Prática_CÓDIGO_Case_Jornada_Quant_Dia_1.ipynb

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      "source": [
        "<a href=\"https://colab.research.google.com/github/jeniferGoncalvesDaSilvaDev/python-finance/blob/main/Pr%C3%A1tica_C%C3%93DIGO_Case_Jornada_Quant_Dia_1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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    {
      "cell_type": "markdown",
      "source": [
        "<center><img src = \"https://github.com/Trading-com-Dados/pmf/blob/main/logotipo-trading-com-dados.svg?raw=true\" width = \"100\">\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "abePKsmjKDQQ"
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    {
      "cell_type": "markdown",
      "source": [
        "<center><img src = \"https://github.com/victorncg/financas_quantitativas/blob/main/LOGO%20JQ%20003.png?raw=true\" width = \"300\">\n",
        "\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "buW66rEbKqjn"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Jornada Quant**\n",
        "\n",
        "Sejam bem-vindos a primeira aula da Jornada Quant!\n",
        "\n",
        "Nesta aula, vamos ver como consultar a base de dados fundamentalistas da biblioteca Fundamentus.\n",
        "\n",
        "Depois, faremos algumas manipulações com os dados.\n",
        "\n",
        "Por fim, vamos realizar um **screening**, ou seja, um filtro de ações de acordo com alguns critérios pré-estabelecidos."
      ],
      "metadata": {
        "id": "fsY0dab2nkTA"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **0. Instalando e importando bibliotecas**"
      ],
      "metadata": {
        "id": "g26Pu-xLKwsZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Instalando biblioteca **fundamentus** e algumas dependências"
      ],
      "metadata": {
        "id": "sr7svREcq1i9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install fundamentus"
      ],
      "metadata": {
        "id": "2Y21zb5Rq5rz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6fc77100-ae9c-4b1c-d3c0-2f3bc85340cf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting fundamentus\n",
            "  Downloading fundamentus-0.2.0-py3-none-any.whl (13 kB)\n",
            "Requirement already satisfied: requests>=2.25.1 in /usr/local/lib/python3.10/dist-packages (from fundamentus) (2.31.0)\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m60.3/60.3 kB\u001b[0m \u001b[31m1.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: pandas>=1.1.5 in /usr/local/lib/python3.10/dist-packages (from fundamentus) (1.5.3)\n",
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            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.25.1->fundamentus) (2023.11.17)\n",
            "Requirement already satisfied: attrs>=21.2 in /usr/local/lib/python3.10/dist-packages (from requests-cache>=0.5.2->fundamentus) (23.2.0)\n",
            "Collecting cattrs>=22.2 (from requests-cache>=0.5.2->fundamentus)\n",
            "  Downloading cattrs-23.2.3-py3-none-any.whl (57 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.5/57.5 kB\u001b[0m \u001b[31m4.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests-cache>=0.5.2->fundamentus) (4.1.0)\n",
            "Collecting url-normalize>=1.4 (from requests-cache>=0.5.2->fundamentus)\n",
            "  Downloading url_normalize-1.4.3-py2.py3-none-any.whl (6.8 kB)\n",
            "Requirement already satisfied: exceptiongroup>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from cattrs>=22.2->requests-cache>=0.5.2->fundamentus) (1.2.0)\n",
            "Requirement already satisfied: typing-extensions!=4.6.3,>=4.1.0 in /usr/local/lib/python3.10/dist-packages (from cattrs>=22.2->requests-cache>=0.5.2->fundamentus) (4.5.0)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas>=1.1.5->fundamentus) (1.16.0)\n",
            "Installing collected packages: url-normalize, cattrs, requests-cache, fundamentus\n",
            "Successfully installed cattrs-23.2.3 fundamentus-0.2.0 requests-cache-1.1.1 url-normalize-1.4.3\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import fundamentus\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import yfinance as yf"
      ],
      "metadata": {
        "id": "t5TNgcWyZtJH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **1. Obtendo e explorando os dados**"
      ],
      "metadata": {
        "id": "7m9C9QknK1mY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = fundamentus.get_resultado()\n",
        "\n",
        "# Para visualizar as 5 primeiras linhas\n",
        "df"
      ],
      "metadata": {
        "id": "UOEblMS9bnI5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 475
        },
        "outputId": "70535391-9070-4937-dac4-57749e39ff28"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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              "Multiples  cotacao      pl   pvp    psr      dy     pa    pcg  pebit   pacl  \\\n",
              "papel                                                                         \n",
              "AALR3         8.92   -4.01  1.04  0.914  0.0000  0.384  -4.72  49.46  -0.97   \n",
              "ABCB3         0.00    0.00  0.00  0.000  0.0000  0.000   0.00   0.00   0.00   \n",
              "ABCB4        23.50    6.81  0.97  0.000  0.0640  0.000   0.00   0.00   0.00   \n",
              "ABEV3        13.62   14.23  2.38  2.603  0.0536  1.556  57.88  12.62 -24.38   \n",
              "ABYA3         4.91 -214.80  1.76  2.055  0.0000  0.527   1.98  19.96  -2.75   \n",
              "...            ...     ...   ...    ...     ...    ...    ...    ...    ...   \n",
              "WLMM4        27.95    9.63  1.52  0.481  0.0321  1.233   2.82   7.97   3.30   \n",
              "WMBY3        25.39  -19.30  2.87  0.836  0.0000  0.182   1.20   8.62  -1.50   \n",
              "WSON33       67.00    8.07  0.98  1.067  0.0000  0.400  13.41   2.42  -0.89   \n",
              "YDUQ3        21.11   34.69  2.01  1.300  0.0130  0.666   7.49   8.02  -1.64   \n",
              "ZAMP3         5.19  -12.41  1.07  0.374  0.0000  0.359  53.72  15.02  -0.79   \n",
