Mar_31,_2020_to_Feb_01,_2020(dse).ipynb

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    "colab": {
      "name": "Mar 31, 2020 to Feb 01, 2020(dse).ipynb",
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      "authorship_tag": "ABX9TyOd1c/l8zPafR7QopiMODbg",
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/MedulHasan/Machine-Learning/blob/master/Mar_31%2C_2020_to_Feb_01%2C_2020(dse).ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x72I2YN1wjvR"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import math\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import LinearRegression"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DmHQHpOexd6I",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "outputId": "3a551c54-588a-4aeb-e2ff-28e0965927bc"
      },
      "source": [
        "df  = pd.read_csv('Mar-31-2020-to-Feb-01-2020.csv')\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>DATE</th>\n",
              "      <th>TRADING_CODE</th>\n",
              "      <th>LTP*</th>\n",
              "      <th>HIGH</th>\n",
              "      <th>LOW</th>\n",
              "      <th>OPENP*</th>\n",
              "      <th>CLOSEP*</th>\n",
              "      <th>YCP</th>\n",
              "      <th>TRADE</th>\n",
              "      <th>VALUE (mn)</th>\n",
              "      <th>VOLUME</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>3/25/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>13</td>\n",
              "      <td>0.048</td>\n",
              "      <td>11,670</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>3/24/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>13</td>\n",
              "      <td>0.251</td>\n",
              "      <td>61,301</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>3/23/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>8</td>\n",
              "      <td>0.468</td>\n",
              "      <td>114,124</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>3/22/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.2</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4</td>\n",
              "      <td>34</td>\n",
              "      <td>1.344</td>\n",
              "      <td>327,912</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>3/19/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1</td>\n",
              "      <td>0.001</td>\n",
              "      <td>200</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",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22377</th>\n",
              "      <td>22378</td>\n",
              "      <td>2/6/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.1</td>\n",
              "      <td>42.9</td>\n",
              "      <td>40.1</td>\n",
              "      <td>42.9</td>\n",
              "      <td>40.8</td>\n",
              "      <td>40.8</td>\n",
              "      <td>24</td>\n",
              "      <td>0.310</td>\n",
              "      <td>7,601</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22378</th>\n",
              "      <td>22379</td>\n",
              "      <td>2/5/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.6</td>\n",
              "      <td>42.8</td>\n",
              "      <td>40.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>40.8</td>\n",
              "      <td>40.5</td>\n",
              "      <td>115</td>\n",
              "      <td>0.633</td>\n",
              "      <td>15,310</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22379</th>\n",
              "      <td>22380</td>\n",
              "      <td>2/4/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.6</td>\n",
              "      <td>41.9</td>\n",
              "      <td>39.2</td>\n",
              "      <td>41.9</td>\n",
              "      <td>40.5</td>\n",
              "      <td>40.1</td>\n",
              "      <td>9</td>\n",
              "      <td>0.025</td>\n",
              "      <td>615</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22380</th>\n",
              "      <td>22381</td>\n",
              "      <td>2/3/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.4</td>\n",
              "      <td>41.4</td>\n",
              "      <td>38.2</td>\n",
              "      <td>41.4</td>\n",
              "      <td>40.1</td>\n",
              "      <td>40.9</td>\n",
              "      <td>34</td>\n",
              "      <td>0.259</td>\n",
              "      <td>6,418</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22381</th>\n",
              "      <td>22382</td>\n",
              "      <td>2/2/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.1</td>\n",
              "      <td>43.9</td>\n",
              "      <td>40.1</td>\n",
              "      <td>43.9</td>\n",
              "      <td>40.9</td>\n",
              "      <td>41.3</td>\n",
              "      <td>12</td>\n",
              "      <td>0.070</td>\n",
              "      <td>1,720</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>22382 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          ID       DATE TRADING_CODE  LTP*  ...   YCP TRADE VALUE (mn)   VOLUME\n",
              "0          1  3/25/2020   1JANATAMF    4.1  ...   4.1    13      0.048   11,670\n",
              "1          2  3/24/2020   1JANATAMF    4.1  ...   4.1    13      0.251   61,301\n",
              "2          3  3/23/2020   1JANATAMF    4.1  ...   4.1     8      0.468  114,124\n",
              "3          4  3/22/2020   1JANATAMF    4.1  ...     4    34      1.344  327,912\n",
              "4          5  3/19/2020   1JANATAMF      4  ...   3.9     1      0.001      200\n",
