191.619364</td>\n",
              "      <td>28919300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2263</th>\n",
              "      <td>2023-12-27</td>\n",
              "      <td>191.164093</td>\n",
              "      <td>191.510500</td>\n",
              "      <td>189.125276</td>\n",
              "      <td>190.510890</td>\n",
              "      <td>48087700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2264</th>\n",
              "      <td>2023-12-28</td>\n",
              "      <td>191.589676</td>\n",
              "      <td>192.658574</td>\n",
              "      <td>191.183888</td>\n",
              "      <td>192.143916</td>\n",
              "      <td>34049900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2265</th>\n",
              "      <td>2023-12-29</td>\n",
              "      <td>190.550461</td>\n",
              "      <td>192.401229</td>\n",
              "      <td>189.758683</td>\n",
              "      <td>191.906370</td>\n",
              "      <td>42672100</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2264 rows × 6 columns</p>\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "data",
              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 2264,\n  \"fields\": [\n    {\n      \"column\": \"Date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2015-01-02 00:00:00\",\n        \"max\": \"2023-12-29 00:00:00\",\n        \"num_unique_values\": 2264,\n        \"samples\": [\n          \"2021-12-21 00:00:00\",\n          \"2020-02-05 00:00:00\",\n          \"2016-05-24 00:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Close\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 55.93853636281501,\n        \"min\": 20.58481788635254,\n        \"max\": 196.0731201171875,\n        \"num_unique_values\": 2233,\n        \"samples\": [\n          43.14778900146485,\n          26.02046775817871,\n          26.2392635345459\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"High\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 56.5113186679048,\n        \"min\": 20.88787025509507,\n        \"max\": 197.5675895200596,\n        \"num_unique_values\": 2264,\n        \"samples\": [\n          169.48273676499653,\n          78.28464294726993,\n          22.35072427188828\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Low\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 55.30413581118275,\n        \"min\": 20.38658131589333,\n        \"max\": 194.97448862167192,\n        \"num_unique_values\": 2264,\n        \"samples\": [\n          165.49030091905374,\n          76.88412080562057,\n          22.06590006572132\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Open\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 55.883933317269914,\n        \"min\": 20.507345483894703,\n        \"max\": 195.98404908233329,\n        \"num_unique_values\": 2264,\n        \"samples\": [\n          167.87793543850688,\n          77.98573120045752,\n          22.15248773699063\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Volume\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 68184166,\n        \"min\": 24048300,\n        \"max\": 648825200,\n        \"num_unique_values\": 2257,\n        \"samples\": [\n          94300400,\n          145516400,\n          88636800\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data Pre-Processing"
      ],
      "metadata": {
        "id": "_u7eQ5KjkoPz"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Checking Null Values"
      ],
      "metadata": {
        "id": "Lnz_VYcalRIK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(data.isnull().sum())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2M6tvsp8kj8f",
        "outputId": "892688df-d418-4cb7-c094-fa37e2d92c95"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Date      0\n",
            "Close     0\n",
            "High      0\n",
            "Low       0\n",
            "Open      0\n",
            "Volume    0\n",
            "dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Checking Duplicates"
      ],
      "metadata": {
        "id": "u_4lQDoplVs7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "duplicates = data.duplicated()\n",
        "print(\"\\nNumber of duplicate rows:\", duplicates.sum())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "idOU17cXlD9p",
        "outputId": "540aa98c-6f75-4361-b7e9-399d34faf5ee"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Number of duplicate rows: 0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Feature Engineering"
      ],
      "metadata": {
        "id": "2v3vpAIFmXG7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#  Moving Averages\n",
        "data['SMA_10'] = data['Close'].rolling(10).mean()\n",
        "data['SMA_20'] = data['Close'].rolling(20).mean()\n",
        "data['SMA_50'] = data['Close'].rolling(50).mean()\n",
        "data['SMA_100'] = data['Close'].rolling(100).mean()\n",
        "\n",
        "\n",
        "#  Exponential Moving Averages\n",
        "data['EMA_12'] = data['Close'].ewm(span=12, adjust=False).mean()\n",
        "data['EMA_26'] = data['Close'].ewm(span=26, adjust=False).mean()\n",
        "\n",
        "\n",
        "#  MACD\n",
        "data['MACD'] = data['EMA_12'] - data['EMA_26']\n",
        "data['MACD_Signal'] = data['MACD'].ewm(span=9, adjust=False).mean()\n",
        "\n",
        "\n",
        "# RSI (Relative Strength Index)\n",
        "delta = data['Close'].diff()\n",
        "gain = delta.clip(lower=0)\n",
        "loss = -delta.clip(upper=0)\n",
        "avg_gain = gain.rolling(14).mean()\n",
        "avg_loss = loss.rolling(14).mean()\n",
        "rs = avg_gain / avg_loss\n",
        "data['RSI_14'] = 100 - (100 / (1 + rs))\n",
        "\n",
        "\n",
        "#  Bollinger Bands\n",
        "rolling_mean = data['Close'].rolling(20).mean()\n",
        "rolling_std = data['Close'].rolling(20).std()\n",
        "data['BB_Upper'] = rolling_mean + (2 * rolling_std)\n",
        "data['BB_Lower'] = rolling_mean - (2 * rolling_std)\n",
        "\n",
        "\n",
        "#  Volatility & Returns\n",
        "data['Daily_Return'] = data['Close'].pct_change()\n",
        "data['Log_Return'] = np.log(data['Close'] / data['Close'].shift(1))\n",
        "data['Volatility_10'] = data['Daily_Return'].rolling(10).std()\n",
        "data['Volatility_30'] = data['Daily_Return'].rolling(30).std()\n",
        "\n",
        "\n",
        "#  Momentum\n",
        "data['Momentum_10'] = data['Close'] - data['Close'].shift(10)\n",
        "data['Momentum_20'] = data['Close'] - data['Close'].shift(20)\n",
        "\n",
        "\n",
        "#  Volume Features\n",
        "data['Volume_MA_10'] = data['Volume'].rolling(10).mean()\n",
        "data['Volume_Change'] = data['Volume'].pct_change()\n",
        "\n",
        "\n",
        "#  Price Differences\n",
        "data['High_Low_Diff'] = data['High'] - data['Low']\n",
        "data['Open_Close_Diff'] = data['Open'] - data['Close']\n",
        "\n",
        "\n",
        "data.dropna(inplace=True)"
      ],
      "metadata": {
        "id": "pAgNxALXlHpu"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Descriptive Statistics"
      ],
      "metadata": {
        "id": "37KyeMU-m0x0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Basic Descriptive Statistics:\\n\")\n",
        "print(data.describe())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b4VWhcqsm1SG",
        "outputId": "743d219d-833e-4e44-df25-e9d8e3f57bb5"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Basic Descriptive Statistics:\n",
            "\n",
            "                                Date        Close         High          Low  \\\n",
            "count                           2165  2165.000000  2165.000000  2165.000000   \n",
            "mean   2019-09-11 13:54:04.157043968    83.782197    84.631266    82.847015   \n",
            "min              2015-05-27 00:00:00    20.584818    20.887870    20.386581   \n",
            "25%              2017-07-19 00:00:00    35.613007    35.818835    35.364222   \n",
            "50%              2019-09-12 00:00:00    53.255569    53.776756    52.661545   \n",
