Data_Cleansing.ipynb

{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Data_Cleansing.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "machine_shape": "hm",
      "authorship_tag": "ABX9TyNJsG5ZQI8b+YGk9bEeecRu",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/SeongDeokKo/GuKellyXiu_Replicate/blob/main/Data_Cleansing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mOC5dyHpLMW-"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd \n",
        "from collections import Counter"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Vd-OQgEdMQ0o",
        "outputId": "cac8d12a-86bd-4a99-ce66-d4b8fe4a6eda"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "# permno, DATE ,age,convind , divi, divo ,ps, securedind ,sin ,nincr, sic2 , ms : integer"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K0tx9b5XN-IH"
      },
      "source": [
        "#=\n",
        "                       dtype = { 'permno' :np.int8, 'DATE' :np.int8, 'mvel1' : np.float32 , 'beta' : np.float32 , \n",
        "                                'betasq': np.float32 , 'chmom' : np.float32 , 'dolvol' : np.float32 , \n",
        "       'idiovol' : np.float32 , 'indmom' : np.float32 , 'mom1m' : np.float32 , 'mom6m' : np.float32 , 'mom12m' : np.float32 , 'mom36m': np.float32 , \n",
        "       'pricedelay': np.float32 ,'turn' : np.float32 , 'absacc': np.float32 , 'acc': np.float32 , 'age': np.int8 , 'agr': np.float32 ,\n",
        "        'bm': np.float32 , 'bm_ia': np.float32 , 'cashdebt': np.float32 , 'cashpr': np.float32 , 'cfp': np.float32 , 'cfp_ia' : np.float32 ,\n",
        "         'chatoia': np.float32 , 'chcsho': np.float32 , 'chempia': np.float32 , 'chinv': np.float32 , 'chpmia': np.float32 , \n",
        "         'convind': np.int8 , 'currat': np.float32 , 'depr': np.float32 , 'divi': np.int8 , 'divo': np.int8 , 'dy': np.float32 ,\n",
        "          'egr': np.float32 , 'ep': np.float32 , 'gma': np.float32 , 'grcapx': np.float32 , 'grltnoa': np.float32 , 'herf': np.float32 ,\n",
        "           'hire': np.float32 , 'invest': np.float32 , 'lev': np.float32, 'lgr': np.float32 , 'mve_ia': np.float32 , 'operprof': np.float32 ,\n",
        "            'orgcap': np.float32 , 'pchcapx_ia': np.float32 , 'pchcurrat': np.float32, 'pchdepr': np.float32 , 'pchgm_pchsale': np.float32 , \n",
        "            'pchquick': np.float32 , 'pchsale_pchinvt': np.float32 ,'pchsale_pchrect': np.float32 , 'pchsale_pchxsga': np.float32 , \n",
        "            'pchsaleinv': np.float32 , 'pctacc': np.float32 , 'ps': np.int8 ,'quick': np.float32 , 'rd': np.float32 , 'rd_mve': np.float32 ,\n",
        "             'rd_sale': np.float32 , 'realestate': np.float32 , 'roic': np.float32 , 'salecash': np.float32 ,'saleinv': np.float32 , 'salerec': np.float32 ,\n",
        "              'secured': np.float32 , 'securedind': np.int8 , 'sgr': np.float32 , 'sin': np.int8 , 'sp': np.float32 ,'tang': np.float32 , \n",
        "              'tb': np.float32 , 'aeavol': np.float32 , 'cash': np.float32 , 'chtx': np.float32 , 'cinvest': np.float32 , 'ear': np.float32 , \n",
        "              'nincr': np.int8 ,'roaq': np.float32 , 'roavol': np.float32 , 'roeq': np.float32 , 'rsup': np.float32 , 'stdacc': np.float32 ,\n",
        "               'stdcf': np.float32 , 'ms': np.int8 , 'baspread': np.float32, 'ill': np.float32 , 'maxret': np.float32 , 'retvol': np.float32 ,\n",
        "                'std_dolvol' : np.float32 , 'std_turn' : np.float32 , 'zerotrade' : np.float32 , 'sic2' : 'int8' } =#\n",
        "                "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KNRjp2g2MSRj"
      },
      "source": [
        "#%% Read Data \n",
        "# Dacheng Xiu Web-site, size : 3,760,208*97,  97 = permno, date, 94variables, SIC-code\n",
        "firm_level_data = pd.read_csv('/content/drive/MyDrive/datashare.csv')\n",
        "\n",
        "# sorting with 'date' value\n",
        "firm_level_data[firm_level_data.columns[2:]] = firm_level_data[firm_level_data.columns[2:]].astype('float32')\n",
        "firm_level_data = firm_level_data.sort_values(by = ['DATE', 'permno'], ascending = True)\n",
        "\n",
        "firm_level_data[firm_level_data.columns[0:2]] = firm_level_data[firm_level_data.columns[0:2]].astype(np.int32) \n"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y1e5KHFC7jbh"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VxqaEMdMMSc4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bfe2b41e-b560-4309-8d9a-8d950fe76efa"
      },
      "source": [
        "#%% fill Na\n",
        "# Using All data years, size : 3,760,208*97,  97 = permno, date, 94variables, SIC-code \n",
        "# Missing values: use cross-sectional median at each month \n",
        "\n",
        "date = firm_level_data['DATE']\n",
        "result = Counter(date)\n",
        "date_firm = list(result.keys())\n",
        "date_num_firm = list(result.values())\n",
        "\n",
        "\n",
        "# for missing values \n",
        "for i in range(len(date_firm)):\n",
        "    print(i)\n",
        "    if i==0:\n",
        "        sum_firm = 0\n",
        "    else:\n",
        "        sum_firm = sum(date_num_firm[:i])\n",
        "    \n",
        "    data = firm_level_data.iloc[sum_firm:(sum_firm + date_num_firm[i]), :]\n",
        "    \n",
        "    # except (permno, Date, Sic2), replace 'nan' with median   \n",
        "    for j in range(2,96):\n",
        "        replacing = data.iloc[:,j].fillna(data.iloc[:,j].median())\n",
        "        \n",
        "        if j==2:\n",
        "            new_data = pd.concat([data.iloc[:,:2], replacing], axis=1)\n",
        "            #print(new_data.shape)\n",
        "        else:\n",
        "            new_data = pd.concat([new_data, replacing], axis=1)\n",
        "    \n",
        "    # concat sic2 column\n",
        "    new_data = pd.concat([new_data, data.iloc[:,-1]], axis=1)\n",
        "    #print(new_data.shape)\n",
        "    \n",
        "    if i==0:\n",
        "        new_firm_data = new_data\n",
        "    else:\n",
        "        new_firm_data = pd.concat([new_firm_data, new_data], axis=0)\n",
        "\n",
        "\n",
        "del firm_level_data\n",
        "del replacing\n",
        "del new_data\n",
        "del sum_firm\n",
        "del data\n",
        "del date\n",
        "  \n",
        "num_firm_charac = 94\n",
        "\n"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
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          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fJlRUYHbN3Xy",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "246ea897-4fe6-45b3-8a53-287b4a6701c4"
      },
      "source": [
        "#%%\n",
        "# last column 'sic2' : 74 SIC number > change to dummy variable  (3,760,208 * 74) \n",
        "\n",
        "sic2 = new_firm_data['sic2'].to_numpy()\n",
        "\n",
        "sic_dummy = np.full((new_firm_data.shape[0],74),0, dtype = np.float32)  # 74 sic code\n",
        "\n",
        "for i in range(new_firm_data.shape[0]):\n",
        "    print(i)\n",
        "    for j in range(1,75):\n",
        "        if sic2[i]==j:\n",
        "            sic_dummy[i,j-1]=1\n",
        "\n",
        "# for naming columns\n",
        "sic_col = [] \n",
        "for i in range(1,75):\n",
        "    sic_col.append('sic_dummy'+str(i))\n",
        "\n",
        "sic_dummy = pd.DataFrame(data = sic_dummy, columns = sic_col)\n",