              "\n",
              "Multiples  evebit  evebitda  mrgebit  mrgliq    roic     roe  liqc  \\\n",
              "papel                                                                \n",
              "AALR3       84.92     13.10   0.0185 -0.2210  0.0091 -0.2592  0.74   \n",
              "ABCB3        0.00      0.00   0.0000  0.0000  0.0000  0.1429  0.00   \n",
              "ABCB4        0.00      0.00   0.0000  0.0000  0.0000  0.1429  0.00   \n",
              "ABEV3       11.80      8.68   0.2063  0.1882  0.1650  0.1671  1.11   \n",
              "ABYA3       33.67     33.67   0.1029 -0.0096  0.0278 -0.0082  2.09   \n",
              "...           ...       ...      ...     ...     ...     ...   ...   \n",
              "WLMM4        7.26      7.01   0.0603  0.0499  0.1834  0.1577  4.54   \n",
              "WMBY3       25.02     25.02   0.0970 -0.0705  0.0239 -0.1486  1.44   \n",
              "WSON33       5.08      5.08   0.4414  0.1358  0.1836  0.1217  1.26   \n",
              "YDUQ3       13.14      6.77   0.1620  0.0380  0.0969  0.0581  1.52   \n",
              "ZAMP3       23.00      4.17   0.0249 -0.0302  0.0286 -0.0865  1.03   \n",
              "\n",
              "Multiples        liq2m       patrliq  divbpatr     c5y  \n",
              "papel                                                   \n",
              "AALR3        1462070.0  1.015110e+09      1.04  0.0354  \n",
              "ABCB3              0.0  5.721810e+09      0.00  0.7094  \n",
              "ABCB4       14812300.0  5.721810e+09      0.00  0.7094  \n",
              "ABEV3      322647000.0  9.025490e+10      0.04  0.1323  \n",
              "ABYA3              0.0  2.920600e+08      1.31  0.1641  \n",
              "...                ...           ...       ...     ...  \n",
              "WLMM4          14298.1  6.698980e+08      0.01  0.2265  \n",
              "WMBY3              0.0  2.124390e+08      6.51 -0.1448  \n",
              "WSON33             0.0  2.148530e+09      1.21  0.0523  \n",
              "YDUQ3       77807500.0  3.239030e+09      1.65  0.0898  \n",
              "ZAMP3       14707300.0  1.331470e+09      0.87  0.1128  \n",
              "\n",
              "[967 rows x 20 columns]"
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>cotacao</th>\n",
              "      <th>pl</th>\n",
              "      <th>pvp</th>\n",
              "      <th>psr</th>\n",
              "      <th>dy</th>\n",
              "      <th>pa</th>\n",
              "      <th>pcg</th>\n",
              "      <th>pebit</th>\n",
              "      <th>pacl</th>\n",
              "      <th>evebit</th>\n",
              "      <th>evebitda</th>\n",
              "      <th>mrgebit</th>\n",
              "      <th>mrgliq</th>\n",
              "      <th>roic</th>\n",
              "      <th>roe</th>\n",
              "      <th>liqc</th>\n",
              "      <th>liq2m</th>\n",
              "      <th>patrliq</th>\n",
              "      <th>divbpatr</th>\n",
              "      <th>c5y</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
              "      <th></th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>AALR3</th>\n",
              "      <td>8.92</td>\n",
              "      <td>-4.01</td>\n",
              "      <td>1.04</td>\n",
              "      <td>0.914</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.384</td>\n",
              "      <td>-4.72</td>\n",
              "      <td>49.46</td>\n",
              "      <td>-0.97</td>\n",
              "      <td>84.92</td>\n",
              "      <td>13.10</td>\n",
              "      <td>0.0185</td>\n",
              "      <td>-0.2210</td>\n",
              "      <td>0.0091</td>\n",
              "      <td>-0.2592</td>\n",
              "      <td>0.74</td>\n",
              "      <td>1462070.0</td>\n",
              "      <td>1.015110e+09</td>\n",
              "      <td>1.04</td>\n",
              "      <td>0.0354</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABCB3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
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              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1429</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.721810e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.7094</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABCB4</th>\n",
              "      <td>23.50</td>\n",
              "      <td>6.81</td>\n",
              "      <td>0.97</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0640</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1429</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14812300.0</td>\n",
              "      <td>5.721810e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.7094</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABEV3</th>\n",
              "      <td>13.62</td>\n",
              "      <td>14.23</td>\n",
              "      <td>2.38</td>\n",
              "      <td>2.603</td>\n",
              "      <td>0.0536</td>\n",
              "      <td>1.556</td>\n",
              "      <td>57.88</td>\n",
              "      <td>12.62</td>\n",
              "      <td>-24.38</td>\n",
              "      <td>11.80</td>\n",
              "      <td>8.68</td>\n",
              "      <td>0.2063</td>\n",
              "      <td>0.1882</td>\n",
              "      <td>0.1650</td>\n",
              "      <td>0.1671</td>\n",
              "      <td>1.11</td>\n",
              "      <td>322647000.0</td>\n",
              "      <td>9.025490e+10</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.1323</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABYA3</th>\n",
              "      <td>4.91</td>\n",
              "      <td>-214.80</td>\n",
              "      <td>1.76</td>\n",
              "      <td>2.055</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.527</td>\n",
              "      <td>1.98</td>\n",
              "      <td>19.96</td>\n",
              "      <td>-2.75</td>\n",
              "      <td>33.67</td>\n",