              "...      ...        ...          ...   ...  ...   ...   ...        ...      ...\n",
              "22377  22378   2/6/2020  ZEALBANGLA   40.1  ...  40.8    24      0.310    7,601\n",
              "22378  22379   2/5/2020  ZEALBANGLA   40.6  ...  40.5   115      0.633   15,310\n",
              "22379  22380   2/4/2020  ZEALBANGLA   40.6  ...  40.1     9      0.025      615\n",
              "22380  22381   2/3/2020  ZEALBANGLA   40.4  ...  40.9    34      0.259    6,418\n",
              "22381  22382   2/2/2020  ZEALBANGLA   40.1  ...  41.3    12      0.070    1,720\n",
              "\n",
              "[22382 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QPn4zZwttnPS"
      },
      "source": [
        "# Plot just one Company data which Trading code is \"1JANATAMF\""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Uad_rrRnfDLZ"
      },
      "source": [
        "#df['TRADING_CODE'].unique()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KK5tekhnVP9R",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ff2176e3-8ae9-4807-c1da-2a68a55b8209"
      },
      "source": [
        "fig = df[df.ID <= 38]\n",
        "fig.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(38, 12)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M17fT-AcWai6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537
        },
        "outputId": "f6189398-5e45-4ba5-c6ce-a1a6c5d49d70"
      },
      "source": [
        "#visulize the closing price\n",
        "plt.figure(figsize=(16,8))\n",
        "plt.title('Close Price History', fontsize=16)\n",
        "plt.plot(fig['CLOSEP*']) #, label=df_fig\n",
        "plt.legend(loc=\"upper left\", fontsize=16)\n",
        "plt.xlabel('Days', fontsize=16)\n",
        "plt.ylabel(('Close price'), fontsize=16)\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "No handles with labels found to put in legend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VGIJEWpW1ehJ"
      },
      "source": [
        "# Data Preprocessing"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uL9rXIK-x-34",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7d8724f0-a9a4-4f73-a0f2-3d26a2b17270"
      },
      "source": [
        "df.isnull().sum()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "ID              0\n",
              "DATE            0\n",
              "TRADING_CODE    0\n",
              "LTP*            0\n",
              "HIGH            0\n",
              "LOW             0\n",
              "OPENP*          0\n",
              "CLOSEP*         0\n",
              "YCP             0\n",
              "TRADE           0\n",
              "VALUE (mn)      0\n",
              "VOLUME          0\n",
              "dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0TeB4Wbf1IfW"
      },
      "source": [
        "from sklearn.preprocessing import OneHotEncoder"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BtpP2Fb01snV",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 438
        },
        "outputId": "247faf25-5f18-4a86-9352-1ee61d4ba2b9"
      },
      "source": [
        "dummie = pd.get_dummies(df.TRADING_CODE)\n",
        "dummie"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>1JANATAMF</th>\n",
              "      <th>1STPRIMFMF</th>\n",
              "      <th>AAMRANET</th>\n",
              "      <th>AAMRATECH</th>\n",
              "      <th>ABB1STMF</th>\n",
              "      <th>ABBANK</th>\n",
              "      <th>ACFL</th>\n",
              "      <th>ACI</th>\n",
              "      <th>ACIFORMULA</th>\n",
              "      <th>ACMELAB</th>\n",
              "      <th>ACTIVEFINE</th>\n",
              "      <th>ADNTEL</th>\n",
              "      <th>ADVENT</th>\n",
              "      <th>AFCAGRO</th>\n",
              "      <th>AFTABAUTO</th>\n",
              "      <th>AGNISYSL</th>\n",
              "      <th>AGRANINS</th>\n",
              "      <th>AIBL1STIMF</th>\n",
              "      <th>AIL</th>\n",
              "      <th>AL-HAJTEX</th>\n",
              "      <th>ALARABANK</th>\n",
              "      <th>ALIF</th>\n",
              "      <th>ALLTEX</th>\n",
              "      <th>AMANFEED</th>\n",
              "      <th>AMBEEPHA</th>\n",
              "      <th>AMCL(PRAN)</th>\n",
              "      <th>ANLIMAYARN</th>\n",
              "      <th>ANWARGALV</th>\n",
              "      <th>APEXFOODS</th>\n",
              "      <th>APEXFOOT</th>\n",
              "      <th>APEXSPINN</th>\n",
              "      <th>APEXTANRY</th>\n",
              "      <th>APOLOISPAT</th>\n",
              "      <th>APSCLBOND</th>\n",
              "      <th>ARAMIT</th>\n",
              "      <th>ARAMITCEM</th>\n",
              "      <th>ARGONDENIM</th>\n",
              "      <th>ASIAINS</th>\n",
              "      <th>ASIAPACINS</th>\n",
              "      <th>ATCSLGF</th>\n",
              "      <th>...</th>\n",
              "      <th>T5Y1012</th>\n",
              "      <th>T5Y1013</th>\n",
              "      <th>T5Y1014</th>\n",
              "      <th>T5Y1015</th>\n",
              "      <th>T5Y1111</th>\n",
              "      <th>T5Y1112</th>\n",
              "      <th>T5Y1113</th>\n",
              "      <th>T5Y1114</th>\n",
              "      <th>T5Y1115</th>\n",
              "      <th>T5Y1211</th>\n",
              "      <th>T5Y1212</th>\n",
              "      <th>T5Y1213</th>\n",
              "      <th>T5Y1214</th>\n",
              "      <th>T5Y1215</th>\n",
              "      <th>TAKAFULINS</th>\n",
              "      <th>TALLUSPIN</th>\n",
              "      <th>TITASGAS</th>\n",
              "      <th>TOSRIFA</th>\n",