        "sic_dummy = sic_dummy.astype('int8')\n",
        "\n",
        "del sic2\n",
        "del sic_col\n"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n",
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          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 593
        },
        "id": "GwQvxV1zMW6-",
        "outputId": "39e2a7fc-d46a-4df1-d875-925ff0582003"
      },
      "source": [
        "new_firm_data"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>8.630850e+04</td>\n",
              "      <td>1.117907</td>\n",
              "      <td>1.249717</td>\n",
              "      <td>0.134574</td>\n",
              "      <td>10.296745</td>\n",
              "      <td>0.024863</td>\n",
              "      <td>0.059540</td>\n",
              "      <td>0.002016</td>\n",
              "      <td>0.081150</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.013856</td>\n",
              "      <td>1.557681e-07</td>\n",
              "      <td>0.029167</td>\n",
              "      <td>0.013546</td>\n",
              "      <td>0.914592</td>\n",
              "      <td>0.802461</td>\n",
              "      <td>1.066005e-07</td>\n",
              "      <td>37.0</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
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              "      <td>0.006667</td>\n",
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              "      <td>0.065248</td>\n",
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              "      <td>-0.086957</td>\n",
              "      <td>-0.080000</td>\n",
              "      <td>-0.233333</td>\n",
              "      <td>0.764706</td>\n",
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              "      <td>0.211836</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.031389</td>\n",
              "      <td>8.383816e-06</td>\n",
              "      <td>0.071429</td>\n",
              "      <td>0.031165</td>\n",
              "      <td>0.943409</td>\n",
              "      <td>0.716406</td>\n",
              "      <td>1.105263e+00</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>10022</td>\n",
              "      <td>19570329</td>\n",
              "      <td>9.841000e+03</td>\n",
              "      <td>0.942052</td>\n",
              "      <td>0.887461</td>\n",
              "      <td>0.058761</td>\n",
              "      <td>7.294037</td>\n",
              "      <td>0.029338</td>\n",
              "      <td>0.059540</td>\n",
              "      <td>-0.037037</td>\n",
              "      <td>-0.005452</td>\n",
              "      <td>-0.105949</td>\n",
              "      <td>0.239950</td>\n",
              "      <td>-0.159943</td>\n",
              "      <td>0.145090</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.010066</td>\n",
              "      <td>5.360386e-06</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>0.016886</td>\n",
              "      <td>0.993558</td>\n",
              "      <td>0.534808</td>\n",
              "      <td>2.387797e-07</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>10030</td>\n",
              "      <td>19570329</td>\n",
              "      <td>5.190100e+04</td>\n",
              "      <td>0.886532</td>\n",
              "      <td>0.785940</td>\n",
              "      <td>-0.032065</td>\n",
              "      <td>9.516942</td>\n",
              "      <td>0.022007</td>\n",
              "      <td>0.059540</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.033590</td>\n",
              "      <td>0.101451</td>\n",
              "      <td>0.218003</td>\n",
              "      <td>-0.071187</td>\n",
              "      <td>0.285833</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.009523</td>\n",
              "      <td>1.090908e-07</td>\n",
              "      <td>0.017857</td>\n",
              "      <td>0.009104</td>\n",
              "      <td>0.736000</td>\n",
              "      <td>0.712647</td>\n",
              "      <td>9.202902e-08</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>10057</td>\n",
              "      <td>19570329</td>\n",
              "      <td>3.525000e+04</td>\n",
              "      <td>1.229520</td>\n",
              "      <td>1.511719</td>\n",
              "      <td>-0.102811</td>\n",
              "      <td>8.421013</td>\n",
              "      <td>0.025453</td>\n",
              "      <td>0.059540</td>\n",
              "      <td>-0.030717</td>\n",
              "      <td>0.048778</td>\n",
              "      <td>0.173976</td>\n",
              "      <td>1.174509</td>\n",
              "      <td>-0.036405</td>\n",
              "      <td>0.104000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.007661</td>\n",
              "      <td>2.386915e-07</td>\n",
              "      <td>0.007194</td>\n",
              "      <td>0.006748</td>\n",
              "      <td>0.889503</td>\n",
              "      <td>0.775954</td>\n",
              "      <td>6.631579e+00</td>\n",
              "      <td>NaN</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>3760203</th>\n",
              "      <td>93428</td>\n",
              "      <td>20161230</td>\n",
              "      <td>1.250976e+06</td>\n",
              "      <td>1.595315</td>\n",
              "      <td>2.545028</td>\n",
              "      <td>-0.137348</td>\n",
              "      <td>14.916210</td>\n",
              "      <td>0.043201</td>\n",
              "      <td>0.016401</td>\n",
              "      <td>-0.001203</td>\n",
              "      <td>-0.047018</td>\n",
              "      <td>0.037972</td>\n",
              "      <td>0.506586</td>\n",
              "      <td>-0.000314</td>\n",
              "      <td>2.258305</td>\n",
              "      <td>0.085975</td>\n",
              "      <td>-0.085975</td>\n",
              "      <td>6.0</td>\n",
              "      <td>-0.330296</td>\n",
              "      <td>0.252853</td>\n",
              "      <td>-0.166734</td>\n",
              "      <td>0.065594</td>\n",
              "      <td>2.513108</td>\n",
              "      <td>0.043555</td>\n",
              "      <td>-0.002498</td>\n",
              "      <td>0.024946</td>\n",
              "      <td>0.004733</td>\n",
              "      <td>0.092304</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.115472</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.735153</td>\n",
              "      <td>0.934244</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.167011</td>\n",
              "      <td>0.000174</td>\n",
              "      <td>0.492449</td>\n",
              "      <td>1.224218</td>\n",
              "      <td>...</td>\n",
              "      <td>0.001059</td>\n",
              "      <td>-29.531939</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.735153</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.059079</td>\n",
              "      <td>0.217861</td>\n",
              "      <td>0.123249</td>\n",
              "      <td>0.050598</td>\n",
              "      <td>1.122611</td>\n",
              "      <td>9.883084</td>\n",
              "      <td>2.579181</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.285838</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.271177</td>\n",
              "      <td>0.567397</td>\n",
              "      <td>4.730671</td>\n",
              "      <td>1.556535</td>\n",
              "      <td>0.396779</td>\n",