            "75%              2021-11-03 00:00:00   140.398544   141.973298   138.564224   \n",
            "max              2023-12-29 00:00:00   196.073120   197.567590   194.974489   \n",
            "std                              NaN    55.975787    56.548929    55.342520   \n",
            "\n",
            "              Open        Volume       SMA_10       SMA_20       SMA_50  \\\n",
            "count  2165.000000  2.165000e+03  2165.000000  2165.000000  2165.000000   \n",
            "mean     83.708840  1.194377e+08    83.444422    83.063469    81.961616   \n",
            "min      20.507345  2.404830e+07    21.111856    21.386587    21.805715   \n",
            "25%      35.618350  7.685710e+07    35.613703    35.270710    34.634366   \n",
            "50%      53.234262  1.035688e+08    52.929583    52.665335    51.759265   \n",
            "75%     140.113128  1.420108e+08   140.548265   140.957744   140.537976   \n",
            "max     195.984049  6.488252e+08   193.943222   192.310678   185.026182   \n",
            "std      55.923788  6.446364e+07    55.768806    55.533748    54.887252   \n",
            "\n",
            "           SMA_100  ...  Daily_Return   Log_Return  Volatility_10  \\\n",
            "count  2165.000000  ...   2165.000000  2165.000000    2165.000000   \n",
            "mean     80.232289  ...      0.001040     0.000870       0.016193   \n",
            "min      22.662364  ...     -0.128647    -0.137708       0.003596   \n",
            "25%      33.793261  ...     -0.007444    -0.007472       0.010073   \n",
            "50%      49.341196  ...      0.000855     0.000855       0.014218   \n",
            "75%     140.467163  ...      0.010159     0.010108       0.019996   \n",
            "max     180.296520  ...      0.119808     0.113157       0.080056   \n",
            "std      53.994643  ...      0.018396     0.018405       0.009035   \n",
            "\n",
            "       Volatility_30  Momentum_10  Momentum_20  Volume_MA_10  Volume_Change  \\\n",
            "count    2165.000000  2165.000000  2165.000000  2.165000e+03    2165.000000   \n",
            "mean        0.016838     0.756119     1.512334  1.197530e+08       0.047099   \n",
            "min         0.005085   -24.487885   -28.284607  4.081765e+07      -0.712266   \n",
            "25%         0.011987    -1.165684    -1.349522  8.494863e+07      -0.172326   \n",
            "50%         0.015113     0.675777     1.197971  1.101703e+08      -0.015074   \n",
            "75%         0.019475     2.966240     4.912430  1.428908e+08       0.193308   \n",
            "max         0.060224    24.475006    30.991745  3.568416e+08       2.628303   \n",
            "std         0.007516     5.439925     7.677845  5.063153e+07       0.344070   \n",
            "\n",
            "       High_Low_Diff  Open_Close_Diff  \n",
            "count    2165.000000      2165.000000  \n",
            "mean        1.784251        -0.073358  \n",
            "min         0.132157        -9.954614  \n",
            "25%         0.497820        -0.527147  \n",
            "50%         1.177930        -0.049336  \n",
            "75%         2.684867         0.357739  \n",
            "max        12.436807         6.936876  \n",
            "std         1.658932         1.479216  \n",
            "\n",
            "[8 rows x 27 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "BJysPSPJmRFf",
        "outputId": "e4a8cef4-5168-45f6-f65f-5a518efeab54"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           Date       Close        High         Low        Open     Volume  \\\n",
              "101  2015-05-27   29.482853   29.531976   29.038513   29.103265  183332800   \n",
              "102  2015-05-28   29.424812   29.462771   29.272979   29.442676  122933200   \n",
              "103  2015-05-29   29.089874   29.351120   29.005024   29.301997  203538000   \n",
              "104  2015-06-01   29.147930   29.337726   29.038522   29.089877  128451200   \n",
              "105  2015-06-02   29.018429   29.174729   28.875525   28.996099  134670400   \n",
              "...         ...         ...         ...         ...         ...        ...   \n",
              "2261 2023-12-22  191.609451  193.400839  190.985924  193.173193   37149600   \n",
              "2262 2023-12-26  191.065125  191.896484  190.847385  191.619364   28919300   \n",
              "2263 2023-12-27  191.164093  191.510500  189.125276  190.510890   48087700   \n",
              "2264 2023-12-28  191.589676  192.658574  191.183888  192.143916   34049900   \n",
              "2265 2023-12-29  190.550461  192.401229  189.758683  191.906370   42672100   \n",
              "\n",
              "          SMA_10      SMA_20      SMA_50     SMA_100  ...  Daily_Return  \\\n",
              "101    29.019315   28.623084   28.365426   27.463786  ...      0.018670   \n",
              "102    29.148152   28.664115   28.388954   27.515885  ...     -0.001969   \n",
              "103    29.177849   28.727200   28.399423   27.571456  ...     -0.011383   \n",
              "104    29.217372   28.750940   28.415367   27.627586  ...      0.001996   \n",
              "105    29.212236   28.770984   28.435837   27.679121  ...     -0.004443   \n",
              "...          ...         ...         ...         ...  ...           ...   \n",
              "2261  193.734390  191.677258  183.401249  179.723261  ...     -0.005547   \n",
              "2262  193.721524  191.838583  183.686987  179.746905  ...     -0.002841   \n",
              "2263  193.567126  191.974669  183.977274  179.862153  ...      0.000518   \n",
              "2264  193.133629  192.183005  184.307110  180.012651  ...      0.002226   \n",
              "2265  192.581363  192.310678  184.642057  180.143380  ...     -0.005424   \n",
              "\n",
              "      Log_Return  Volatility_10  Volatility_30  Momentum_10  Momentum_20  \\\n",
              "101     0.018498       0.012684       0.014498     1.377676     0.451725   \n",
              "102    -0.001971       0.012822       0.014508     1.288372     0.820614   \n",
              "103    -0.011448       0.011837       0.014656     0.296970     1.261707   \n",
              "104     0.001994       0.011807       0.014463     0.395226     0.474796   \n",
              "105    -0.004453       0.011416       0.013939    -0.051353     0.400887   \n",
              "...          ...            ...            ...          ...          ...   \n",
              "2261   -0.005563       0.009145       0.009336    -2.088318     3.592682   \n",
              "2262   -0.002845       0.008196       0.008473    -0.128662     3.226486   \n",
              "2263    0.000518       0.007718       0.008271    -1.543976     2.721725   \n",
              "2264    0.002224       0.004933       0.007913    -4.334976     4.166718   \n",
              "2265   -0.005439       0.004905       0.007993    -5.522659     2.553467   \n",
              "\n",
              "      Volume_MA_10  Volume_Change  High_Low_Diff  Open_Close_Diff  \n",
              "101    180773560.0      -0.351701       0.493463        -0.379588  \n",
              "102    179189200.0      -0.329453       0.189792         0.017863  \n",
              "103    181461600.0       0.655680       0.346096         0.212122  \n",
              "104    179023520.0      -0.368908       0.299204        -0.058053  \n",
              "105    172137400.0       0.048417       0.299204        -0.022330  \n",
              "...            ...            ...            ...              ...  \n",
              "2261    61175570.0      -0.200783       2.414915         1.563741  \n",
              "2262    57973130.0      -0.221545       1.049099         0.554240  \n",
              "2263    57512210.0       0.662824       2.385225        -0.653203  \n",
              "2264    53876780.0      -0.291921       1.474686         0.554240  \n",
              "2265    51460830.0       0.253222       2.642546         1.355909  \n",
              "\n",
              "[2165 rows x 27 columns]"
            ],