              "      <th>TRUSTB1MF</th>\n",
              "      <th>TRUSTBANK</th>\n",
              "      <th>TUNGHAI</th>\n",
              "      <th>UCB</th>\n",
              "      <th>UNIONCAP</th>\n",
              "      <th>UNIQUEHRL</th>\n",
              "      <th>UNITEDAIR</th>\n",
              "      <th>UNITEDFIN</th>\n",
              "      <th>UNITEDINS</th>\n",
              "      <th>UPGDCL</th>\n",
              "      <th>USMANIAGL</th>\n",
              "      <th>UTTARABANK</th>\n",
              "      <th>UTTARAFIN</th>\n",
              "      <th>VAMLBDMF1</th>\n",
              "      <th>VAMLRBBF</th>\n",
              "      <th>VFSTDL</th>\n",
              "      <th>WATACHEM</th>\n",
              "      <th>WMSHIPYARD</th>\n",
              "      <th>YPL</th>\n",
              "      <th>ZAHEENSPIN</th>\n",
              "      <th>ZAHINTEX</th>\n",
              "      <th>ZEALBANGLA</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
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              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <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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              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
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              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>22382 rows × 589 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       1JANATAMF   1STPRIMFMF   AAMRANET   ...  ZAHEENSPIN   ZAHINTEX   ZEALBANGLA \n",
              "0               1            0          0  ...            0          0            0\n",
              "1               1            0          0  ...            0          0            0\n",
              "2               1            0          0  ...            0          0            0\n",
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              "4               1            0          0  ...            0          0            0\n",
              "...           ...          ...        ...  ...          ...        ...          ...\n",
              "22377           0            0          0  ...            0          0            1\n",
              "22378           0            0          0  ...            0          0            1\n",
              "22379           0            0          0  ...            0          0            1\n",
              "22380           0            0          0  ...            0          0            1\n",
              "22381           0            0          0  ...            0          0            1\n",
              "\n",
              "[22382 rows x 589 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PHhwWnvx2oRB",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5811db4e-10a4-4e9b-f41c-32a8cc24718f"
      },
      "source": [
        "dummie.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(22382, 589)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G0ISID-Q3NDE",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 438
        },
        "outputId": "b883a484-ed79-486c-ae0a-2a895bb622cf"
      },
      "source": [
        "marge = pd.concat([df, dummie], axis='columns')\n",
        "marge"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>DATE</th>\n",
              "      <th>TRADING_CODE</th>\n",
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              "      <th>AAMRANET</th>\n",
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              "      <th>ACI</th>\n",
              "      <th>ACIFORMULA</th>\n",
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              "      <th>ALIF</th>\n",
              "      <th>ALLTEX</th>\n",
              "      <th>AMANFEED</th>\n",
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              "      <th>T5Y1012</th>\n",
              "      <th>T5Y1013</th>\n",
              "      <th>T5Y1014</th>\n",
              "      <th>T5Y1015</th>\n",
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              "      <th>T5Y1113</th>\n",
              "      <th>T5Y1114</th>\n",
              "      <th>T5Y1115</th>\n",
              "      <th>T5Y1211</th>\n",
              "      <th>T5Y1212</th>\n",
              "      <th>T5Y1213</th>\n",
              "      <th>T5Y1214</th>\n",
              "      <th>T5Y1215</th>\n",
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              "      <th>TRUSTBANK</th>\n",
              "      <th>TUNGHAI</th>\n",
              "      <th>UCB</th>\n",
              "      <th>UNIONCAP</th>\n",
              "      <th>UNIQUEHRL</th>\n",
              "      <th>UNITEDAIR</th>\n",
              "      <th>UNITEDFIN</th>\n",
              "      <th>UNITEDINS</th>\n",
              "      <th>UPGDCL</th>\n",
              "      <th>USMANIAGL</th>\n",
              "      <th>UTTARABANK</th>\n",
              "      <th>UTTARAFIN</th>\n",
              "      <th>VAMLBDMF1</th>\n",
              "      <th>VAMLRBBF</th>\n",
              "      <th>VFSTDL</th>\n",
              "      <th>WATACHEM</th>\n",
              "      <th>WMSHIPYARD</th>\n",
              "      <th>YPL</th>\n",
              "      <th>ZAHEENSPIN</th>\n",
              "      <th>ZAHINTEX</th>\n",
              "      <th>ZEALBANGLA</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
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              "      <td>3/25/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
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              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>3/24/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>13</td>\n",