              "      <td>33.67</td>\n",
              "      <td>0.1029</td>\n",
              "      <td>-0.0096</td>\n",
              "      <td>0.0278</td>\n",
              "      <td>-0.0082</td>\n",
              "      <td>2.09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.920600e+08</td>\n",
              "      <td>1.31</td>\n",
              "      <td>0.1641</td>\n",
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              "      <th>WLMM4</th>\n",
              "      <td>27.95</td>\n",
              "      <td>9.63</td>\n",
              "      <td>1.52</td>\n",
              "      <td>0.481</td>\n",
              "      <td>0.0321</td>\n",
              "      <td>1.233</td>\n",
              "      <td>2.82</td>\n",
              "      <td>7.97</td>\n",
              "      <td>3.30</td>\n",
              "      <td>7.26</td>\n",
              "      <td>7.01</td>\n",
              "      <td>0.0603</td>\n",
              "      <td>0.0499</td>\n",
              "      <td>0.1834</td>\n",
              "      <td>0.1577</td>\n",
              "      <td>4.54</td>\n",
              "      <td>14298.1</td>\n",
              "      <td>6.698980e+08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.2265</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>WMBY3</th>\n",
              "      <td>25.39</td>\n",
              "      <td>-19.30</td>\n",
              "      <td>2.87</td>\n",
              "      <td>0.836</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.182</td>\n",
              "      <td>1.20</td>\n",
              "      <td>8.62</td>\n",
              "      <td>-1.50</td>\n",
              "      <td>25.02</td>\n",
              "      <td>25.02</td>\n",
              "      <td>0.0970</td>\n",
              "      <td>-0.0705</td>\n",
              "      <td>0.0239</td>\n",
              "      <td>-0.1486</td>\n",
              "      <td>1.44</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.124390e+08</td>\n",
              "      <td>6.51</td>\n",
              "      <td>-0.1448</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>WSON33</th>\n",
              "      <td>67.00</td>\n",
              "      <td>8.07</td>\n",
              "      <td>0.98</td>\n",
              "      <td>1.067</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.400</td>\n",
              "      <td>13.41</td>\n",
              "      <td>2.42</td>\n",
              "      <td>-0.89</td>\n",
              "      <td>5.08</td>\n",
              "      <td>5.08</td>\n",
              "      <td>0.4414</td>\n",
              "      <td>0.1358</td>\n",
              "      <td>0.1836</td>\n",
              "      <td>0.1217</td>\n",
              "      <td>1.26</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.148530e+09</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.0523</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>YDUQ3</th>\n",
              "      <td>21.11</td>\n",
              "      <td>34.69</td>\n",
              "      <td>2.01</td>\n",
              "      <td>1.300</td>\n",
              "      <td>0.0130</td>\n",
              "      <td>0.666</td>\n",
              "      <td>7.49</td>\n",
              "      <td>8.02</td>\n",
              "      <td>-1.64</td>\n",
              "      <td>13.14</td>\n",
              "      <td>6.77</td>\n",
              "      <td>0.1620</td>\n",
              "      <td>0.0380</td>\n",
              "      <td>0.0969</td>\n",
              "      <td>0.0581</td>\n",
              "      <td>1.52</td>\n",
              "      <td>77807500.0</td>\n",
              "      <td>3.239030e+09</td>\n",
              "      <td>1.65</td>\n",
              "      <td>0.0898</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ZAMP3</th>\n",
              "      <td>5.19</td>\n",
              "      <td>-12.41</td>\n",
              "      <td>1.07</td>\n",
              "      <td>0.374</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.359</td>\n",
              "      <td>53.72</td>\n",
              "      <td>15.02</td>\n",
              "      <td>-0.79</td>\n",
              "      <td>23.00</td>\n",
              "      <td>4.17</td>\n",
              "      <td>0.0249</td>\n",
              "      <td>-0.0302</td>\n",
              "      <td>0.0286</td>\n",
              "      <td>-0.0865</td>\n",
              "      <td>1.03</td>\n",
              "      <td>14707300.0</td>\n",
              "      <td>1.331470e+09</td>\n",
              "      <td>0.87</td>\n",
              "      <td>0.1128</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>967 rows × 20 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d2b9229d-4beb-4590-ab46-9dcf0d9d219e')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-d2b9229d-4beb-4590-ab46-9dcf0d9d219e button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-d2b9229d-4beb-4590-ab46-9dcf0d9d219e');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-f8cd3c4a-37f4-415a-9c70-de9ef5134e7c\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f8cd3c4a-37f4-415a-9c70-de9ef5134e7c')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-f8cd3c4a-37f4-415a-9c70-de9ef5134e7c button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gMLzbjuJy2JW",
        "outputId": "5491a08c-8f3d-487d-83d4-b95ce517835c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(967, 20)"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.loc[['GRND3', 'ABEV3'],['pl', 'roe']]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "AL8smqBoy6Zx",
        "outputId": "d2d81c10-3dd3-4c54-9b03-f8f1a3ab81df"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples     pl     roe\n",
              "papel                   \n",
              "GRND3      12.38  0.1485\n",
              "ABEV3      14.23  0.1671"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-84cdde34-0a39-4c55-aafe-93404da8b716\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>pl</th>\n",
              "      <th>roe</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>GRND3</th>\n",