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Date</th>\n",
              "      <th>Close</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Open</th>\n",
              "      <th>Volume</th>\n",
              "      <th>SMA_10</th>\n",
              "      <th>SMA_20</th>\n",
              "      <th>SMA_50</th>\n",
              "      <th>SMA_100</th>\n",
              "      <th>...</th>\n",
              "      <th>Daily_Return</th>\n",
              "      <th>Log_Return</th>\n",
              "      <th>Volatility_10</th>\n",
              "      <th>Volatility_30</th>\n",
              "      <th>Momentum_10</th>\n",
              "      <th>Momentum_20</th>\n",
              "      <th>Volume_MA_10</th>\n",
              "      <th>Volume_Change</th>\n",
              "      <th>High_Low_Diff</th>\n",
              "      <th>Open_Close_Diff</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>101</th>\n",
              "      <td>2015-05-27</td>\n",
              "      <td>29.482853</td>\n",
              "      <td>29.531976</td>\n",
              "      <td>29.038513</td>\n",
              "      <td>29.103265</td>\n",
              "      <td>183332800</td>\n",
              "      <td>29.019315</td>\n",
              "      <td>28.623084</td>\n",
              "      <td>28.365426</td>\n",
              "      <td>27.463786</td>\n",
              "      <td>...</td>\n",
              "      <td>0.018670</td>\n",
              "      <td>0.018498</td>\n",
              "      <td>0.012684</td>\n",
              "      <td>0.014498</td>\n",
              "      <td>1.377676</td>\n",
              "      <td>0.451725</td>\n",
              "      <td>180773560.0</td>\n",
              "      <td>-0.351701</td>\n",
              "      <td>0.493463</td>\n",
              "      <td>-0.379588</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>102</th>\n",
              "      <td>2015-05-28</td>\n",
              "      <td>29.424812</td>\n",
              "      <td>29.462771</td>\n",
              "      <td>29.272979</td>\n",
              "      <td>29.442676</td>\n",
              "      <td>122933200</td>\n",
              "      <td>29.148152</td>\n",
              "      <td>28.664115</td>\n",
              "      <td>28.388954</td>\n",
              "      <td>27.515885</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.001969</td>\n",
              "      <td>-0.001971</td>\n",
              "      <td>0.012822</td>\n",
              "      <td>0.014508</td>\n",
              "      <td>1.288372</td>\n",
              "      <td>0.820614</td>\n",
              "      <td>179189200.0</td>\n",
              "      <td>-0.329453</td>\n",
              "      <td>0.189792</td>\n",
              "      <td>0.017863</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103</th>\n",
              "      <td>2015-05-29</td>\n",
              "      <td>29.089874</td>\n",
              "      <td>29.351120</td>\n",
              "      <td>29.005024</td>\n",
              "      <td>29.301997</td>\n",
              "      <td>203538000</td>\n",
              "      <td>29.177849</td>\n",
              "      <td>28.727200</td>\n",
              "      <td>28.399423</td>\n",
              "      <td>27.571456</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.011383</td>\n",
              "      <td>-0.011448</td>\n",
              "      <td>0.011837</td>\n",
              "      <td>0.014656</td>\n",
              "      <td>0.296970</td>\n",
              "      <td>1.261707</td>\n",
              "      <td>181461600.0</td>\n",
              "      <td>0.655680</td>\n",
              "      <td>0.346096</td>\n",
              "      <td>0.212122</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104</th>\n",
              "      <td>2015-06-01</td>\n",
              "      <td>29.147930</td>\n",
              "      <td>29.337726</td>\n",
              "      <td>29.038522</td>\n",
              "      <td>29.089877</td>\n",
              "      <td>128451200</td>\n",
              "      <td>29.217372</td>\n",
              "      <td>28.750940</td>\n",
              "      <td>28.415367</td>\n",
              "      <td>27.627586</td>\n",
              "      <td>...</td>\n",
              "      <td>0.001996</td>\n",
              "      <td>0.001994</td>\n",
              "      <td>0.011807</td>\n",
              "      <td>0.014463</td>\n",
              "      <td>0.395226</td>\n",
              "      <td>0.474796</td>\n",
              "      <td>179023520.0</td>\n",
              "      <td>-0.368908</td>\n",
              "      <td>0.299204</td>\n",
              "      <td>-0.058053</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>2015-06-02</td>\n",
              "      <td>29.018429</td>\n",
              "      <td>29.174729</td>\n",
              "      <td>28.875525</td>\n",
              "      <td>28.996099</td>\n",
              "      <td>134670400</td>\n",
              "      <td>29.212236</td>\n",
              "      <td>28.770984</td>\n",
              "      <td>28.435837</td>\n",
              "      <td>27.679121</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.004443</td>\n",
              "      <td>-0.004453</td>\n",
              "      <td>0.011416</td>\n",
              "      <td>0.013939</td>\n",
              "      <td>-0.051353</td>\n",
              "      <td>0.400887</td>\n",
              "      <td>172137400.0</td>\n",
              "      <td>0.048417</td>\n",
              "      <td>0.299204</td>\n",
              "      <td>-0.022330</td>\n",
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              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
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              "    <tr>\n",
              "      <th>2261</th>\n",
              "      <td>2023-12-22</td>\n",
              "      <td>191.609451</td>\n",
              "      <td>193.400839</td>\n",
              "      <td>190.985924</td>\n",
              "      <td>193.173193</td>\n",
              "      <td>37149600</td>\n",
              "      <td>193.734390</td>\n",
              "      <td>191.677258</td>\n",
              "      <td>183.401249</td>\n",
              "      <td>179.723261</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.005547</td>\n",
              "      <td>-0.005563</td>\n",
              "      <td>0.009145</td>\n",
              "      <td>0.009336</td>\n",
              "      <td>-2.088318</td>\n",
              "      <td>3.592682</td>\n",
              "      <td>61175570.0</td>\n",
              "      <td>-0.200783</td>\n",
              "      <td>2.414915</td>\n",
              "      <td>1.563741</td>\n",
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              "    <tr>\n",
              "      <th>2262</th>\n",
              "      <td>2023-12-26</td>\n",
              "      <td>191.065125</td>\n",
              "      <td>191.896484</td>\n",
              "      <td>190.847385</td>\n",
              "      <td>191.619364</td>\n",
              "      <td>28919300</td>\n",
              "      <td>193.721524</td>\n",
              "      <td>191.838583</td>\n",
              "      <td>183.686987</td>\n",
              "      <td>179.746905</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.002841</td>\n",
              "      <td>-0.002845</td>\n",
              "      <td>0.008196</td>\n",
              "      <td>0.008473</td>\n",
              "      <td>-0.128662</td>\n",
              "      <td>3.226486</td>\n",
              "      <td>57973130.0</td>\n",
              "      <td>-0.221545</td>\n",
              "      <td>1.049099</td>\n",
              "      <td>0.554240</td>\n",
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              "    <tr>\n",
              "      <th>2263</th>\n",
              "      <td>2023-12-27</td>\n",
              "      <td>191.164093</td>\n",
              "      <td>191.510500</td>\n",
              "      <td>189.125276</td>\n",
              "      <td>190.510890</td>\n",