              "      <td>0.000443</td>\n",
              "      <td>-0.010900</td>\n",
              "      <td>0.000839</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002547</td>\n",
              "      <td>0.011983</td>\n",
              "      <td>-0.005871</td>\n",
              "      <td>0.014789</td>\n",
              "      <td>0.198895</td>\n",
              "      <td>0.261325</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.029302</td>\n",
              "      <td>1.010214e-09</td>\n",
              "      <td>0.027604</td>\n",
              "      <td>0.017847</td>\n",
              "      <td>0.490189</td>\n",
              "      <td>5.347476</td>\n",
              "      <td>8.664792e-09</td>\n",
              "      <td>73.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3760204</th>\n",
              "      <td>93429</td>\n",
              "      <td>20161230</td>\n",
              "      <td>5.600536e+06</td>\n",
              "      <td>0.298267</td>\n",
              "      <td>0.088963</td>\n",
              "      <td>0.206434</td>\n",
              "      <td>16.319191</td>\n",
              "      <td>0.026198</td>\n",
              "      <td>-0.071728</td>\n",
              "      <td>0.093973</td>\n",
              "      <td>0.000143</td>\n",
              "      <td>-0.112178</td>\n",
              "      <td>0.429553</td>\n",
              "      <td>-0.050955</td>\n",
              "      <td>2.355625</td>\n",
              "      <td>0.104737</td>\n",
              "      <td>-0.104737</td>\n",
              "      <td>6.0</td>\n",
              "      <td>-0.002310</td>\n",
              "      <td>0.049733</td>\n",
              "      <td>-0.560291</td>\n",
              "      <td>1.580322</td>\n",
              "      <td>48.338806</td>\n",
              "      <td>0.046039</td>\n",
              "      <td>-0.063371</td>\n",
              "      <td>0.250537</td>\n",
              "      <td>-0.024074</td>\n",
              "      <td>-0.001802</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.058067</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.758463</td>\n",
              "      <td>0.708919</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.013783</td>\n",
              "      <td>0.038302</td>\n",
              "      <td>0.038483</td>\n",
              "      <td>0.953897</td>\n",
              "      <td>0.372022</td>\n",
              "      <td>...</td>\n",
              "      <td>0.001059</td>\n",
              "      <td>-0.196344</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2.758463</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.024930</td>\n",
              "      <td>0.040952</td>\n",
              "      <td>0.319250</td>\n",
              "      <td>0.834527</td>\n",
              "      <td>6.205637</td>\n",
              "      <td>9.883084</td>\n",
              "      <td>6.601729</td>\n",
              "      <td>0.503541</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.028061</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.119106</td>\n",
              "      <td>0.535097</td>\n",
              "      <td>-0.987861</td>\n",
              "      <td>0.648429</td>\n",
              "      <td>0.272224</td>\n",
              "      <td>0.011394</td>\n",
              "      <td>-0.009761</td>\n",
              "      <td>-0.029331</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.075820</td>\n",
              "      <td>0.020948</td>\n",
              "      <td>0.189489</td>\n",
              "      <td>0.005192</td>\n",
              "      <td>0.167686</td>\n",
              "      <td>0.169486</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.016001</td>\n",
              "      <td>1.093471e-10</td>\n",
              "      <td>0.040887</td>\n",
              "      <td>0.010437</td>\n",
              "      <td>0.539155</td>\n",
              "      <td>6.252920</td>\n",
              "      <td>8.275140e-09</td>\n",
              "      <td>62.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3760205</th>\n",
              "      <td>93433</td>\n",
              "      <td>20161230</td>\n",
              "      <td>2.473625e+04</td>\n",
              "      <td>2.324893</td>\n",
              "      <td>5.405128</td>\n",
              "      <td>0.328249</td>\n",
              "      <td>9.975208</td>\n",
              "      <td>0.185537</td>\n",
              "      <td>-0.002451</td>\n",
              "      <td>0.279070</td>\n",
              "      <td>-0.358209</td>\n",
              "      <td>-0.683824</td>\n",
              "      <td>0.634616</td>\n",
              "      <td>-0.427515</td>\n",
              "      <td>2.053363</td>\n",
              "      <td>0.111051</td>\n",
              "      <td>0.111051</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.513058</td>\n",
              "      <td>-1.331854</td>\n",
              "      <td>-2.127875</td>\n",
              "      <td>-1.214824</td>\n",
              "      <td>30.645441</td>\n",
              "      <td>-0.134452</td>\n",
              "      <td>-0.132299</td>\n",
              "      <td>-0.316830</td>\n",
              "      <td>0.888516</td>\n",
              "      <td>-0.931910</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-15.764856</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.239234</td>\n",
              "      <td>0.050468</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.135075</td>\n",
              "      <td>0.271181</td>\n",
              "      <td>-0.111818</td>\n",
              "      <td>0.003974</td>\n",
              "      <td>5.658716</td>\n",
              "      <td>...</td>\n",
              "      <td>0.001059</td>\n",
              "      <td>0.202426</td>\n",
              "      <td>4.0</td>\n",
              "      <td>6.239234</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.024930</td>\n",
              "      <td>0.040952</td>\n",
              "      <td>0.225282</td>\n",
              "      <td>0.134936</td>\n",
              "      <td>0.038522</td>\n",
              "      <td>9.883084</td>\n",
              "      <td>1.531250</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.842288</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.001089</td>\n",
              "      <td>0.558198</td>\n",
              "      <td>-0.923297</td>\n",
              "      <td>1.473454</td>\n",
              "      <td>0.052961</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-16.900000</td>\n",
              "      <td>0.083610</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.182378</td>\n",
              "      <td>0.120312</td>\n",
              "      <td>-0.301570</td>\n",
              "      <td>0.001157</td>\n",
              "      <td>67.959351</td>\n",
              "      <td>110.846954</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.149511</td>\n",
              "      <td>3.889972e-07</td>\n",
              "      <td>0.405473</td>\n",
              "      <td>0.137955</td>\n",
              "      <td>1.285707</td>\n",
              "      <td>29.078756</td>\n",
              "      <td>5.014198e-09</td>\n",
              "      <td>65.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3760206</th>\n",
              "      <td>93434</td>\n",
              "      <td>20161230</td>\n",
              "      <td>8.573280e+04</td>\n",