              "      <td>0.251</td>\n",
              "      <td>61,301</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>3/23/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>8</td>\n",
              "      <td>0.468</td>\n",
              "      <td>114,124</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>3/22/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.2</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4</td>\n",
              "      <td>34</td>\n",
              "      <td>1.344</td>\n",
              "      <td>327,912</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>3/19/2020</td>\n",
              "      <td>1JANATAMF</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1</td>\n",
              "      <td>0.001</td>\n",
              "      <td>200</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</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",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22377</th>\n",
              "      <td>22378</td>\n",
              "      <td>2/6/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.1</td>\n",
              "      <td>42.9</td>\n",
              "      <td>40.1</td>\n",
              "      <td>42.9</td>\n",
              "      <td>40.8</td>\n",
              "      <td>40.8</td>\n",
              "      <td>24</td>\n",
              "      <td>0.310</td>\n",
              "      <td>7,601</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22378</th>\n",
              "      <td>22379</td>\n",
              "      <td>2/5/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.6</td>\n",
              "      <td>42.8</td>\n",
              "      <td>40.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>40.8</td>\n",
              "      <td>40.5</td>\n",
              "      <td>115</td>\n",
              "      <td>0.633</td>\n",
              "      <td>15,310</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>22379</th>\n",
              "      <td>22380</td>\n",
              "      <td>2/4/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.6</td>\n",
              "      <td>41.9</td>\n",
              "      <td>39.2</td>\n",
              "      <td>41.9</td>\n",
              "      <td>40.5</td>\n",
              "      <td>40.1</td>\n",
              "      <td>9</td>\n",
              "      <td>0.025</td>\n",
              "      <td>615</td>\n",
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              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>22380</th>\n",
              "      <td>22381</td>\n",
              "      <td>2/3/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.4</td>\n",
              "      <td>41.4</td>\n",
              "      <td>38.2</td>\n",
              "      <td>41.4</td>\n",
              "      <td>40.1</td>\n",
              "      <td>40.9</td>\n",
              "      <td>34</td>\n",
              "      <td>0.259</td>\n",
              "      <td>6,418</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22381</th>\n",
              "      <td>22382</td>\n",
              "      <td>2/2/2020</td>\n",
              "      <td>ZEALBANGLA</td>\n",
              "      <td>40.1</td>\n",
              "      <td>43.9</td>\n",
              "      <td>40.1</td>\n",
              "      <td>43.9</td>\n",
              "      <td>40.9</td>\n",
              "      <td>41.3</td>\n",
              "      <td>12</td>\n",
              "      <td>0.070</td>\n",
              "      <td>1,720</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>22382 rows × 601 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          ID       DATE TRADING_CODE  ... ZAHEENSPIN  ZAHINTEX  ZEALBANGLA \n",
              "0          1  3/25/2020   1JANATAMF   ...           0         0           0\n",
              "1          2  3/24/2020   1JANATAMF   ...           0         0           0\n",
              "2          3  3/23/2020   1JANATAMF   ...           0         0           0\n",
              "3          4  3/22/2020   1JANATAMF   ...           0         0           0\n",
              "4          5  3/19/2020   1JANATAMF   ...           0         0           0\n",
              "...      ...        ...          ...  ...         ...       ...         ...\n",
              "22377  22378   2/6/2020  ZEALBANGLA   ...           0         0           1\n",
              "22378  22379   2/5/2020  ZEALBANGLA   ...           0         0           1\n",
              "22379  22380   2/4/2020  ZEALBANGLA   ...           0         0           1\n",
              "22380  22381   2/3/2020  ZEALBANGLA   ...           0         0           1\n",
              "22381  22382   2/2/2020  ZEALBANGLA   ...           0         0           1\n",
              "\n",
              "[22382 rows x 601 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sVPSYbgN3i6p",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 438
        },
        "outputId": "3fdd599e-1ca6-4cea-f4ef-1ed885b8386d"
      },
      "source": [
        "final_df = marge.drop(['TRADING_CODE'], axis='columns')\n",
        "final_df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>DATE</th>\n",
              "      <th>LTP*</th>\n",
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              "      <th>AAMRANET</th>\n",
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              "      <th>ACI</th>\n",
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              "      <th>AGNISYSL</th>\n",
              "      <th>AGRANINS</th>\n",
              "      <th>AIBL1STIMF</th>\n",
              "      <th>AIL</th>\n",