              "      <td>12.38</td>\n",
              "      <td>0.1485</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABEV3</th>\n",
              "      <td>14.23</td>\n",
              "      <td>0.1671</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "\n",
              "    .colab-df-buttons div {\n",
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              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-84cdde34-0a39-4c55-aafe-93404da8b716');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
              "\n",
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              "            title=\"Suggest charts\"\n",
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              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
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              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-84954e3d-09cd-4a7d-97a7-693bdd31a21b button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[(df.pl > 0) & (df.dy > 0.1)].sort_values('dy', ascending = False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "JAUIwrurzYBE",
        "outputId": "256720d7-ba8a-4eb2-d1db-b67d01f47b82"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao     pl   pvp    psr        dy     pa     pcg   pebit  \\\n",
              "papel                                                                     \n",
              "EPAR3        10.00   4.69  1.20  0.309  262.5560  1.047    2.30   12.51   \n",
              "BSLI4        12.22  15.48  1.80  0.000   12.6055  0.000    0.00    0.00   \n",
              "BSLI3        13.14  16.64  1.93  0.000   10.6572  0.000    0.00    0.00   \n",
              "TRPN3         0.71   0.44  0.54  0.263    1.0474  0.399    0.59    0.36   \n",
              "LEVE3        36.24   6.85  3.13  1.107    0.2581  1.560    5.06    6.02   \n",
              "AURE3        13.47   6.64  0.96  2.259    0.2227  0.431    3.62   15.65   \n",
              "GRND3         7.10  12.38  1.84  2.629    0.1954  1.657    3.00   17.32   \n",
              "PETR4        38.10   3.63  1.29  0.927    0.1902  0.485  -68.46    2.06   \n",
              "PETR3        39.42   3.76  1.33  0.959    0.1838  0.501  -70.83    2.13   \n",
              "BMKS3       343.50   7.16  0.76  9.754    0.1682  0.665    0.90  -24.51   \n",
              "GOAU4        10.20   3.84  0.59  0.146    0.1561  0.136    0.49    1.02   \n",
              "CEBR5        17.19   6.36  1.19  4.281    0.1543  0.847    1.93   17.29   \n",
              "GOAU3        10.61   3.99  0.61  0.152    0.1500  0.142    0.51    1.06   \n",
              "CEBR3        18.00   6.66  1.24  4.483    0.1473  0.887    2.02   18.11   \n",
              "CEBR6        19.90   7.36  1.37  4.956    0.1466  0.981    2.23   20.02   \n",
              "MTRE3         5.29   6.48  0.57  0.614    0.1435  0.258    0.50   10.81   \n",
              "CRPG6        37.00  16.14  1.55  1.797    0.1418  1.146    2.11   75.43   \n",
              "CRPG5        37.37  16.30  1.57  1.815    0.1404  1.158    2.13   76.18   \n",
              "BGIP4        25.00   7.15  0.72  0.000    0.1345  0.000    0.00    0.00   \n",
              "CSMG3        21.63   6.36  1.04  1.175    0.1338  0.587    8.22    4.91   \n",
              "CRPG3        39.95  17.42  1.67  1.940    0.1314  1.237    2.28   81.44   \n",
              "ALLD3         7.40   9.06  0.44  0.119    0.1305  0.199    0.68    3.85   \n",
              "CRIV4         5.64  16.57  0.54  0.000    0.1281  0.000    0.00    0.00   \n",
              "AGRO3        25.16  10.07  1.15  2.101    0.1277  0.746    3.55    9.90   \n",
              "BRAP4        24.43   4.53  1.20  0.000    0.1237  1.181   20.91 -470.18   \n",
              "BRAP3        22.31   4.13  1.09  0.000    0.1231  1.079   19.10 -429.38   \n",
              "SOND3        46.01   9.09  1.97  0.667    0.1204  1.172    3.45    3.06   \n",
              "MELK3         4.70  13.40  0.83  0.959    0.1194  0.398    0.73   26.55   \n",
              "CEEB5        39.01   6.17  1.73  0.696    0.1167  0.368   -6.19    2.71   \n",
              "EKTR3        33.50   7.25  2.38  0.755    0.1151  0.587   14.42    3.29   \n",
              "CSRN6        25.51   6.54  3.00  1.173    0.1145  0.743 -129.93    4.20   \n",
              "CEEB3        39.80   6.30  1.76  0.710    0.1144  0.376   -6.31    2.77   \n",
              "BGIP3        27.06   7.74  0.78  0.000    0.1130  0.000    0.00    0.00   \n",
              "SOND5        54.00  10.67  2.31  0.783    0.1129  1.376    4.05    3.59   \n",
              "SOND6        54.20  10.71  2.32  0.786    0.1124  1.381    4.06    3.60   \n",
              "EKTR4        38.10   8.25  2.71  0.858    0.1113  0.668   16.40    3.75   \n",
              "BMGB4         3.42  13.03  0.51  0.000    0.1098  0.000    0.00    0.00   \n",
              "CMIG4        12.00   5.00  1.08  0.732    0.1076  0.470    8.25    3.21   \n",
              "CSRN5        28.00   7.17  3.29  1.287    0.1043  0.815 -142.61    4.61   \n",
              "BBSE3        33.40   8.73  6.26  0.000    0.1041  4.114    0.00    7.69   \n",
              "CMIN3         7.53  13.41  3.61  2.381    0.1032  1.394    4.63    7.05   \n",
              "CGRA3        26.05   6.10  0.60  0.780    0.1017  0.433    1.61    6.46   \n",
              "CGRA4        26.18   6.13  0.60  0.784    0.1012  0.435    1.62    6.49   \n",
              "\n",
              "Multiples   pacl  evebit  evebitda  mrgebit  mrgliq    roic     roe   liqc  \\\n",
              "papel                                                                        \n",
              "EPAR3       2.96   10.97      9.60   0.0247  0.0658  0.0971  0.2558  18.54   \n",
              "BSLI4       0.00    0.00      0.00   0.0000  0.0000  0.0000  0.1162   0.00   \n",
              "BSLI3       0.00    0.00      0.00   0.0000  0.0000  0.0000  0.1162   0.00   \n",
              "TRPN3       0.59   -0.35     -0.35   0.7228  0.5929  5.2301  1.2235   3.61   \n",
              "LEVE3      10.70    6.00      5.34   0.1837  0.1613  0.3602  0.4573   1.91   \n",