              "      <td>0.628519</td>\n",
              "      <td>0.395036</td>\n",
              "      <td>0.020854</td>\n",
              "      <td>10.862196</td>\n",
              "      <td>0.059797</td>\n",
              "      <td>0.015187</td>\n",
              "      <td>-0.049505</td>\n",
              "      <td>0.109890</td>\n",
              "      <td>0.147727</td>\n",
              "      <td>-0.233449</td>\n",
              "      <td>-0.029555</td>\n",
              "      <td>0.550716</td>\n",
              "      <td>0.134906</td>\n",
              "      <td>-0.134906</td>\n",
              "      <td>6.0</td>\n",
              "      <td>-0.370022</td>\n",
              "      <td>0.837790</td>\n",
              "      <td>0.098907</td>\n",
              "      <td>-0.018161</td>\n",
              "      <td>-10.531395</td>\n",
              "      <td>0.169262</td>\n",
              "      <td>0.351403</td>\n",
              "      <td>0.137229</td>\n",
              "      <td>0.155842</td>\n",
              "      <td>0.795305</td>\n",
              "      <td>-0.028000</td>\n",
              "      <td>-0.291295</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.338622</td>\n",
              "      <td>0.189945</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.007027</td>\n",
              "      <td>-0.048176</td>\n",
              "      <td>0.188891</td>\n",
              "      <td>-0.793772</td>\n",
              "      <td>...</td>\n",
              "      <td>0.758781</td>\n",
              "      <td>-4.513437</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.737878</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.028787</td>\n",
              "      <td>0.023273</td>\n",
              "      <td>0.410225</td>\n",
              "      <td>0.050914</td>\n",
              "      <td>22.972843</td>\n",
              "      <td>3.181921</td>\n",
              "      <td>3.038236</td>\n",
              "      <td>0.989722</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.575833</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.236895</td>\n",
              "      <td>0.349403</td>\n",
              "      <td>0.149519</td>\n",
              "      <td>0.389172</td>\n",
              "      <td>0.047253</td>\n",
              "      <td>-0.002037</td>\n",
              "      <td>0.031897</td>\n",
              "      <td>0.058788</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.004564</td>\n",
              "      <td>0.015642</td>\n",
              "      <td>0.009970</td>\n",
              "      <td>-0.078507</td>\n",
              "      <td>0.746650</td>\n",
              "      <td>0.860708</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.042877</td>\n",
              "      <td>8.576942e-08</td>\n",
              "      <td>0.031579</td>\n",
              "      <td>0.019838</td>\n",
              "      <td>0.629682</td>\n",
              "      <td>2.431419</td>\n",
              "      <td>3.518593e-08</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3760207</th>\n",
              "      <td>93436</td>\n",
              "      <td>20161230</td>\n",
              "      <td>2.840318e+07</td>\n",
              "      <td>1.588092</td>\n",
              "      <td>2.522036</td>\n",
              "      <td>-0.121017</td>\n",
              "      <td>18.580862</td>\n",
              "      <td>0.049922</td>\n",
              "      <td>0.024821</td>\n",
              "      <td>-0.042128</td>\n",
              "      <td>-0.114232</td>\n",
              "      <td>-0.141275</td>\n",
              "      <td>0.809082</td>\n",
              "      <td>0.138951</td>\n",
              "      <td>5.819348</td>\n",
              "      <td>0.052241</td>\n",
              "      <td>-0.052241</td>\n",
              "      <td>6.0</td>\n",
              "      <td>-0.383504</td>\n",
              "      <td>0.034522</td>\n",
              "      <td>-0.469607</td>\n",
              "      <td>-0.078723</td>\n",
              "      <td>20.902399</td>\n",
              "      <td>-0.016628</td>\n",
              "      <td>-0.129942</td>\n",
              "      <td>-0.146451</td>\n",
              "      <td>0.045645</td>\n",
              "      <td>0.258677</td>\n",
              "      <td>0.046503</td>\n",
              "      <td>-0.128691</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.991227</td>\n",
              "      <td>0.081350</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.194397</td>\n",
              "      <td>-0.028173</td>\n",
              "      <td>0.230131</td>\n",
              "      <td>5.187364</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.055882</td>\n",
              "      <td>-0.409789</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.537494</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.022759</td>\n",
              "      <td>0.177433</td>\n",
              "      <td>0.133675</td>\n",
              "      <td>-0.105109</td>\n",
              "      <td>3.317676</td>\n",
              "      <td>3.166305</td>\n",
              "      <td>23.945936</td>\n",
              "      <td>0.008441</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.265033</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.128269</td>\n",
              "      <td>0.595432</td>\n",
              "      <td>-0.254743</td>\n",
              "      <td>0.148160</td>\n",
              "      <td>0.159467</td>\n",
              "      <td>0.000132</td>\n",
              "      <td>-0.108678</td>\n",
              "      <td>-0.130777</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.034880</td>\n",
              "      <td>0.046073</td>\n",
              "      <td>-0.249575</td>\n",
              "      <td>0.006736</td>\n",
              "      <td>0.263200</td>\n",
              "      <td>0.895781</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.034094</td>\n",
              "      <td>1.853981e-11</td>\n",
              "      <td>0.036039</td>\n",
              "      <td>0.021170</td>\n",
              "      <td>0.307665</td>\n",
              "      <td>9.842282</td>\n",
              "      <td>3.159615e-09</td>\n",
              "      <td>37.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3760208 rows × 97 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         permno      DATE         mvel1  ...   std_turn     zerotrade  sic2\n",
              "0         10006  19570329  8.630850e+04  ...   0.802461  1.066005e-07  37.0\n",
              "1         10014  19570329  3.903375e+03  ...   0.716406  1.105263e+00   NaN\n",
              "2         10022  19570329  9.841000e+03  ...   0.534808  2.387797e-07   NaN\n",
              "3         10030  19570329  5.190100e+04  ...   0.712647  9.202902e-08   NaN\n",
              "4         10057  19570329  3.525000e+04  ...   0.775954  6.631579e+00   NaN\n",
              "...         ...       ...           ...  ...        ...           ...   ...\n",
              "3760203   93428  20161230  1.250976e+06  ...   5.347476  8.664792e-09  73.0\n",
              "3760204   93429  20161230  5.600536e+06  ...   6.252920  8.275140e-09  62.0\n",
              "3760205   93433  20161230  2.473625e+04  ...  29.078756  5.014198e-09  65.0\n",
              "3760206   93434  20161230  8.573280e+04  ...   2.431419  3.518593e-08   1.0\n",