              "      <td>48087700</td>\n",
              "      <td>193.567126</td>\n",
              "      <td>191.974669</td>\n",
              "      <td>183.977274</td>\n",
              "      <td>179.862153</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000518</td>\n",
              "      <td>0.000518</td>\n",
              "      <td>0.007718</td>\n",
              "      <td>0.008271</td>\n",
              "      <td>-1.543976</td>\n",
              "      <td>2.721725</td>\n",
              "      <td>57512210.0</td>\n",
              "      <td>0.662824</td>\n",
              "      <td>2.385225</td>\n",
              "      <td>-0.653203</td>\n",
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              "    <tr>\n",
              "      <th>2264</th>\n",
              "      <td>2023-12-28</td>\n",
              "      <td>191.589676</td>\n",
              "      <td>192.658574</td>\n",
              "      <td>191.183888</td>\n",
              "      <td>192.143916</td>\n",
              "      <td>34049900</td>\n",
              "      <td>193.133629</td>\n",
              "      <td>192.183005</td>\n",
              "      <td>184.307110</td>\n",
              "      <td>180.012651</td>\n",
              "      <td>...</td>\n",
              "      <td>0.002226</td>\n",
              "      <td>0.002224</td>\n",
              "      <td>0.004933</td>\n",
              "      <td>0.007913</td>\n",
              "      <td>-4.334976</td>\n",
              "      <td>4.166718</td>\n",
              "      <td>53876780.0</td>\n",
              "      <td>-0.291921</td>\n",
              "      <td>1.474686</td>\n",
              "      <td>0.554240</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2265</th>\n",
              "      <td>2023-12-29</td>\n",
              "      <td>190.550461</td>\n",
              "      <td>192.401229</td>\n",
              "      <td>189.758683</td>\n",
              "      <td>191.906370</td>\n",
              "      <td>42672100</td>\n",
              "      <td>192.581363</td>\n",
              "      <td>192.310678</td>\n",
              "      <td>184.642057</td>\n",
              "      <td>180.143380</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.005424</td>\n",
              "      <td>-0.005439</td>\n",
              "      <td>0.004905</td>\n",
              "      <td>0.007993</td>\n",
              "      <td>-5.522659</td>\n",
              "      <td>2.553467</td>\n",
              "      <td>51460830.0</td>\n",
              "      <td>0.253222</td>\n",
              "      <td>2.642546</td>\n",
              "      <td>1.355909</td>\n",
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              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-dd44f256-5686-41c3-81c7-dbfab375d37a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-dd44f256-5686-41c3-81c7-dbfab375d37a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "  <div id=\"id_f144c2b0-4c48-4aa4-9340-57aa566331dd\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('data')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_f144c2b0-4c48-4aa4-9340-57aa566331dd button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('data');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "data"
            }
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## EDA - Exploratory Data Analysis"
      ],
      "metadata": {
        "id": "aQgBtsIQmoPm"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Basic Info about Data"
      ],
      "metadata": {
        "id": "ls5MYLPmo5DK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kel_Ajx7mksB",
        "outputId": "e4f10722-1a5a-4f34-9e8f-f5a960b63580"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2165, 27)"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Correlation Matrix\n",
        "\n",
        "corr = data.corr()\n",
        "plt.figure(figsize=(15,10))\n",
        "sns.heatmap(corr, annot=True, fmt=\".2f\", cmap=\"coolwarm\")\n",
        "plt.title(\"Correlation Heatmap of Features\")\n",
        "plt.show()\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 952
        },
        "id": "nStM3HH3mnWX",
        "outputId": "48e882f7-e44e-470d-e080-446abd8eec6c"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Feature Distribution Plots (Grid Layout)\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "numerical_cols = ['Close', 'High', 'Low', 'Open', 'Volume',\n",
        "                  'SMA_10','SMA_20','SMA_50','SMA_100',\n",
        "                  'EMA_12','EMA_26','MACD','MACD_Signal','RSI_14',\n",
        "                  'BB_Upper','BB_Lower','Daily_Return','Volatility_10',\n",
        "                  'Momentum_10','Volume_Change']\n",
        "\n",
        "# Grid layout: 4 columns\n",
        "cols = 4\n",
        "rows = len(numerical_cols) // cols + int(len(numerical_cols) % cols != 0)\n",
        "\n",
        "fig, axes = plt.subplots(rows, cols, figsize=(20, 4*rows))\n",
        "axes = axes.flatten()\n",
        "\n",
        "for i, col in enumerate(numerical_cols):\n",
        "    sns.histplot(data[col], bins=50, kde=True, ax=axes[i], color='skyblue')\n",
        "    axes[i].set_title(f\"Distribution of {col}\")\n",
        "\n",
        "# Remove empty subplots\n",
        "for j in range(i+1, len(axes)):\n",
        "    fig.delaxes(axes[j])\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "C_9O2Ts6ncBN",
        "outputId": "bb3aef0f-a517-4239-a811-f137112ce447"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x2000 with 20 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#  Time Series Plots\n",
        "\n",
        "plt.figure(figsize=(15,6))\n",
        "plt.plot(data['Close'], label='Close Price', color='blue')\n",
        "plt.plot(data['SMA_50'], label='SMA_50', color='orange')\n",
        "plt.plot(data['SMA_200'], label='SMA_200', color='green') if 'SMA_200' in data.columns else None\n",
        "plt.title(\"Stock Price with Moving Averages\")\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Price\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "AiQfNL6Gn-0k",
        "outputId": "91363b98-2c4b-4b91-e5d8-d04c2def4d79"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Time Series Plots of Key Features\n",
        "\n",
        "key_features = ['Close', 'SMA_10', 'SMA_50', 'EMA_12', 'EMA_26']\n",
        "plt.figure(figsize=(15,6))\n",
        "for feat in key_features:\n",
        "    if feat in data.columns:\n",
        "        plt.plot(data[feat], label=feat)\n",
        "plt.title(\"Key Feature Trends Over Time\")\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Price / Indicator\")\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "iSsAegGnpUF-",
        "outputId": "236422df-dbe3-428e-af81-d7dfb190a282"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "features = [\n",
        "    'Close', 'High', 'Low', 'Open', 'Volume',\n",
        "    'SMA_10', 'SMA_20', 'SMA_50',\n",
        "    'EMA_12', 'EMA_26',\n",
        "    'MACD', 'MACD_Signal'\n",
        "]\n",
        "\n",
        "data_model = data[features]"
      ],
      "metadata": {
        "id": "s3UAjmpXc0VF"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "scaler = MinMaxScaler()\n",
        "scaled_data = scaler.fit_transform(data_model)"
      ],
      "metadata": {
        "id": "cLMEGkjJc2YD"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def create_sequences(data, time_steps=60):\n",
        "    X, y = [], []\n",
        "\n",
        "    for i in range(time_steps, len(data)):\n",
        "        X.append(data[i-time_steps:i])\n",
        "        y.append(data[i, 0])  # Predict Close price\n",
        "\n",
        "    return np.array(X), np.array(y)\n",
        "\n",
        "time_steps = 60\n",
        "X, y = create_sequences(scaled_data, time_steps)\n",
        "\n",
        "print(\"X shape:\", X.shape)\n",
        "print(\"y shape:\", y.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rLMnWoH_c29U",
        "outputId": "f7de4560-9db1-491e-c991-678d48cab64f"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X shape: (2105, 60, 12)\n",