              "AURE3      -1.42   17.17     10.18   0.1444  0.3401  0.0339  0.1452   1.92   \n",
              "GRND3       3.05   15.43     12.30   0.1518  0.2123  0.1227  0.1485   7.09   \n",
              "PETR4      -1.01    3.05      2.33   0.4492  0.2564  0.2576  0.3547   0.95   \n",
              "PETR3      -1.05    3.12      2.38   0.4492  0.2564  0.2576  0.3547   0.95   \n",
              "BMKS3       1.06    0.17      0.17  -0.3980  1.3618 -0.0901  0.1066  36.30   \n",
              "GOAU4       1.68    1.45      1.12   0.1434  0.1135  0.1599  0.1529   3.02   \n",
              "CEBR5       2.03    7.86      7.03   0.2476  0.8086  0.0922  0.1863   6.09   \n",
              "GOAU3       1.75    1.49      1.15   0.1434  0.1135  0.1599  0.1529   3.02   \n",
              "CEBR3       2.13    8.68      7.76   0.2476  0.8086  0.0922  0.1863   6.09   \n",
              "CEBR6       2.36   10.59      9.47   0.2476  0.8086  0.0922  0.1863   6.09   \n",
              "MTRE3       0.87   20.89     18.17   0.0568  0.0943  0.0257  0.0885   2.65   \n",
              "CRPG6       2.69   68.76     24.01   0.0238  0.1113  0.0179  0.0960   4.80   \n",
              "CRPG5       2.72   69.52     24.27   0.0238  0.1113  0.0179  0.0960   4.80   \n",
              "BGIP4       0.00    0.00      0.00   0.0000  0.0000  0.0000  0.1009   0.00   \n",
              "CSMG3      -2.41    6.91      4.72   0.2392  0.1847  0.1346  0.1638   1.58   \n",
              "CRPG3       2.90   74.78     26.11   0.0238  0.1113  0.0179  0.0960   4.80   \n",
              "ALLD3       1.41    5.25      3.81   0.0310  0.0131  0.0845  0.0490   1.73   \n",
              "CRIV4       0.00    0.00      0.00   0.0000  0.0000  0.0000  0.0327   0.00   \n",
              "AGRO3      45.97   11.76      8.62   0.2123  0.2086  0.0921  0.1140   2.34   \n",
              "BRAP4      20.93 -445.55   -445.55   0.0000  0.0000 -0.0027  0.2644   5.31   \n",
              "BRAP3      19.12 -404.75   -404.75   0.0000  0.0000 -0.0027  0.2644   5.31   \n",
              "SOND3       5.64    2.35      2.17   0.2184  0.0734  0.5507  0.2162   2.25   \n",
              "MELK3       1.20   22.04     19.64   0.0361  0.0893  0.0189  0.0617   3.08   \n",
              "CEEB5      -0.65    6.18      5.04   0.2563  0.1128  0.1493  0.2797   0.79   \n",
              "EKTR3      -1.33    5.65      4.78   0.2291  0.1041  0.2127  0.3283   1.15   \n",
              "CSRN6      -1.49    6.63      5.69   0.2790  0.1794  0.2033  0.4587   0.98   \n",
              "CEEB3      -0.67    6.24      5.08   0.2563  0.1128  0.1493  0.2797   0.79   \n",
              "BGIP3       0.00    0.00      0.00   0.0000  0.0000  0.0000  0.1009   0.00   \n",
              "SOND5       6.62    2.88      2.66   0.2184  0.0734  0.5507  0.2162   2.25   \n",
              "SOND6       6.65    2.90      2.68   0.2184  0.0734  0.5507  0.2162   2.25   \n",
              "EKTR4      -1.51    6.10      5.17   0.2291  0.1041  0.2127  0.3283   1.15   \n",
              "BMGB4       0.00    0.00      0.00   0.0000  0.0000  0.0000  0.0393   0.00   \n",
              "CMIG4      -1.48    4.17      3.63   0.2283  0.1466  0.1673  0.2164   1.30   \n",
              "CSRN5      -1.63    7.04      6.04   0.2790  0.1794  0.2033  0.4587   0.98   \n",
              "BBSE3       0.00    0.00      0.00   0.0000  0.0000  0.0000  0.7180   0.00   \n",
              "CMIN3      -8.77    6.68      5.67   0.3378  0.1776  0.3373  0.2692   2.96   \n",
              "CGRA3       2.79    4.73      3.52   0.1209  0.1281  0.0832  0.0980   2.66   \n",
              "CGRA4       2.80    4.76      3.55   0.1209  0.1281  0.0832  0.0980   2.66   \n",
              "\n",
              "Multiples         liq2m       patrliq  divbpatr     c5y  \n",
              "papel                                                    \n",
              "EPAR3      3.964620e+05  1.238600e+08      0.01  0.0824  \n",
              "BSLI4      9.911510e+03  2.467570e+09      0.00  0.0189  \n",
              "BSLI3      4.992080e+03  2.467570e+09      0.00  0.0189  \n",
              "TRPN3      0.000000e+00  5.935800e+07      0.00  0.0577  \n",
              "LEVE3      2.229400e+07  1.568530e+09      0.31  0.1850  \n",
              "AURE3      7.865330e+07  1.396240e+10      0.44  0.2156  \n",
              "GRND3      8.086950e+06  3.483510e+09      0.03  0.0659  \n",
              "PETR4      1.553920e+09  3.860070e+11      0.79  0.2027  \n",
              "PETR3      3.887110e+08  3.860070e+11      0.79  0.2027  \n",
              "BMKS3      1.063660e+04  2.046500e+08      0.03 -0.0334  \n",
              "GOAU4      1.318390e+08  1.794810e+10      0.64  0.2096  \n",
              "CEBR5      1.291560e+05  1.045450e+09      0.00 -0.4474  \n",
              "GOAU3      1.097450e+06  1.794810e+10      0.64  0.2096  \n",
              "CEBR3      1.615850e+05  1.045450e+09      0.00 -0.4474  \n",
              "CEBR6      2.340070e+05  1.045450e+09      0.00 -0.4474  \n",
              "MTRE3      8.359880e+06  9.768460e+08      0.63  0.3244  \n",
              "CRPG6      5.677270e+04  6.929190e+08      0.01  0.0355  \n",
              "CRPG5      1.447520e+05  6.929190e+08      0.01  0.0355  \n",
              "BGIP4      3.000740e+04  6.167090e+08      0.00 -0.0005  \n",
              "CSMG3      3.350650e+07  7.891110e+09      0.58  0.0853  \n",
              "CRPG3      4.297590e+03  6.929190e+08      0.01  0.0355  \n",
              "ALLD3      4.032070e+05  1.552720e+09      0.38  0.0044  \n",
              "CRIV4      4.541340e+04  1.071420e+09      0.00  0.0362  \n",
              "AGRO3      1.059970e+07  2.250940e+09      0.38  0.2831  \n",
              "BRAP4      8.746430e+07  8.023720e+09      0.00  0.0000  \n",
              "BRAP3      1.883710e+06  8.023720e+09      0.00  0.0000  \n",
              "SOND3      0.000000e+00  5.754000e+07      0.00  0.3070  \n",
              "MELK3      6.627660e+05  1.171940e+09      0.24  0.2163  \n",
              "CEEB5      3.118700e+02  5.925000e+09      2.44  0.1585  \n",