              "      <th>AL-HAJTEX</th>\n",
              "      <th>ALARABANK</th>\n",
              "      <th>ALIF</th>\n",
              "      <th>ALLTEX</th>\n",
              "      <th>AMANFEED</th>\n",
              "      <th>AMBEEPHA</th>\n",
              "      <th>AMCL(PRAN)</th>\n",
              "      <th>ANLIMAYARN</th>\n",
              "      <th>ANWARGALV</th>\n",
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              "      <th>...</th>\n",
              "      <th>T5Y1012</th>\n",
              "      <th>T5Y1013</th>\n",
              "      <th>T5Y1014</th>\n",
              "      <th>T5Y1015</th>\n",
              "      <th>T5Y1111</th>\n",
              "      <th>T5Y1112</th>\n",
              "      <th>T5Y1113</th>\n",
              "      <th>T5Y1114</th>\n",
              "      <th>T5Y1115</th>\n",
              "      <th>T5Y1211</th>\n",
              "      <th>T5Y1212</th>\n",
              "      <th>T5Y1213</th>\n",
              "      <th>T5Y1214</th>\n",
              "      <th>T5Y1215</th>\n",
              "      <th>TAKAFULINS</th>\n",
              "      <th>TALLUSPIN</th>\n",
              "      <th>TITASGAS</th>\n",
              "      <th>TOSRIFA</th>\n",
              "      <th>TRUSTB1MF</th>\n",
              "      <th>TRUSTBANK</th>\n",
              "      <th>TUNGHAI</th>\n",
              "      <th>UCB</th>\n",
              "      <th>UNIONCAP</th>\n",
              "      <th>UNIQUEHRL</th>\n",
              "      <th>UNITEDAIR</th>\n",
              "      <th>UNITEDFIN</th>\n",
              "      <th>UNITEDINS</th>\n",
              "      <th>UPGDCL</th>\n",
              "      <th>USMANIAGL</th>\n",
              "      <th>UTTARABANK</th>\n",
              "      <th>UTTARAFIN</th>\n",
              "      <th>VAMLBDMF1</th>\n",
              "      <th>VAMLRBBF</th>\n",
              "      <th>VFSTDL</th>\n",
              "      <th>WATACHEM</th>\n",
              "      <th>WMSHIPYARD</th>\n",
              "      <th>YPL</th>\n",
              "      <th>ZAHEENSPIN</th>\n",
              "      <th>ZAHINTEX</th>\n",
              "      <th>ZEALBANGLA</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>3/25/2020</td>\n",
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              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>13</td>\n",
              "      <td>0.048</td>\n",
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              "      <td>3/24/2020</td>\n",
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              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>3/23/2020</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>8</td>\n",
              "      <td>0.468</td>\n",
              "      <td>114,124</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>3/22/2020</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.2</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4</td>\n",
              "      <td>34</td>\n",
              "      <td>1.344</td>\n",
              "      <td>327,912</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>3/19/2020</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1</td>\n",
              "      <td>0.001</td>\n",
              "      <td>200</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</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",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22377</th>\n",
              "      <td>22378</td>\n",
              "      <td>2/6/2020</td>\n",
              "      <td>40.1</td>\n",
              "      <td>42.9</td>\n",
              "      <td>40.1</td>\n",
              "      <td>42.9</td>\n",
              "      <td>40.8</td>\n",
              "      <td>40.8</td>\n",
              "      <td>24</td>\n",
              "      <td>0.310</td>\n",
              "      <td>7,601</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22378</th>\n",
              "      <td>22379</td>\n",
              "      <td>2/5/2020</td>\n",
              "      <td>40.6</td>\n",
              "      <td>42.8</td>\n",
              "      <td>40.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>40.8</td>\n",
              "      <td>40.5</td>\n",
              "      <td>115</td>\n",
              "      <td>0.633</td>\n",
              "      <td>15,310</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22379</th>\n",
              "      <td>22380</td>\n",
              "      <td>2/4/2020</td>\n",
              "      <td>40.6</td>\n",
              "      <td>41.9</td>\n",
              "      <td>39.2</td>\n",
              "      <td>41.9</td>\n",
              "      <td>40.5</td>\n",
              "      <td>40.1</td>\n",
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              "    <tr>\n",
              "      <th>22380</th>\n",
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              "      <td>41.4</td>\n",
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              "      <td>41.4</td>\n",
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              "      <td>34</td>\n",
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              "    <tr>\n",
              "      <th>22381</th>\n",
              "      <td>22382</td>\n",
              "      <td>2/2/2020</td>\n",
              "      <td>40.1</td>\n",
              "      <td>43.9</td>\n",
              "      <td>40.1</td>\n",
              "      <td>43.9</td>\n",
              "      <td>40.9</td>\n",
              "      <td>41.3</td>\n",