            "y shape: (2105,)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "split = int(0.8 * len(X))\n",
        "\n",
        "X_train, X_test = X[:split], X[split:]\n",
        "y_train, y_test = y[:split], y[split:]"
      ],
      "metadata": {
        "id": "IMNcZZmgc46S"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Model Building**"
      ],
      "metadata": {
        "id": "Mtrio9m3cBoU"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **LSTM Model**"
      ],
      "metadata": {
        "id": "vJf4GWE6cFVW"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model = Sequential()\n",
        "\n",
        "# LSTM layers\n",
        "model.add(LSTM(64, return_sequences=True, input_shape=(X_train.shape[1], X_train.shape[2])))\n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "model.add(LSTM(64, return_sequences=False))\n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "# Dense layer\n",
        "model.add(Dense(1))\n",
        "\n",
        "# Compile\n",
        "model.compile(optimizer=Adam(learning_rate=0.001), loss='mean_squared_error')\n",
        "\n",
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "UtHQZo2zcBRw",
        "outputId": "cc30e84b-2f51-4c49-fe63-1f276a79c510"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"sequential\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ lstm (\u001b[38;5;33mLSTM\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m60\u001b[0m, \u001b[38;5;34m64\u001b[0m)         │        \u001b[38;5;34m19,712\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m60\u001b[0m, \u001b[38;5;34m64\u001b[0m)         │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ lstm_1 (\u001b[38;5;33mLSTM\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)             │        \u001b[38;5;34m33,024\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)             │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │            \u001b[38;5;34m65\u001b[0m │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ lstm (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>)                     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">60</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)         │        <span style=\"color: #00af00; text-decoration-color: #00af00\">19,712</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">60</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)         │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ lstm_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)             │        <span style=\"color: #00af00; text-decoration-color: #00af00\">33,024</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)             │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)              │            <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span> │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m52,801\u001b[0m (206.25 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">52,801</span> (206.25 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m52,801\u001b[0m (206.25 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">52,801</span> (206.25 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "history = model.fit(\n",
        "    X_train, y_train,\n",
        "    epochs=30,\n",
        "    batch_size=32,\n",
        "    validation_data=(X_test, y_test)\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k81l-VoXc_oj",
        "outputId": "cd84673c-3f0b-4264-b92a-c4073483b33f"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 27ms/step - loss: 0.0057 - val_loss: 0.0110\n",
            "Epoch 2/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0019 - val_loss: 0.0018\n",
            "Epoch 3/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0016 - val_loss: 0.0013\n",
            "Epoch 4/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0016 - val_loss: 0.0012\n",
            "Epoch 5/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0019 - val_loss: 0.0021\n",
            "Epoch 6/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0014 - val_loss: 0.0017\n",
            "Epoch 7/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0014 - val_loss: 0.0019\n",
            "Epoch 8/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0012 - val_loss: 0.0011\n",
            "Epoch 9/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0011 - val_loss: 0.0021\n",
            "Epoch 10/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0016 - val_loss: 0.0012\n",
            "Epoch 11/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0012 - val_loss: 0.0026\n",
            "Epoch 12/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0011 - val_loss: 0.0015\n",
            "Epoch 13/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0010 - val_loss: 0.0025\n",
            "Epoch 14/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0013 - val_loss: 0.0027\n",
            "Epoch 15/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0013 - val_loss: 0.0010\n",
            "Epoch 16/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step - loss: 9.8550e-04 - val_loss: 0.0015\n",
            "Epoch 17/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 9.9354e-04 - val_loss: 0.0023\n",
            "Epoch 18/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - loss: 9.4983e-04 - val_loss: 0.0011\n",
            "Epoch 19/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 8.6216e-04 - val_loss: 8.6102e-04\n",
            "Epoch 20/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 8.4904e-04 - val_loss: 0.0012\n",
            "Epoch 21/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 9.3005e-04 - val_loss: 8.1877e-04\n",
            "Epoch 22/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0011 - val_loss: 0.0034\n",
            "Epoch 23/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0010 - val_loss: 0.0026\n",
            "Epoch 24/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 9.4933e-04 - val_loss: 0.0033\n",
            "Epoch 25/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0010 - val_loss: 8.7294e-04\n",
            "Epoch 26/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 7.1728e-04 - val_loss: 9.1912e-04\n",
            "Epoch 27/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 8.7202e-04 - val_loss: 0.0010\n",
            "Epoch 28/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 8.4934e-04 - val_loss: 9.3278e-04\n",
            "Epoch 29/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 7.6837e-04 - val_loss: 0.0014\n",
            "Epoch 30/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 7.6738e-04 - val_loss: 8.6350e-04\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "predictions = model.predict(X_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nSVk_2pFdSwJ",
        "outputId": "75e9563b-ced4-47fd-edbd-7d83a873908d"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m14/14\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dummy = np.zeros((len(predictions), scaled_data.shape[1]))\n",
        "dummy[:, 0] = predictions[:, 0]\n",
        "\n",
        "predictions_rescaled = scaler.inverse_transform(dummy)[:, 0]\n",
        "\n",
        "# Same for actual values\n",
        "dummy_actual = np.zeros((len(y_test), scaled_data.shape[1]))\n",
        "dummy_actual[:, 0] = y_test\n",
        "\n",
        "y_test_rescaled = scaler.inverse_transform(dummy_actual)[:, 0]"
      ],
      "metadata": {
        "id": "ppyIOKhJdXor"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
        "import numpy as np\n",
        "\n",
        "# MSE\n",
        "mse = mean_squared_error(y_test_rescaled, predictions_rescaled)\n",
        "\n",
        "# RMSE\n",
        "rmse = np.sqrt(mse)\n",
        "\n",
        "# MAE\n",
        "mae = mean_absolute_error(y_test_rescaled, predictions_rescaled)\n",
        "\n",
        "# R2 Score\n",
        "r2 = r2_score(y_test_rescaled, predictions_rescaled)\n",
        "\n",
        "print(\"MSE:\", mse)\n",
        "print(\"RMSE:\", rmse)\n",
        "print(\"MAE:\", mae)\n",
        "print(\"R2 Score:\", r2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "af5I7C57e39V",