              "3760207   93436  20161230  2.840318e+07  ...   9.842282  3.159615e-09  37.0\n",
              "\n",
              "[3760208 rows x 97 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NatnkABZFVBK"
      },
      "source": [
        "\n",
        "goyal = pd.read_excel('/content/drive/MyDrive/PredictorData2019.xlsx',sheet_name='Monthly')\n",
        "\n",
        "goyal = goyal.iloc[1034:1752,:]   #From 195703~ 201612\n",
        "num_macro = 8\n",
        "\n",
        "macro_data = np.full((goyal.shape[0],num_macro),np.nan)\n",
        "\n",
        "macro_data[:,0] = np.log(goyal['D12'] / goyal['Index'])  # d/p\n",
        "macro_data[:,1] = np.log(goyal['E12'] / goyal['Index'])  # e/p\n",
        "macro_data[:,2] = goyal['b/m']                   # B/M\n",
        "macro_data[:,3] = goyal['ntis']                  # net equity expansion\n",
        "macro_data[:,4] = goyal['tbl']                   # Treasury-bill rate\n",
        "macro_data[:,5] = goyal['lty'] - goyal['tbl']    # term-spread\n",
        "macro_data[:,6] = goyal['BAA'] - goyal['AAA']    # default-spread\n",
        "macro_data[:,7] = goyal['svar']                  # stock variance\n",
        "\n",
        "col_macro = ['d/p', 'e/p', 'b/m', 'ntis', 'tbl', 'tms', 'dfy', 'svar']\n",
        "\n",
        "macro_data = pd.DataFrame(data = macro_data, columns = col_macro) # size : 718*8\n",
        "macro_data = macro_data.astype('float32')\n",
        "\n",
        "del goyal "
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BEMDF2LxW13H",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "133a4fd1-095e-4565-f70c-ac621f6954c9"
      },
      "source": [
        "#%% Goyal 718*8  > 3,760,208*8 (to make intersection)\n",
        "\n",
        "macro_data_resized = np.full((new_firm_data.shape[0], macro_data.shape[1]), 0, dtype = np.float32)\n",
        "\n",
        "t=0\n",
        "for i in range(len(date_num_firm)):\n",
        "    print(i)\n",
        "    for j in range(date_num_firm[i]):\n",
        "        macro_data_resized[t,:] = macro_data.iloc[i,:]\n",
        "        t=t+1\n",
        "\n",
        "macro_data_resized = macro_data_resized.astype('float32')\n",
        "\n",
        "del macro_data"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_7o44053U4EE",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 329
        },
        "outputId": "0cb6fdf9-812d-4c86-c0a9-fa8bf374fa60"
      },
      "source": [
        "#%% make intersection\n",
        "\n",
        "for i in range(macro_data_resized.shape[1]):\n",
        "    print(i)\n",
        "    if i==0:\n",
        "        interact = new_firm_data.iloc[:,2:-1] * (macro_data_resized[:,i].reshape(-1,1))\n",
        "    else:\n",
        "        interact = np.concatenate((interact, new_firm_data.iloc[:,2:-1] * (macro_data_resized[:,i].reshape(-1,1))), axis=1)\n",
        "\n",
        "# make column names for interact term\n",
        "col_stock = list(new_firm_data.columns) \n",
        "col_stock = col_stock[2:-1] # for 94 variables\n",
        "\n",
        "col_interact = []\n",
        "for i in col_macro:\n",
        "    for j in col_stock:\n",
        "        col_interact.append(str(j)+'_'+str(i))\n",
        "        \n",
        "interact = pd.DataFrame(data = interact, columns = col_interact)\n",
        "\n",
        "\n",
        "del col_stock\n",
        "del col_interact"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0\n",
            "1\n",
            "2\n",
            "3\n",
            "4\n",
            "5\n",
            "6\n",
            "7\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-25-0800ced3a2a9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mcol_stock\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0;32mdel\u001b[0m \u001b[0mcol_iteract\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m: name 'col_iteract' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "briWFZ1ecT0C",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 593
        },
        "outputId": "edb23f1a-3b89-4e8a-971d-969b1032e8de"
      },
      "source": [
        "interact"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    <tr style=\"text-align: right;\">\n",
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              "      <th>mvel1_d/p</th>\n",
              "      <th>beta_d/p</th>\n",
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              "      <th>mom36m_d/p</th>\n",
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              "      <th>chatoia_d/p</th>\n",
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              "      <th>chempia_d/p</th>\n",
              "      <th>chinv_d/p</th>\n",
              "      <th>chpmia_d/p</th>\n",
              "      <th>convind_d/p</th>\n",
              "      <th>currat_d/p</th>\n",
              "      <th>depr_d/p</th>\n",
              "      <th>divi_d/p</th>\n",
              "      <th>divo_d/p</th>\n",
              "      <th>dy_d/p</th>\n",
              "      <th>egr_d/p</th>\n",
              "      <th>ep_d/p</th>\n",
              "      <th>gma_d/p</th>\n",
              "      <th>grcapx_d/p</th>\n",
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              "      <th>pchsale_pchxsga_svar</th>\n",
              "      <th>pchsaleinv_svar</th>\n",
              "      <th>pctacc_svar</th>\n",
              "      <th>ps_svar</th>\n",
              "      <th>quick_svar</th>\n",
              "      <th>rd_svar</th>\n",
              "      <th>rd_mve_svar</th>\n",
              "      <th>rd_sale_svar</th>\n",
              "      <th>realestate_svar</th>\n",
              "      <th>roic_svar</th>\n",
              "      <th>salecash_svar</th>\n",
              "      <th>saleinv_svar</th>\n",
              "      <th>salerec_svar</th>\n",
              "      <th>secured_svar</th>\n",
              "      <th>securedind_svar</th>\n",
              "      <th>sgr_svar</th>\n",
              "      <th>sin_svar</th>\n",
              "      <th>sp_svar</th>\n",
              "      <th>tang_svar</th>\n",
              "      <th>tb_svar</th>\n",
              "      <th>aeavol_svar</th>\n",
              "      <th>cash_svar</th>\n",
              "      <th>chtx_svar</th>\n",
              "      <th>cinvest_svar</th>\n",
              "      <th>ear_svar</th>\n",
              "      <th>nincr_svar</th>\n",
              "      <th>roaq_svar</th>\n",
              "      <th>roavol_svar</th>\n",
              "      <th>roeq_svar</th>\n",
              "      <th>rsup_svar</th>\n",
              "      <th>stdacc_svar</th>\n",
              "      <th>stdcf_svar</th>\n",
              "      <th>ms_svar</th>\n",
              "      <th>baspread_svar</th>\n",
              "      <th>ill_svar</th>\n",
              "      <th>maxret_svar</th>\n",
              "      <th>retvol_svar</th>\n",
              "      <th>std_dolvol_svar</th>\n",
              "      <th>std_turn_svar</th>\n",
              "      <th>zerotrade_svar</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-2.795157e+05</td>\n",
              "      <td>-3.620416</td>\n",
              "      <td>-4.047288</td>\n",
              "      <td>-0.435825</td>\n",
              "      <td>-33.346680</td>\n",
              "      <td>-0.080520</td>\n",
              "      <td>-0.192826</td>\n",
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              "      <td>-0.262808</td>\n",