              "EKTR3      0.000000e+00  2.726000e+09      2.06  0.1269  \n",
              "CSRN6      3.423300e+02  1.430000e+09      2.07  0.1453  \n",
              "CEEB3      3.320020e+04  5.925000e+09      2.44  0.1585  \n",
              "BGIP3      1.509770e+03  6.167090e+08      0.00 -0.0005  \n",
              "SOND5      1.107690e+03  5.754000e+07      0.00  0.3070  \n",
              "SOND6      1.389700e+02  5.754000e+07      0.00  0.3070  \n",
              "EKTR4      1.265040e+04  2.726000e+09      2.06  0.1269  \n",
              "BMGB4      4.679750e+06  3.896220e+09      0.00 -0.1297  \n",
              "CMIG4      2.096540e+08  2.442780e+10      0.50  0.1186  \n",
              "CSRN5      4.307700e+02  1.430000e+09      2.07  0.1453  \n",
              "BBSE3      1.782240e+08  1.066320e+10      0.00  0.0000  \n",
              "CMIN3      6.487590e+07  1.144420e+10      0.74 -0.0963  \n",
              "CGRA3      1.166520e+05  8.757810e+08      0.00  0.1206  \n",
              "CGRA4      2.328230e+05  8.757810e+08      0.00  0.1206  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-67fa8df1-2409-41fc-abb6-fe55977609b9\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>cotacao</th>\n",
              "      <th>pl</th>\n",
              "      <th>pvp</th>\n",
              "      <th>psr</th>\n",
              "      <th>dy</th>\n",
              "      <th>pa</th>\n",
              "      <th>pcg</th>\n",
              "      <th>pebit</th>\n",
              "      <th>pacl</th>\n",
              "      <th>evebit</th>\n",
              "      <th>evebitda</th>\n",
              "      <th>mrgebit</th>\n",
              "      <th>mrgliq</th>\n",
              "      <th>roic</th>\n",
              "      <th>roe</th>\n",
              "      <th>liqc</th>\n",
              "      <th>liq2m</th>\n",
              "      <th>patrliq</th>\n",
              "      <th>divbpatr</th>\n",
              "      <th>c5y</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>EPAR3</th>\n",
              "      <td>10.00</td>\n",
              "      <td>4.69</td>\n",
              "      <td>1.20</td>\n",
              "      <td>0.309</td>\n",
              "      <td>262.5560</td>\n",
              "      <td>1.047</td>\n",
              "      <td>2.30</td>\n",
              "      <td>12.51</td>\n",
              "      <td>2.96</td>\n",
              "      <td>10.97</td>\n",
              "      <td>9.60</td>\n",
              "      <td>0.0247</td>\n",
              "      <td>0.0658</td>\n",
              "      <td>0.0971</td>\n",
              "      <td>0.2558</td>\n",
              "      <td>18.54</td>\n",
              "      <td>3.964620e+05</td>\n",
              "      <td>1.238600e+08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.0824</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSLI4</th>\n",
              "      <td>12.22</td>\n",
              "      <td>15.48</td>\n",
              "      <td>1.80</td>\n",
              "      <td>0.000</td>\n",
              "      <td>12.6055</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1162</td>\n",
              "      <td>0.00</td>\n",
              "      <td>9.911510e+03</td>\n",
              "      <td>2.467570e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0189</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSLI3</th>\n",
              "      <td>13.14</td>\n",
              "      <td>16.64</td>\n",
              "      <td>1.93</td>\n",
              "      <td>0.000</td>\n",
              "      <td>10.6572</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1162</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.992080e+03</td>\n",
              "      <td>2.467570e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0189</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TRPN3</th>\n",
              "      <td>0.71</td>\n",
              "      <td>0.44</td>\n",
              "      <td>0.54</td>\n",
              "      <td>0.263</td>\n",
              "      <td>1.0474</td>\n",
              "      <td>0.399</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.59</td>\n",
              "      <td>-0.35</td>\n",
              "      <td>-0.35</td>\n",
              "      <td>0.7228</td>\n",
              "      <td>0.5929</td>\n",
              "      <td>5.2301</td>\n",
              "      <td>1.2235</td>\n",
              "      <td>3.61</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>5.935800e+07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0577</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LEVE3</th>\n",
              "      <td>36.24</td>\n",
              "      <td>6.85</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.107</td>\n",
              "      <td>0.2581</td>\n",
              "      <td>1.560</td>\n",
              "      <td>5.06</td>\n",
              "      <td>6.02</td>\n",
              "      <td>10.70</td>\n",
              "      <td>6.00</td>\n",
              "      <td>5.34</td>\n",
              "      <td>0.1837</td>\n",
              "      <td>0.1613</td>\n",
              "      <td>0.3602</td>\n",
              "      <td>0.4573</td>\n",
              "      <td>1.91</td>\n",
              "      <td>2.229400e+07</td>\n",
              "      <td>1.568530e+09</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.1850</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AURE3</th>\n",
              "      <td>13.47</td>\n",
              "      <td>6.64</td>\n",
              "      <td>0.96</td>\n",
              "      <td>2.259</td>\n",
              "      <td>0.2227</td>\n",
              "      <td>0.431</td>\n",
              "      <td>3.62</td>\n",
              "      <td>15.65</td>\n",
              "      <td>-1.42</td>\n",
              "      <td>17.17</td>\n",
              "      <td>10.18</td>\n",
              "      <td>0.1444</td>\n",
              "      <td>0.3401</td>\n",
              "      <td>0.0339</td>\n",
              "      <td>0.1452</td>\n",