        "outputId": "de1ed11a-8b29-4147-d6ef-e29caa77a463"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MSE: 26.592318259297404\n",
            "RMSE: 5.15677401669856\n",
            "MAE: 4.240117927224175\n",
            "R2 Score: 0.9266522061593584\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(10,5))\n",
        "plt.plot(history.history['loss'], label='Training Loss')\n",
        "plt.plot(history.history['val_loss'], label='Validation Loss')\n",
        "\n",
        "plt.title('Learning Curve (Model Loss) LSTM')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Loss (MSE)')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "MKCdMXo_bFcO",
        "outputId": "9ec41517-7853-45c9-833b-da2d3d54e54d"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "\n",
        "y_pred = model.predict(X_test)\n",
        "\n",
        "# If you used scaling, inverse transform here\n",
        "# y_test = scaler.inverse_transform(y_test.reshape(-1,1))\n",
        "# y_pred = scaler.inverse_transform(y_pred)\n",
        "\n",
        "plt.figure(figsize=(10,5))\n",
        "plt.plot(y_test, label='Actual Price')\n",
        "plt.plot(y_pred, label='Predicted Price')\n",
        "\n",
        "plt.title('Actual vs Predicted Stock Price LSTM')\n",
        "plt.xlabel('Time')\n",
        "plt.ylabel('Stock Price')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        },
        "id": "_N104utmbHQN",
        "outputId": "a732e444-3e8f-4db2-8af9-25e7c11e7c1f"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m14/14\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Bidirectional GRU Model**"
      ],
      "metadata": {
        "id": "hhvJO401fJfA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import GRU, Dense, Dropout, Bidirectional\n",
        "from tensorflow.keras.optimizers import Adam"
      ],
      "metadata": {
        "id": "yq5XRJZxfJBE"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model_bigru = Sequential()\n",
        "\n",
        "# First BiGRU layer\n",
        "model_bigru.add(Bidirectional(\n",
        "    GRU(64, return_sequences=True),\n",
        "    input_shape=(X_train.shape[1], X_train.shape[2])\n",
        "))\n",
        "model_bigru.add(Dropout(0.3))\n",
        "\n",
        "# Second BiGRU layer\n",
        "model_bigru.add(Bidirectional(GRU(32)))\n",
        "model_bigru.add(Dropout(0.3))\n",
        "\n",
        "# Output layer\n",
        "model_bigru.add(Dense(1))\n",
        "\n",
        "# Compile model\n",
        "model_bigru.compile(\n",
        "    optimizer=Adam(learning_rate=0.0005),\n",
        "    loss='mean_squared_error'\n",
        ")\n",
        "\n",
        "model_bigru.summary()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "hp1GQiQNffiJ",
        "outputId": "0406a5b5-2b58-4367-ab28-91a40f796dfd"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"sequential_1\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_1\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ bidirectional (\u001b[38;5;33mBidirectional\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m60\u001b[0m, \u001b[38;5;34m128\u001b[0m)        │        \u001b[38;5;34m29,952\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_2 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m60\u001b[0m, \u001b[38;5;34m128\u001b[0m)        │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ bidirectional_1 (\u001b[38;5;33mBidirectional\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)             │        \u001b[38;5;34m31,104\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)             │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │            \u001b[38;5;34m65\u001b[0m │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ bidirectional (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Bidirectional</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">60</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)        │        <span style=\"color: #00af00; text-decoration-color: #00af00\">29,952</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">60</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)        │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ bidirectional_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Bidirectional</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)             │        <span style=\"color: #00af00; text-decoration-color: #00af00\">31,104</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)             │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)              │            <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span> │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m61,121\u001b[0m (238.75 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">61,121</span> (238.75 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m61,121\u001b[0m (238.75 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">61,121</span> (238.75 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "history_bigru = model_bigru.fit(\n",
        "    X_train, y_train,\n",
        "    epochs=30,\n",
        "    batch_size=32,\n",
        "    validation_data=(X_test, y_test)\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fOLzUbNxfjFw",
        "outputId": "30f0ed20-7c1c-44c5-c71e-f5fd7183aa41"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 31ms/step - loss: 0.0184 - val_loss: 0.0112\n",
            "Epoch 2/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0086 - val_loss: 0.0020\n",
            "Epoch 3/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0057 - val_loss: 0.0030\n",
            "Epoch 4/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0044 - val_loss: 0.0031\n",
            "Epoch 5/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step - loss: 0.0038 - val_loss: 0.0023\n",
            "Epoch 6/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0034 - val_loss: 0.0013\n",
            "Epoch 7/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step - loss: 0.0028 - val_loss: 0.0013\n",
            "Epoch 8/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0028 - val_loss: 0.0015\n",
            "Epoch 9/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0027 - val_loss: 0.0016\n",
            "Epoch 10/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step - loss: 0.0025 - val_loss: 0.0012\n",
            "Epoch 11/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step - loss: 0.0024 - val_loss: 0.0013\n",
            "Epoch 12/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 18ms/step - loss: 0.0021 - val_loss: 0.0011\n",
            "Epoch 13/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 23ms/step - loss: 0.0024 - val_loss: 0.0012\n",
            "Epoch 14/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 27ms/step - loss: 0.0020 - val_loss: 0.0012\n",
            "Epoch 15/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - loss: 0.0020 - val_loss: 0.0026\n",
            "Epoch 16/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0019 - val_loss: 9.8484e-04\n",
            "Epoch 17/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0018 - val_loss: 9.2864e-04\n",
            "Epoch 18/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0020 - val_loss: 0.0010\n",
            "Epoch 19/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step - loss: 0.0017 - val_loss: 0.0010\n",
            "Epoch 20/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0017 - val_loss: 0.0016\n",
            "Epoch 21/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0017 - val_loss: 0.0012\n",
            "Epoch 22/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0018 - val_loss: 0.0018\n",
            "Epoch 23/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 20ms/step - loss: 0.0016 - val_loss: 0.0013\n",
            "Epoch 24/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 24ms/step - loss: 0.0015 - val_loss: 0.0011\n",
            "Epoch 25/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 19ms/step - loss: 0.0016 - val_loss: 0.0019\n",