              "      <td>-0.083383</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>5.144983e-11</td>\n",
              "      <td>0.000010</td>\n",
              "      <td>0.000004</td>\n",
              "      <td>0.000302</td>\n",
              "      <td>0.000265</td>\n",
              "      <td>3.520989e-11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-1.264133e+04</td>\n",
              "      <td>-1.072950</td>\n",
              "      <td>-0.355473</td>\n",
              "      <td>-0.021590</td>\n",
              "      <td>-22.774897</td>\n",
              "      <td>-0.211310</td>\n",
              "      <td>-0.192826</td>\n",
              "      <td>0.281614</td>\n",
              "      <td>0.259085</td>\n",
              "      <td>0.755665</td>\n",
              "      <td>-2.476550</td>\n",
              "      <td>0.710203</td>\n",
              "      <td>-0.686044</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.000010</td>\n",
              "      <td>2.769154e-09</td>\n",
              "      <td>0.000024</td>\n",
              "      <td>0.000010</td>\n",
              "      <td>0.000312</td>\n",
              "      <td>0.000237</td>\n",
              "      <td>3.650658e-04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-3.187072e+04</td>\n",
              "      <td>-3.050895</td>\n",
              "      <td>-2.874100</td>\n",
              "      <td>-0.190303</td>\n",
              "      <td>-23.622215</td>\n",
              "      <td>-0.095014</td>\n",
              "      <td>-0.192826</td>\n",
              "      <td>0.119947</td>\n",
              "      <td>0.017656</td>\n",
              "      <td>0.343124</td>\n",
              "      <td>-0.777093</td>\n",
              "      <td>0.517985</td>\n",
              "      <td>-0.469884</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.000003</td>\n",
              "      <td>1.770523e-09</td>\n",
              "      <td>0.000007</td>\n",
              "      <td>0.000006</td>\n",
              "      <td>0.000328</td>\n",
              "      <td>0.000177</td>\n",
              "      <td>7.886837e-11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-1.680848e+05</td>\n",
              "      <td>-2.871093</td>\n",
              "      <td>-2.545317</td>\n",
              "      <td>0.103843</td>\n",
              "      <td>-30.821238</td>\n",
              "      <td>-0.071272</td>\n",
              "      <td>-0.192826</td>\n",
              "      <td>-0.000000</td>\n",
              "      <td>-0.108785</td>\n",
              "      <td>-0.328555</td>\n",
              "      <td>-0.706016</td>\n",
              "      <td>0.230544</td>\n",
              "      <td>-0.925688</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.000003</td>\n",
              "      <td>3.603244e-11</td>\n",
              "      <td>0.000006</td>\n",
              "      <td>0.000003</td>\n",
              "      <td>0.000243</td>\n",
              "      <td>0.000235</td>\n",
              "      <td>3.039696e-11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-1.141594e+05</td>\n",
              "      <td>-3.981880</td>\n",
              "      <td>-4.895801</td>\n",
              "      <td>0.332961</td>\n",
              "      <td>-27.271999</td>\n",
              "      <td>-0.082431</td>\n",
              "      <td>-0.192826</td>\n",
              "      <td>0.099478</td>\n",
              "      <td>-0.157972</td>\n",
              "      <td>-0.563432</td>\n",
              "      <td>-3.803723</td>\n",
              "      <td>0.117899</td>\n",
              "      <td>-0.336811</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.000003</td>\n",
              "      <td>7.883921e-11</td>\n",
              "      <td>0.000002</td>\n",
              "      <td>0.000002</td>\n",
              "      <td>0.000294</td>\n",
              "      <td>0.000256</td>\n",
              "      <td>2.190395e-03</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>3760203</th>\n",
              "      <td>-4.868295e+06</td>\n",
              "      <td>-6.208322</td>\n",
              "      <td>-9.904225</td>\n",
              "      <td>0.534504</td>\n",
              "      <td>-58.047882</td>\n",
              "      <td>-0.168120</td>\n",
              "      <td>-0.063825</td>\n",
              "      <td>0.004683</td>\n",
              "      <td>0.182976</td>\n",
              "      <td>-0.147770</td>\n",
              "      <td>-1.971430</td>\n",
              "      <td>0.001221</td>\n",
              "      <td>-8.788412</td>\n",
              "      <td>-0.334582</td>\n",
              "      <td>0.334582</td>\n",
              "      <td>-23.349583</td>\n",
              "      <td>1.285378</td>\n",
              "      <td>-0.984003</td>\n",
              "      <td>0.648860</td>\n",
              "      <td>-0.255265</td>\n",
              "      <td>-9.780004</td>\n",
              "      <td>-0.169498</td>\n",
              "      <td>0.009720</td>\n",
              "      <td>-0.097080</td>\n",
              "      <td>-0.018421</td>\n",
              "      <td>-0.359209</td>\n",
              "      <td>-0.000000</td>\n",
              "      <td>-0.449372</td>\n",
              "      <td>-3.891597</td>\n",
              "      <td>-10.644115</td>\n",
              "      <td>-3.635700</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.000000</td>\n",
              "      <td>-0.649939</td>\n",
              "      <td>-0.000677</td>\n",
              "      <td>-1.916413</td>\n",
              "      <td>-4.764165</td>\n",
              "      <td>-0.252614</td>\n",
              "      <td>-0.122678</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000035</td>\n",
              "      <td>5.550485e-07</td>\n",
              "      <td>-0.015475</td>\n",
              "      <td>0.002096</td>\n",
              "      <td>0.001433</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000031</td>\n",
              "      <td>0.000114</td>\n",
              "      <td>0.000065</td>\n",
              "      <td>0.000027</td>\n",
              "      <td>0.000588</td>\n",
              "      <td>0.005179</td>\n",
              "      <td>0.001352</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000150</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.421027e-04</td>\n",
              "      <td>0.000297</td>\n",
              "      <td>0.002479</td>\n",
              "      <td>0.000816</td>\n",
              "      <td>0.000208</td>\n",
              "      <td>2.322172e-07</td>\n",
              "      <td>-0.000006</td>\n",
              "      <td>4.398755e-07</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.000001</td>\n",
              "      <td>0.000006</td>\n",
              "      <td>-0.000003</td>\n",
              "      <td>7.749632e-06</td>\n",
              "      <td>0.000104</td>\n",
              "      <td>0.000137</td>\n",
              "      <td>0.003144</td>\n",
              "      <td>0.000015</td>\n",
              "      <td>5.293738e-13</td>\n",
              "      <td>0.000014</td>\n",
              "      <td>0.000009</td>\n",
              "      <td>0.000257</td>\n",
              "      <td>0.002802</td>\n",
              "      <td>4.540537e-12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3760204</th>\n",
              "      <td>-2.179503e+07</td>\n",
              "      <td>-1.160736</td>\n",