              "      <td>1.92</td>\n",
              "      <td>7.865330e+07</td>\n",
              "      <td>1.396240e+10</td>\n",
              "      <td>0.44</td>\n",
              "      <td>0.2156</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GRND3</th>\n",
              "      <td>7.10</td>\n",
              "      <td>12.38</td>\n",
              "      <td>1.84</td>\n",
              "      <td>2.629</td>\n",
              "      <td>0.1954</td>\n",
              "      <td>1.657</td>\n",
              "      <td>3.00</td>\n",
              "      <td>17.32</td>\n",
              "      <td>3.05</td>\n",
              "      <td>15.43</td>\n",
              "      <td>12.30</td>\n",
              "      <td>0.1518</td>\n",
              "      <td>0.2123</td>\n",
              "      <td>0.1227</td>\n",
              "      <td>0.1485</td>\n",
              "      <td>7.09</td>\n",
              "      <td>8.086950e+06</td>\n",
              "      <td>3.483510e+09</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.0659</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PETR4</th>\n",
              "      <td>38.10</td>\n",
              "      <td>3.63</td>\n",
              "      <td>1.29</td>\n",
              "      <td>0.927</td>\n",
              "      <td>0.1902</td>\n",
              "      <td>0.485</td>\n",
              "      <td>-68.46</td>\n",
              "      <td>2.06</td>\n",
              "      <td>-1.01</td>\n",
              "      <td>3.05</td>\n",
              "      <td>2.33</td>\n",
              "      <td>0.4492</td>\n",
              "      <td>0.2564</td>\n",
              "      <td>0.2576</td>\n",
              "      <td>0.3547</td>\n",
              "      <td>0.95</td>\n",
              "      <td>1.553920e+09</td>\n",
              "      <td>3.860070e+11</td>\n",
              "      <td>0.79</td>\n",
              "      <td>0.2027</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PETR3</th>\n",
              "      <td>39.42</td>\n",
              "      <td>3.76</td>\n",
              "      <td>1.33</td>\n",
              "      <td>0.959</td>\n",
              "      <td>0.1838</td>\n",
              "      <td>0.501</td>\n",
              "      <td>-70.83</td>\n",
              "      <td>2.13</td>\n",
              "      <td>-1.05</td>\n",
              "      <td>3.12</td>\n",
              "      <td>2.38</td>\n",
              "      <td>0.4492</td>\n",
              "      <td>0.2564</td>\n",
              "      <td>0.2576</td>\n",
              "      <td>0.3547</td>\n",
              "      <td>0.95</td>\n",
              "      <td>3.887110e+08</td>\n",
              "      <td>3.860070e+11</td>\n",
              "      <td>0.79</td>\n",
              "      <td>0.2027</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BMKS3</th>\n",
              "      <td>343.50</td>\n",
              "      <td>7.16</td>\n",
              "      <td>0.76</td>\n",
              "      <td>9.754</td>\n",
              "      <td>0.1682</td>\n",
              "      <td>0.665</td>\n",
              "      <td>0.90</td>\n",
              "      <td>-24.51</td>\n",
              "      <td>1.06</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.17</td>\n",
              "      <td>-0.3980</td>\n",
              "      <td>1.3618</td>\n",
              "      <td>-0.0901</td>\n",
              "      <td>0.1066</td>\n",
              "      <td>36.30</td>\n",
              "      <td>1.063660e+04</td>\n",
              "      <td>2.046500e+08</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.0334</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GOAU4</th>\n",
              "      <td>10.20</td>\n",
              "      <td>3.84</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.146</td>\n",
              "      <td>0.1561</td>\n",
              "      <td>0.136</td>\n",
              "      <td>0.49</td>\n",
              "      <td>1.02</td>\n",
              "      <td>1.68</td>\n",
              "      <td>1.45</td>\n",
              "      <td>1.12</td>\n",
              "      <td>0.1434</td>\n",
              "      <td>0.1135</td>\n",
              "      <td>0.1599</td>\n",
              "      <td>0.1529</td>\n",
              "      <td>3.02</td>\n",
              "      <td>1.318390e+08</td>\n",
              "      <td>1.794810e+10</td>\n",
              "      <td>0.64</td>\n",
              "      <td>0.2096</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CEBR5</th>\n",
              "      <td>17.19</td>\n",
              "      <td>6.36</td>\n",
              "      <td>1.19</td>\n",
              "      <td>4.281</td>\n",
              "      <td>0.1543</td>\n",
              "      <td>0.847</td>\n",
              "      <td>1.93</td>\n",
              "      <td>17.29</td>\n",
              "      <td>2.03</td>\n",
              "      <td>7.86</td>\n",
              "      <td>7.03</td>\n",
              "      <td>0.2476</td>\n",
              "      <td>0.8086</td>\n",
              "      <td>0.0922</td>\n",
              "      <td>0.1863</td>\n",
              "      <td>6.09</td>\n",
              "      <td>1.291560e+05</td>\n",
              "      <td>1.045450e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.4474</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GOAU3</th>\n",
              "      <td>10.61</td>\n",
              "      <td>3.99</td>\n",
              "      <td>0.61</td>\n",
              "      <td>0.152</td>\n",
              "      <td>0.1500</td>\n",
              "      <td>0.142</td>\n",
              "      <td>0.51</td>\n",
              "      <td>1.06</td>\n",
              "      <td>1.75</td>\n",
              "      <td>1.49</td>\n",
              "      <td>1.15</td>\n",
              "      <td>0.1434</td>\n",
              "      <td>0.1135</td>\n",
              "      <td>0.1599</td>\n",
              "      <td>0.1529</td>\n",
              "      <td>3.02</td>\n",
              "      <td>1.097450e+06</td>\n",
              "      <td>1.794810e+10</td>\n",