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              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>22382 rows × 600 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          ID       DATE  LTP*  HIGH  ... YPL  ZAHEENSPIN  ZAHINTEX  ZEALBANGLA \n",
              "0          1  3/25/2020   4.1   4.1  ...    0           0         0           0\n",
              "1          2  3/24/2020   4.1   4.1  ...    0           0         0           0\n",
              "2          3  3/23/2020   4.1   4.1  ...    0           0         0           0\n",
              "3          4  3/22/2020   4.1   4.2  ...    0           0         0           0\n",
              "4          5  3/19/2020     4     4  ...    0           0         0           0\n",
              "...      ...        ...   ...   ...  ...  ...         ...       ...         ...\n",
              "22377  22378   2/6/2020  40.1  42.9  ...    0           0         0           1\n",
              "22378  22379   2/5/2020  40.6  42.8  ...    0           0         0           1\n",
              "22379  22380   2/4/2020  40.6  41.9  ...    0           0         0           1\n",
              "22380  22381   2/3/2020  40.4  41.4  ...    0           0         0           1\n",
              "22381  22382   2/2/2020  40.1  43.9  ...    0           0         0           1\n",
              "\n",
              "[22382 rows x 600 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1xlSnPE2WbnS"
      },
      "source": [
        "final_df = final_df.replace('[^\\d.]', '', regex=True).astype(float)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BXZrkTpeXgmj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 261
        },
        "outputId": "a2888a11-6319-47a0-93b5-26b667bb7a93"
      },
      "source": [
        "final_df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3.0</td>\n",
              "      <td>3232020.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.468</td>\n",
              "      <td>114124.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4.0</td>\n",
              "      <td>3222020.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.2</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>1.344</td>\n",
              "      <td>327912.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5.0</td>\n",
              "      <td>3192020.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.001</td>\n",
              "      <td>200.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 600 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    ID       DATE  LTP*  HIGH  ...  YPL   ZAHEENSPIN   ZAHINTEX   ZEALBANGLA \n",
              "0  1.0  3252020.0   4.1   4.1  ...   0.0          0.0        0.0          0.0\n",
              "1  2.0  3242020.0   4.1   4.1  ...   0.0          0.0        0.0          0.0\n",
              "2  3.0  3232020.0   4.1   4.1  ...   0.0          0.0        0.0          0.0\n",
              "3  4.0  3222020.0   4.1   4.2  ...   0.0          0.0        0.0          0.0\n",
              "4  5.0  3192020.0   4.0   4.0  ...   0.0          0.0        0.0          0.0\n",
              "\n",
              "[5 rows x 600 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pE3E3-jdXohE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "02287ed9-22b4-4bca-8d86-cc829fe65ea1"
      },
      "source": [
        "final_df.dtypes"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "ID             float64\n",
              "DATE           float64\n",
              "LTP*           float64\n",
              "HIGH           float64\n",
              "LOW            float64\n",
              "                ...   \n",
              "WMSHIPYARD     float64\n",
              "YPL            float64\n",
              "ZAHEENSPIN     float64\n",
              "ZAHINTEX       float64\n",
              "ZEALBANGLA     float64\n",
              "Length: 600, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pe3LPtIb4OSM"
      },
      "source": [
        "# Split Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5K-FIjtk4mIH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 261
        },
        "outputId": "d92ad81e-dd7d-4c67-ae7d-a53047ab39db"
      },
      "source": [
        "x = final_df.drop(['CLOSEP*'], axis=1)\n",
        "x.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>DATE</th>\n",
              "      <th>LTP*</th>\n",
              "      <th>HIGH</th>\n",
              "      <th>LOW</th>\n",
              "      <th>OPENP*</th>\n",
              "      <th>YCP</th>\n",
              "      <th>TRADE</th>\n",
              "      <th>VALUE (mn)</th>\n",
              "      <th>VOLUME</th>\n",
              "      <th>1JANATAMF</th>\n",
              "      <th>1STPRIMFMF</th>\n",
              "      <th>AAMRANET</th>\n",
              "      <th>AAMRATECH</th>\n",
              "      <th>ABB1STMF</th>\n",
              "      <th>ABBANK</th>\n",
              "      <th>ACFL</th>\n",
              "      <th>ACI</th>\n",
              "      <th>ACIFORMULA</th>\n",
              "      <th>ACMELAB</th>\n",
              "      <th>ACTIVEFINE</th>\n",
              "      <th>ADNTEL</th>\n",
              "      <th>ADVENT</th>\n",
              "      <th>AFCAGRO</th>\n",
              "      <th>AFTABAUTO</th>\n",
              "      <th>AGNISYSL</th>\n",
              "      <th>AGRANINS</th>\n",
              "      <th>AIBL1STIMF</th>\n",
              "      <th>AIL</th>\n",
              "      <th>AL-HAJTEX</th>\n",
              "      <th>ALARABANK</th>\n",
              "      <th>ALIF</th>\n",
              "      <th>ALLTEX</th>\n",
              "      <th>AMANFEED</th>\n",
              "      <th>AMBEEPHA</th>\n",
              "      <th>AMCL(PRAN)</th>\n",