              "      <td>-0.346210</td>\n",
              "      <td>-0.803356</td>\n",
              "      <td>-63.507721</td>\n",
              "      <td>-0.101954</td>\n",
              "      <td>0.279135</td>\n",
              "      <td>-0.365703</td>\n",
              "      <td>-0.000555</td>\n",
              "      <td>0.436554</td>\n",
              "      <td>-1.671646</td>\n",
              "      <td>0.198294</td>\n",
              "      <td>-9.167145</td>\n",
              "      <td>-0.407593</td>\n",
              "      <td>0.407593</td>\n",
              "      <td>-23.349583</td>\n",
              "      <td>0.008992</td>\n",
              "      <td>-0.193539</td>\n",
              "      <td>2.180429</td>\n",
              "      <td>-6.149976</td>\n",
              "      <td>-188.115173</td>\n",
              "      <td>-0.179167</td>\n",
              "      <td>0.246614</td>\n",
              "      <td>-0.974989</td>\n",
              "      <td>0.093688</td>\n",
              "      <td>0.007011</td>\n",
              "      <td>-0.000000</td>\n",
              "      <td>-0.225972</td>\n",
              "      <td>-0.000000</td>\n",
              "      <td>-10.734828</td>\n",
              "      <td>-2.758829</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.053639</td>\n",
              "      <td>-0.149055</td>\n",
              "      <td>-0.149762</td>\n",
              "      <td>-3.712183</td>\n",
              "      <td>-1.447762</td>\n",
              "      <td>-0.145449</td>\n",
              "      <td>-0.255863</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.000004</td>\n",
              "      <td>5.550485e-07</td>\n",
              "      <td>-0.000103</td>\n",
              "      <td>0.003144</td>\n",
              "      <td>0.001445</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000013</td>\n",
              "      <td>0.000021</td>\n",
              "      <td>0.000167</td>\n",
              "      <td>0.000437</td>\n",
              "      <td>0.003252</td>\n",
              "      <td>0.005179</td>\n",
              "      <td>0.003459</td>\n",
              "      <td>0.000264</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000015</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.241398e-05</td>\n",
              "      <td>0.000280</td>\n",
              "      <td>-0.000518</td>\n",
              "      <td>0.000340</td>\n",
              "      <td>0.000143</td>\n",
              "      <td>5.970937e-06</td>\n",
              "      <td>-0.000005</td>\n",
              "      <td>-1.537026e-05</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000040</td>\n",
              "      <td>0.000011</td>\n",
              "      <td>0.000099</td>\n",
              "      <td>2.720665e-06</td>\n",
              "      <td>0.000088</td>\n",
              "      <td>0.000089</td>\n",
              "      <td>0.003144</td>\n",
              "      <td>0.000008</td>\n",
              "      <td>5.730023e-14</td>\n",
              "      <td>0.000021</td>\n",
              "      <td>0.000005</td>\n",
              "      <td>0.000283</td>\n",
              "      <td>0.003277</td>\n",
              "      <td>4.336351e-12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3760205</th>\n",
              "      <td>-9.626352e+04</td>\n",
              "      <td>-9.047547</td>\n",
              "      <td>-21.034582</td>\n",
              "      <td>-1.277411</td>\n",
              "      <td>-38.819492</td>\n",
              "      <td>-0.722034</td>\n",
              "      <td>0.009540</td>\n",
              "      <td>-1.086027</td>\n",
              "      <td>1.394005</td>\n",
              "      <td>2.661166</td>\n",
              "      <td>-2.469669</td>\n",
              "      <td>1.663716</td>\n",
              "      <td>-7.990862</td>\n",
              "      <td>-0.432164</td>\n",
              "      <td>-0.432164</td>\n",
              "      <td>-23.349583</td>\n",
              "      <td>-1.996614</td>\n",
              "      <td>5.183041</td>\n",
              "      <td>8.280834</td>\n",
              "      <td>4.727606</td>\n",
              "      <td>-119.259712</td>\n",
              "      <td>0.523235</td>\n",
              "      <td>0.514853</td>\n",
              "      <td>1.232974</td>\n",
              "      <td>-3.457745</td>\n",
              "      <td>3.626616</td>\n",
              "      <td>-0.000000</td>\n",
              "      <td>61.350471</td>\n",
              "      <td>-0.000000</td>\n",
              "      <td>-24.280588</td>\n",
              "      <td>-0.196402</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.525658</td>\n",
              "      <td>-1.055328</td>\n",
              "      <td>0.435149</td>\n",
              "      <td>-0.015465</td>\n",
              "      <td>-22.021442</td>\n",
              "      <td>-0.689849</td>\n",
              "      <td>-0.435006</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.000169</td>\n",
              "      <td>5.550485e-07</td>\n",
              "      <td>0.000106</td>\n",
              "      <td>0.002096</td>\n",
              "      <td>0.003269</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000013</td>\n",
              "      <td>0.000021</td>\n",
              "      <td>0.000118</td>\n",
              "      <td>0.000071</td>\n",
              "      <td>0.000020</td>\n",
              "      <td>0.005179</td>\n",
              "      <td>0.000802</td>\n",
              "      <td>0.000524</td>\n",
              "      <td>0.000524</td>\n",
              "      <td>-0.000441</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.709184e-07</td>\n",
              "      <td>0.000293</td>\n",
              "      <td>-0.000484</td>\n",
              "      <td>0.000772</td>\n",
              "      <td>0.000028</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>-0.008856</td>\n",
              "      <td>4.381360e-05</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.000096</td>\n",
              "      <td>0.000063</td>\n",
              "      <td>-0.000158</td>\n",
              "      <td>6.062274e-07</td>\n",
              "      <td>0.035612</td>\n",
              "      <td>0.058086</td>\n",
              "      <td>0.001048</td>\n",
              "      <td>0.000078</td>\n",
              "      <td>2.038429e-10</td>\n",
              "      <td>0.000212</td>\n",
              "      <td>0.000072</td>\n",
              "      <td>0.000674</td>\n",
              "      <td>0.015238</td>\n",
              "      <td>2.627548e-12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3760206</th>\n",
              "      <td>-3.336376e+05</td>\n",
              "      <td>-2.445943</td>\n",
              "      <td>-1.537321</td>\n",
              "      <td>-0.081156</td>\n",
              "      <td>-42.271294</td>\n",
              "      <td>-0.232704</td>\n",
              "      <td>-0.059103</td>\n",
              "      <td>0.192653</td>\n",
              "      <td>-0.427648</td>\n",
              "      <td>-0.574895</td>\n",
              "      <td>0.908491</td>\n",
              "      <td>0.115016</td>\n",
              "      <td>-2.143164</td>\n",
              "      <td>-0.525001</td>\n",
              "      <td>0.525001</td>\n",
              "      <td>-23.349583</td>\n",
              "      <td>1.439978</td>\n",