            "Epoch 26/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0015 - val_loss: 0.0012\n",
            "Epoch 27/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0015 - val_loss: 9.4947e-04\n",
            "Epoch 28/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0016 - val_loss: 9.6639e-04\n",
            "Epoch 29/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0014 - val_loss: 9.1810e-04\n",
            "Epoch 30/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0014 - val_loss: 0.0010\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "bigru_predictions = model_bigru.predict(X_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iH9OazaMfmhS",
        "outputId": "e8700261-d34c-4f0b-c9f1-a766485a9e7e"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m14/14\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 26ms/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dummy = np.zeros((len(bigru_predictions), scaled_data.shape[1]))\n",
        "dummy[:, 0] = bigru_predictions[:, 0]\n",
        "\n",
        "bigru_pred_rescaled = scaler.inverse_transform(dummy)[:, 0]"
      ],
      "metadata": {
        "id": "14ugvCH0fo5W"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
        "import numpy as np\n",
        "\n",
        "mse_bigru = mean_squared_error(y_test_rescaled, bigru_pred_rescaled)\n",
        "rmse_bigru = np.sqrt(mse_bigru)\n",
        "mae_bigru = mean_absolute_error(y_test_rescaled, bigru_pred_rescaled)\n",
        "r2_bigru = r2_score(y_test_rescaled, bigru_pred_rescaled)\n",
        "\n",
        "print(\"BiGRU MSE:\", mse_bigru)\n",
        "print(\"BiGRU RMSE:\", rmse_bigru)\n",
        "print(\"BiGRU MAE:\", mae_bigru)\n",
        "print(\"BiGRU R2:\", r2_bigru)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ylWlws4Wfr6R",
        "outputId": "a79b6415-6055-4575-879c-74963d96f373"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "BiGRU MSE: 31.158556547385032\n",
            "BiGRU RMSE: 5.581985000641351\n",
            "BiGRU MAE: 4.617161188658847\n",
            "BiGRU R2: 0.9140574597624437\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(10,5))\n",
        "plt.plot(history_bigru.history['loss'], label='Training Loss')\n",
        "plt.plot(history_bigru.history['val_loss'], label='Validation Loss')\n",
        "\n",
        "plt.title('BiGRU Learning Curve (Loss) Bi-GRU')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Loss (MSE)')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "C8n-xJzXbkbt",
        "outputId": "dc4130fc-dfa8-4213-92b9-14bdfcc52c01"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred_bigru = model_bigru.predict(X_test)\n",
        "\n",
        "# If scaling was used:\n",
        "# y_test_inv = scaler.inverse_transform(y_test.reshape(-1,1))\n",
        "# y_pred_bigru_inv = scaler.inverse_transform(y_pred_bigru)\n",
        "\n",
        "plt.figure(figsize=(10,5))\n",
        "plt.plot(y_test, label='Actual Price')\n",
        "plt.plot(y_pred_bigru, label='Predicted Price')\n",
        "\n",
        "plt.title('BiGRU: Actual vs Predicted Stock Price')\n",
        "plt.xlabel('Time')\n",
        "plt.ylabel('Stock Price')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        },
        "id": "pE_OxYaZbpI4",
        "outputId": "f1be50c1-aa00-49ce-c549-f1aad2232365"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m14/14\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 11ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **CNN–LSTM Model**"
      ],
      "metadata": {
        "id": "E4931G6sg_MZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Conv1D, MaxPooling1D, LSTM, Dense, Dropout\n",
        "from tensorflow.keras.optimizers import Adam"
      ],
      "metadata": {
        "id": "I3teEjT4g6oy"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model_cnn_lstm = Sequential()\n",
        "\n",
        "# CNN layer (feature extraction)\n",
        "model_cnn_lstm.add(Conv1D(\n",
        "    filters=64,\n",
        "    kernel_size=3,\n",
        "    activation='relu',\n",
        "    input_shape=(X_train.shape[1], X_train.shape[2])\n",
        "))\n",
        "\n",
        "# Pooling layer\n",
        "model_cnn_lstm.add(MaxPooling1D(pool_size=2))\n",
        "\n",
        "# LSTM layer (temporal learning)\n",
        "model_cnn_lstm.add(LSTM(64, return_sequences=False))\n",
        "\n",
        "# Dropout (prevent overfitting)\n",
        "model_cnn_lstm.add(Dropout(0.3))\n",
        "\n",
        "# Output layer\n",
        "model_cnn_lstm.add(Dense(1))\n",
        "\n",
        "# Compile\n",
        "model_cnn_lstm.compile(\n",
        "    optimizer=Adam(learning_rate=0.001),\n",
        "    loss='mean_squared_error'\n",
        ")\n",
        "\n",
        "model_cnn_lstm.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "nYjP4IHThC1Q",
        "outputId": "d9d3b743-bd7a-4d0e-fb69-7761db86fb35"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"sequential_2\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_2\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ conv1d (\u001b[38;5;33mConv1D\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m58\u001b[0m, \u001b[38;5;34m64\u001b[0m)         │         \u001b[38;5;34m2,368\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling1d (\u001b[38;5;33mMaxPooling1D\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m29\u001b[0m, \u001b[38;5;34m64\u001b[0m)         │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ lstm_2 (\u001b[38;5;33mLSTM\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)             │        \u001b[38;5;34m33,024\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_4 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)             │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_2 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │            \u001b[38;5;34m65\u001b[0m │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ conv1d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv1D</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">58</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)         │         <span style=\"color: #00af00; text-decoration-color: #00af00\">2,368</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ max_pooling1d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling1D</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">29</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)         │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ lstm_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)             │        <span style=\"color: #00af00; text-decoration-color: #00af00\">33,024</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)             │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)              │            <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span> │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m35,457\u001b[0m (138.50 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">35,457</span> (138.50 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m35,457\u001b[0m (138.50 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">35,457</span> (138.50 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "history_cnn_lstm = model_cnn_lstm.fit(\n",
        "    X_train, y_train,\n",
        "    epochs=30,\n",
        "    batch_size=32,\n",
        "    validation_data=(X_test, y_test)\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AEV4MjFshEaS",
        "outputId": "a5ec6e94-2071-4190-9584-8a2f48b809a9"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 13ms/step - loss: 0.0147 - val_loss: 0.0014\n",
            "Epoch 2/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - loss: 0.0033 - val_loss: 0.0019\n",
            "Epoch 3/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0022 - val_loss: 0.0054\n",
            "Epoch 4/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 12ms/step - loss: 0.0020 - val_loss: 0.0023\n",
            "Epoch 5/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 12ms/step - loss: 0.0018 - val_loss: 0.0017\n",
            "Epoch 6/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 10ms/step - loss: 0.0015 - val_loss: 0.0023\n",