              "      <th>ANLIMAYARN</th>\n",
              "      <th>ANWARGALV</th>\n",
              "      <th>APEXFOODS</th>\n",
              "      <th>APEXFOOT</th>\n",
              "      <th>...</th>\n",
              "      <th>T5Y1012</th>\n",
              "      <th>T5Y1013</th>\n",
              "      <th>T5Y1014</th>\n",
              "      <th>T5Y1015</th>\n",
              "      <th>T5Y1111</th>\n",
              "      <th>T5Y1112</th>\n",
              "      <th>T5Y1113</th>\n",
              "      <th>T5Y1114</th>\n",
              "      <th>T5Y1115</th>\n",
              "      <th>T5Y1211</th>\n",
              "      <th>T5Y1212</th>\n",
              "      <th>T5Y1213</th>\n",
              "      <th>T5Y1214</th>\n",
              "      <th>T5Y1215</th>\n",
              "      <th>TAKAFULINS</th>\n",
              "      <th>TALLUSPIN</th>\n",
              "      <th>TITASGAS</th>\n",
              "      <th>TOSRIFA</th>\n",
              "      <th>TRUSTB1MF</th>\n",
              "      <th>TRUSTBANK</th>\n",
              "      <th>TUNGHAI</th>\n",
              "      <th>UCB</th>\n",
              "      <th>UNIONCAP</th>\n",
              "      <th>UNIQUEHRL</th>\n",
              "      <th>UNITEDAIR</th>\n",
              "      <th>UNITEDFIN</th>\n",
              "      <th>UNITEDINS</th>\n",
              "      <th>UPGDCL</th>\n",
              "      <th>USMANIAGL</th>\n",
              "      <th>UTTARABANK</th>\n",
              "      <th>UTTARAFIN</th>\n",
              "      <th>VAMLBDMF1</th>\n",
              "      <th>VAMLRBBF</th>\n",
              "      <th>VFSTDL</th>\n",
              "      <th>WATACHEM</th>\n",
              "      <th>WMSHIPYARD</th>\n",
              "      <th>YPL</th>\n",
              "      <th>ZAHEENSPIN</th>\n",
              "      <th>ZAHINTEX</th>\n",
              "      <th>ZEALBANGLA</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
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              "      <td>1.0</td>\n",
              "      <td>3252020.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>13.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2.0</td>\n",
              "      <td>3242020.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.251</td>\n",
              "      <td>61301.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3.0</td>\n",
              "      <td>3232020.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.468</td>\n",
              "      <td>114124.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4.0</td>\n",
              "      <td>3222020.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.2</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.1</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>1.344</td>\n",
              "      <td>327912.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5.0</td>\n",
              "      <td>3192020.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.001</td>\n",
              "      <td>200.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 599 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    ID       DATE  LTP*  HIGH  ...  YPL   ZAHEENSPIN   ZAHINTEX   ZEALBANGLA \n",
              "0  1.0  3252020.0   4.1   4.1  ...   0.0          0.0        0.0          0.0\n",
              "1  2.0  3242020.0   4.1   4.1  ...   0.0          0.0        0.0          0.0\n",
              "2  3.0  3232020.0   4.1   4.1  ...   0.0          0.0        0.0          0.0\n",
              "3  4.0  3222020.0   4.1   4.2  ...   0.0          0.0        0.0          0.0\n",
              "4  5.0  3192020.0   4.0   4.0  ...   0.0          0.0        0.0          0.0\n",
              "\n",
              "[5 rows x 599 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5MJsow6J42QA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "outputId": "784d41bf-7f8c-4fd1-ccc8-c0acc43d2c07"
      },
      "source": [
        "y = final_df.filter(['CLOSEP*'])\n",
        "y"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CLOSEP*</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>4.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>4.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>4.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22377</th>\n",
              "      <td>40.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22378</th>\n",
              "      <td>40.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22379</th>\n",
              "      <td>40.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22380</th>\n",
              "      <td>40.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22381</th>\n",
              "      <td>40.9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>22382 rows × 1 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       CLOSEP*\n",
              "0          4.1\n",
              "1          4.1\n",
              "2          4.1\n",
              "3          4.1\n",
              "4          4.0\n",
              "...        ...\n",
              "22377     40.8\n",
              "22378     40.8\n",
              "22379     40.5\n",
              "22380     40.1\n",
              "22381     40.9\n",
              "\n",
              "[22382 rows x 1 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uSr8jIUE4RS8"
      },
      "source": [
        "xtrain, xtest, ytrain, ytest = train_test_split(x, y, test_size=0.3, random_state=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "81PbcAhi5p9W"
      },
      "source": [
        "lin_reg = LinearRegression()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nlvXYqjq8ufI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3fe33ced-880e-4b8a-93b4-75b7f333143f"