              "      <td>-3.260341</td>\n",
              "      <td>-0.384905</td>\n",
              "      <td>0.070676</td>\n",
              "      <td>40.983948</td>\n",
              "      <td>-0.658700</td>\n",
              "      <td>-1.367518</td>\n",
              "      <td>-0.534039</td>\n",
              "      <td>-0.606474</td>\n",
              "      <td>-3.095006</td>\n",
              "      <td>0.108965</td>\n",
              "      <td>1.133602</td>\n",
              "      <td>-3.891597</td>\n",
              "      <td>-5.209376</td>\n",
              "      <td>-0.739190</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.000000</td>\n",
              "      <td>-0.027347</td>\n",
              "      <td>0.187480</td>\n",
              "      <td>-0.735089</td>\n",
              "      <td>3.089040</td>\n",
              "      <td>-0.948614</td>\n",
              "      <td>-2.237953</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000126</td>\n",
              "      <td>3.976177e-04</td>\n",
              "      <td>-0.002365</td>\n",
              "      <td>0.002096</td>\n",
              "      <td>0.000387</td>\n",
              "      <td>0.000524</td>\n",
              "      <td>0.000015</td>\n",
              "      <td>0.000012</td>\n",
              "      <td>0.000215</td>\n",
              "      <td>0.000027</td>\n",
              "      <td>0.012038</td>\n",
              "      <td>0.001667</td>\n",
              "      <td>0.001592</td>\n",
              "      <td>0.000519</td>\n",
              "      <td>0.000524</td>\n",
              "      <td>0.000302</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.481597e-04</td>\n",
              "      <td>0.000183</td>\n",
              "      <td>0.000078</td>\n",
              "      <td>0.000204</td>\n",
              "      <td>0.000025</td>\n",
              "      <td>-1.067325e-06</td>\n",
              "      <td>0.000017</td>\n",
              "      <td>3.080602e-05</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000002</td>\n",
              "      <td>0.000008</td>\n",
              "      <td>0.000005</td>\n",
              "      <td>-4.113937e-05</td>\n",
              "      <td>0.000391</td>\n",
              "      <td>0.000451</td>\n",
              "      <td>0.001572</td>\n",
              "      <td>0.000022</td>\n",
              "      <td>4.494502e-11</td>\n",
              "      <td>0.000017</td>\n",
              "      <td>0.000010</td>\n",
              "      <td>0.000330</td>\n",
              "      <td>0.001274</td>\n",
              "      <td>1.843818e-11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3760207</th>\n",
              "      <td>-1.105337e+08</td>\n",
              "      <td>-6.180214</td>\n",
              "      <td>-9.814749</td>\n",
              "      <td>0.470950</td>\n",
              "      <td>-72.309235</td>\n",
              "      <td>-0.194276</td>\n",
              "      <td>-0.096592</td>\n",
              "      <td>0.163946</td>\n",
              "      <td>0.444545</td>\n",
              "      <td>0.549786</td>\n",
              "      <td>-3.148622</td>\n",
              "      <td>-0.540740</td>\n",
              "      <td>-22.646559</td>\n",
              "      <td>-0.203301</td>\n",
              "      <td>0.203301</td>\n",
              "      <td>-23.349583</td>\n",
              "      <td>1.492442</td>\n",
              "      <td>-0.134346</td>\n",
              "      <td>1.827521</td>\n",
              "      <td>0.306359</td>\n",
              "      <td>-81.343719</td>\n",
              "      <td>0.064709</td>\n",
              "      <td>0.505683</td>\n",
              "      <td>0.569927</td>\n",
              "      <td>-0.177631</td>\n",
              "      <td>-1.006667</td>\n",
              "      <td>-0.180969</td>\n",
              "      <td>0.500815</td>\n",
              "      <td>-3.891597</td>\n",
              "      <td>-3.857458</td>\n",
              "      <td>-0.316580</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.0</td>\n",
              "      <td>-0.000000</td>\n",
              "      <td>-0.756516</td>\n",
              "      <td>0.109637</td>\n",
              "      <td>-0.895577</td>\n",
              "      <td>-20.187130</td>\n",
              "      <td>-0.145449</td>\n",
              "      <td>-0.339709</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.000142</td>\n",
              "      <td>-2.928328e-05</td>\n",
              "      <td>-0.000215</td>\n",
              "      <td>0.001048</td>\n",
              "      <td>0.000282</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000012</td>\n",
              "      <td>0.000093</td>\n",
              "      <td>0.000070</td>\n",
              "      <td>-0.000055</td>\n",
              "      <td>0.001739</td>\n",
              "      <td>0.001659</td>\n",
              "      <td>0.012548</td>\n",
              "      <td>0.000004</td>\n",
              "      <td>0.000524</td>\n",
              "      <td>0.000139</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.721565e-05</td>\n",
              "      <td>0.000312</td>\n",
              "      <td>-0.000133</td>\n",
              "      <td>0.000078</td>\n",
              "      <td>0.000084</td>\n",
              "      <td>6.901296e-08</td>\n",
              "      <td>-0.000057</td>\n",
              "      <td>-6.852979e-05</td>\n",
              "      <td>0.000524</td>\n",
              "      <td>-0.000018</td>\n",
              "      <td>0.000024</td>\n",
              "      <td>-0.000131</td>\n",
              "      <td>3.529670e-06</td>\n",
              "      <td>0.000138</td>\n",
              "      <td>0.000469</td>\n",
              "      <td>0.002096</td>\n",
              "      <td>0.000018</td>\n",
              "      <td>9.715260e-15</td>\n",
              "      <td>0.000019</td>\n",
              "      <td>0.000011</td>\n",
              "      <td>0.000161</td>\n",
              "      <td>0.005158</td>\n",
              "      <td>1.655706e-12</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3760208 rows × 752 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "            mvel1_d/p  beta_d/p  ...  std_turn_svar  zerotrade_svar\n",
              "0       -2.795157e+05 -3.620416  ...       0.000265    3.520989e-11\n",
              "1       -1.264133e+04 -1.072950  ...       0.000237    3.650658e-04\n",
              "2       -3.187072e+04 -3.050895  ...       0.000177    7.886837e-11\n",
              "3       -1.680848e+05 -2.871093  ...       0.000235    3.039696e-11\n",
              "4       -1.141594e+05 -3.981880  ...       0.000256    2.190395e-03\n",
              "...               ...       ...  ...            ...             ...\n",
              "3760203 -4.868295e+06 -6.208322  ...       0.002802    4.540537e-12\n",
              "3760204 -2.179503e+07 -1.160736  ...       0.003277    4.336351e-12\n",
              "3760205 -9.626352e+04 -9.047547  ...       0.015238    2.627548e-12\n",
              "3760206 -3.336376e+05 -2.445943  ...       0.001274    1.843818e-11\n",
              "3760207 -1.105337e+08 -6.180214  ...       0.005158    1.655706e-12\n",
              "\n",
              "[3760208 rows x 752 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OvUz_r7gcT7B"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}