            "Epoch 7/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0017 - val_loss: 0.0016\n",
            "Epoch 8/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0018 - val_loss: 0.0014\n",
            "Epoch 9/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0016 - val_loss: 0.0013\n",
            "Epoch 10/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0014 - val_loss: 0.0011\n",
            "Epoch 11/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 8ms/step - loss: 0.0013 - val_loss: 0.0012\n",
            "Epoch 12/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0014 - val_loss: 0.0015\n",
            "Epoch 13/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0014 - val_loss: 0.0016\n",
            "Epoch 14/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - loss: 0.0015 - val_loss: 0.0022\n",
            "Epoch 15/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - loss: 0.0014 - val_loss: 0.0025\n",
            "Epoch 16/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 9ms/step - loss: 0.0013 - val_loss: 0.0013\n",
            "Epoch 17/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - loss: 0.0012 - val_loss: 0.0016\n",
            "Epoch 18/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 9ms/step - loss: 0.0012 - val_loss: 0.0015\n",
            "Epoch 19/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - loss: 0.0011 - val_loss: 0.0010\n",
            "Epoch 20/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 9ms/step - loss: 0.0012 - val_loss: 0.0010\n",
            "Epoch 21/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 8ms/step - loss: 0.0013 - val_loss: 0.0010\n",
            "Epoch 22/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 8ms/step - loss: 0.0012 - val_loss: 9.6374e-04\n",
            "Epoch 23/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 8.9013e-04 - val_loss: 0.0012\n",
            "Epoch 24/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0011 - val_loss: 0.0012\n",
            "Epoch 25/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0012 - val_loss: 0.0021\n",
            "Epoch 26/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 12ms/step - loss: 0.0010 - val_loss: 8.8938e-04\n",
            "Epoch 27/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 12ms/step - loss: 0.0013 - val_loss: 0.0028\n",
            "Epoch 28/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 13ms/step - loss: 9.8356e-04 - val_loss: 0.0019\n",
            "Epoch 29/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - loss: 0.0011 - val_loss: 0.0017\n",
            "Epoch 30/30\n",
            "\u001b[1m53/53\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - loss: 0.0012 - val_loss: 0.0013\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cnn_lstm_pred = model_cnn_lstm.predict(X_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1hsKSpFghG7c",
        "outputId": "95f4c612-de20-4293-9a9c-c2c4a7a0db54"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m14/14\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 12ms/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dummy = np.zeros((len(cnn_lstm_pred), scaled_data.shape[1]))\n",
        "dummy[:, 0] = cnn_lstm_pred[:, 0]\n",
        "\n",
        "cnn_lstm_pred_rescaled = scaler.inverse_transform(dummy)[:, 0]"
      ],
      "metadata": {
        "id": "BhiwgrFKhIbE"
      },
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
        "\n",
        "mse_cnn_lstm = mean_squared_error(y_test_rescaled, cnn_lstm_pred_rescaled)\n",
        "rmse_cnn_lstm = np.sqrt(mse_cnn_lstm)\n",
        "mae_cnn_lstm = mean_absolute_error(y_test_rescaled, cnn_lstm_pred_rescaled)\n",
        "r2_cnn_lstm = r2_score(y_test_rescaled, cnn_lstm_pred_rescaled)\n",
        "\n",
        "print(\"CNN-LSTM MSE:\", mse_cnn_lstm)\n",
        "print(\"CNN-LSTM RMSE:\", rmse_cnn_lstm)\n",
        "print(\"CNN-LSTM MAE:\", mae_cnn_lstm)\n",
        "print(\"CNN-LSTM R2:\", r2_cnn_lstm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eNMw65QYhKTW",
        "outputId": "9c2adbba-1ec4-4d52-e517-35f9e8dff07c"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CNN-LSTM MSE: 39.72803252975268\n",
            "CNN-LSTM RMSE: 6.303017731987804\n",
            "CNN-LSTM MAE: 5.284655239130167\n",
            "CNN-LSTM R2: 0.8904208534482397\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(10,5))\n",
        "plt.plot(history_cnn_lstm.history['loss'], label='Training Loss')\n",
        "plt.plot(history_cnn_lstm.history['val_loss'], label='Validation Loss')\n",
        "\n",
        "plt.title('CNN–LSTM Learning Curve (Loss)')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Loss (MSE)')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "BjgdfNddb0Vn",
        "outputId": "121cb2ea-018e-41a8-a930-26c5efdef3d8"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred_cnn_lstm = model_cnn_lstm.predict(X_test)\n",
        "\n",
        "# If scaling was applied:\n",
        "# y_test_inv = scaler.inverse_transform(y_test.reshape(-1,1))\n",
        "# y_pred_cnn_lstm_inv = scaler.inverse_transform(y_pred_cnn_lstm)\n",
        "\n",
        "plt.figure(figsize=(10,5))\n",
        "plt.plot(y_test, label='Actual Price')\n",
        "plt.plot(y_pred_cnn_lstm, label='Predicted Price')\n",
        "\n",
        "plt.title('CNN–LSTM: Actual vs Predicted Stock Price')\n",
        "plt.xlabel('Time')\n",
        "plt.ylabel('Stock Price')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        },
        "id": "1L_IQ3g5b1-p",
        "outputId": "7d3a4f5c-2ce7-41b4-cdbe-1a1e5e1b5a70"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m14/14\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step \n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Comparison of Results**"
      ],
      "metadata": {
        "id": "QGdEr_k2b87z"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,6))\n",
        "\n",
        "plt.plot(y_test_rescaled, label='Actual')\n",
        "plt.plot(predictions_rescaled, label='LSTM')\n",
        "plt.plot(bigru_pred_rescaled, label='BiGRU')\n",
        "plt.plot(cnn_lstm_pred_rescaled, label='CNN-LSTM')\n",
        "\n",
        "plt.legend()\n",
        "plt.title(\"Model Comparison\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 545
        },
        "id": "kwie03PEhg2T",
        "outputId": "1c44ad7f-0b7c-42d4-8966-7c562946b635"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "results = pd.DataFrame({\n",
        "    'Model': ['LSTM', 'BiGRU', 'CNN-LSTM'],\n",
        "    'MSE': [mse, mse_bigru, mse_cnn_lstm],\n",
        "    'RMSE': [rmse, rmse_bigru, rmse_cnn_lstm],\n",
        "    'MAE': [mae, mae_bigru, mae_cnn_lstm],\n",
        "    'R2 Score': [r2, r2_bigru, r2_cnn_lstm]\n",
        "})\n",
        "\n",
        "print(results)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MWeW3UbMhxfV",
        "outputId": "ff245520-3464-44c7-e206-352bc0ee50f6"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "      Model        MSE      RMSE       MAE  R2 Score\n",
            "0      LSTM  26.592318  5.156774  4.240118  0.926652\n",
            "1     BiGRU  31.158557  5.581985  4.617161  0.914057\n",
            "2  CNN-LSTM  39.728033  6.303018  5.284655  0.890421\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "ax = results.set_index('Model')[['RMSE', 'MAE', 'R2 Score']].plot(kind='bar', figsize=(8,5))\n",
        "\n",
        "plt.title(\"Model Performance Comparison\")\n",
        "plt.ylabel(\"Error / Score\")\n",
        "plt.xlabel(\"Models\")\n",
        "plt.xticks(rotation=0)\n",
        "plt.legend()\n",
        "\n",
        "# Add values on top of bars\n",
        "for p in ax.patches:\n",
        "    ax.annotate(str(round(p.get_height(), 2)),\n",
        "                (p.get_x() + p.get_width() / 2., p.get_height()),\n",
        "                ha='center', va='bottom', fontsize=9)\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "0KJqKMXKh6Ma",
        "outputId": "d37eec1e-4827-4eeb-971a-cf5a5a6d152e"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}