      },
      "source": [
        "lin_reg.fit(xtrain,ytrain)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nOrCnFQyuxWI"
      },
      "source": [
        "# Accuracy"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9VKu6MYXYFth",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bf9f3164-edd3-4e97-93df-8d8f16a83eb6"
      },
      "source": [
        "lin_reg.score(xtest,ytest)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.999853765670713"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vox1e2JHu6QT"
      },
      "source": [
        "# Compare between close price and predicting price"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pYm5uwzGYrgd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "386b9c90-2508-4e7d-958b-affd8c9e3395"
      },
      "source": [
        "pred = lin_reg.predict(xtest)\n",
        "pred"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 8.77432648e+01],\n",
              "       [ 1.72395392e-01],\n",
              "       [-3.03672405e-02],\n",
              "       ...,\n",
              "       [-1.36217852e-01],\n",
              "       [ 8.34785771e+02],\n",
              "       [ 9.54845755e-02]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Umi1HIlVfOwq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "da09d89f-1a2c-4470-93d8-0a98f98b7dbb"
      },
      "source": [
        "compare = ytest\n",
        "compare['prediction'] = pred"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SaXZunYiflm2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "outputId": "3cc9804f-3ed2-4f3d-daf3-d54251e2eb47"
      },
      "source": [
        "compare.head(20)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CLOSEP*</th>\n",
              "      <th>prediction</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>9953</th>\n",
              "      <td>86.9</td>\n",
              "      <td>87.743265</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16407</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.172395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14105</th>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.030367</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4725</th>\n",
              "      <td>45.8</td>\n",
              "      <td>46.017743</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12610</th>\n",
              "      <td>9.0</td>\n",
              "      <td>9.163501</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1728</th>\n",
              "      <td>760.9</td>\n",
              "      <td>760.355937</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10462</th>\n",
              "      <td>23.5</td>\n",
              "      <td>23.916679</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11078</th>\n",
              "      <td>23.0</td>\n",
              "      <td>23.066588</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7378</th>\n",
              "      <td>8.5</td>\n",
              "      <td>9.051392</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9412</th>\n",
              "      <td>17.8</td>\n",
              "      <td>17.191531</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15219</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.054112</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7375</th>\n",
              "      <td>9.3</td>\n",
              "      <td>9.816716</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4819</th>\n",
              "      <td>3.7</td>\n",
              "      <td>4.100912</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3256</th>\n",
              "      <td>55.7</td>\n",
              "      <td>55.321447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2574</th>\n",
              "      <td>49.1</td>\n",
              "      <td>49.150829</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4412</th>\n",
              "      <td>21.6</td>\n",
              "      <td>19.374562</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6793</th>\n",
              "      <td>29.4</td>\n",
              "      <td>28.854098</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10901</th>\n",
              "      <td>8.4</td>\n",
              "      <td>8.618532</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1006</th>\n",
              "      <td>35.2</td>\n",
              "      <td>36.043897</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11044</th>\n",
              "      <td>939.1</td>\n",
              "      <td>939.169819</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       CLOSEP*  prediction\n",
              "9953      86.9   87.743265\n",
              "16407      0.0    0.172395\n",
              "14105      0.0   -0.030367\n",
              "4725      45.8   46.017743\n",
              "12610      9.0    9.163501\n",
              "1728     760.9  760.355937\n",
              "10462     23.5   23.916679\n",
              "11078     23.0   23.066588\n",
              "7378       8.5    9.051392\n",
              "9412      17.8   17.191531\n",
              "15219      0.0    0.054112\n",
              "7375       9.3    9.816716\n",
              "4819       3.7    4.100912\n",
              "3256      55.7   55.321447\n",
              "2574      49.1   49.150829\n",
              "4412      21.6   19.374562\n",
              "6793      29.4   28.854098\n",
              "10901      8.4    8.618532\n",
              "1006      35.2   36.043897\n",
              "11044    939.1  939.169819"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    }
  ]
}