              "      <td>0.64</td>\n",
              "      <td>0.2096</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CEBR3</th>\n",
              "      <td>18.00</td>\n",
              "      <td>6.66</td>\n",
              "      <td>1.24</td>\n",
              "      <td>4.483</td>\n",
              "      <td>0.1473</td>\n",
              "      <td>0.887</td>\n",
              "      <td>2.02</td>\n",
              "      <td>18.11</td>\n",
              "      <td>2.13</td>\n",
              "      <td>8.68</td>\n",
              "      <td>7.76</td>\n",
              "      <td>0.2476</td>\n",
              "      <td>0.8086</td>\n",
              "      <td>0.0922</td>\n",
              "      <td>0.1863</td>\n",
              "      <td>6.09</td>\n",
              "      <td>1.615850e+05</td>\n",
              "      <td>1.045450e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.4474</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CEBR6</th>\n",
              "      <td>19.90</td>\n",
              "      <td>7.36</td>\n",
              "      <td>1.37</td>\n",
              "      <td>4.956</td>\n",
              "      <td>0.1466</td>\n",
              "      <td>0.981</td>\n",
              "      <td>2.23</td>\n",
              "      <td>20.02</td>\n",
              "      <td>2.36</td>\n",
              "      <td>10.59</td>\n",
              "      <td>9.47</td>\n",
              "      <td>0.2476</td>\n",
              "      <td>0.8086</td>\n",
              "      <td>0.0922</td>\n",
              "      <td>0.1863</td>\n",
              "      <td>6.09</td>\n",
              "      <td>2.340070e+05</td>\n",
              "      <td>1.045450e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.4474</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MTRE3</th>\n",
              "      <td>5.29</td>\n",
              "      <td>6.48</td>\n",
              "      <td>0.57</td>\n",
              "      <td>0.614</td>\n",
              "      <td>0.1435</td>\n",
              "      <td>0.258</td>\n",
              "      <td>0.50</td>\n",
              "      <td>10.81</td>\n",
              "      <td>0.87</td>\n",
              "      <td>20.89</td>\n",
              "      <td>18.17</td>\n",
              "      <td>0.0568</td>\n",
              "      <td>0.0943</td>\n",
              "      <td>0.0257</td>\n",
              "      <td>0.0885</td>\n",
              "      <td>2.65</td>\n",
              "      <td>8.359880e+06</td>\n",
              "      <td>9.768460e+08</td>\n",
              "      <td>0.63</td>\n",
              "      <td>0.3244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CRPG6</th>\n",
              "      <td>37.00</td>\n",
              "      <td>16.14</td>\n",
              "      <td>1.55</td>\n",
              "      <td>1.797</td>\n",
              "      <td>0.1418</td>\n",
              "      <td>1.146</td>\n",
              "      <td>2.11</td>\n",
              "      <td>75.43</td>\n",
              "      <td>2.69</td>\n",
              "      <td>68.76</td>\n",
              "      <td>24.01</td>\n",
              "      <td>0.0238</td>\n",
              "      <td>0.1113</td>\n",
              "      <td>0.0179</td>\n",
              "      <td>0.0960</td>\n",
              "      <td>4.80</td>\n",
              "      <td>5.677270e+04</td>\n",
              "      <td>6.929190e+08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.0355</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CRPG5</th>\n",
              "      <td>37.37</td>\n",
              "      <td>16.30</td>\n",
              "      <td>1.57</td>\n",
              "      <td>1.815</td>\n",
              "      <td>0.1404</td>\n",
              "      <td>1.158</td>\n",
              "      <td>2.13</td>\n",
              "      <td>76.18</td>\n",
              "      <td>2.72</td>\n",
              "      <td>69.52</td>\n",
              "      <td>24.27</td>\n",
              "      <td>0.0238</td>\n",
              "      <td>0.1113</td>\n",
              "      <td>0.0179</td>\n",
              "      <td>0.0960</td>\n",
              "      <td>4.80</td>\n",
              "      <td>1.447520e+05</td>\n",
              "      <td>6.929190e+08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.0355</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BGIP4</th>\n",
              "      <td>25.00</td>\n",
              "      <td>7.15</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1345</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1009</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3.000740e+04</td>\n",
              "      <td>6.167090e+08</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.0005</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CSMG3</th>\n",
              "      <td>21.63</td>\n",
              "      <td>6.36</td>\n",
              "      <td>1.04</td>\n",
              "      <td>1.175</td>\n",
              "      <td>0.1338</td>\n",
              "      <td>0.587</td>\n",
              "      <td>8.22</td>\n",
              "      <td>4.91</td>\n",
              "      <td>-2.41</td>\n",
              "      <td>6.91</td>\n",
              "      <td>4.72</td>\n",
              "      <td>0.2392</td>\n",
              "      <td>0.1847</td>\n",
              "      <td>0.1346</td>\n",
              "      <td>0.1638</td>\n",
              "      <td>1.58</td>\n",
              "      <td>3.350650e+07</td>\n",
              "      <td>7.891110e+09</td>\n",
              "      <td>0.58</td>\n",
              "      <td>0.0853</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CRPG3</th>\n",
              "      <td>39.95</td>\n",
              "      <td>17.42</td>\n",
              "      <td>1.67</td>\n",
              "      <td>1.940</td>\n",
              "      <td>0.1314</td>\n",
              "      <td>1.237</td>\n",
              "      <td>2.28</td>\n",
              "      <td>81.44</td>\n",
              "      <td>2.90</td>\n",
              "      <td>74.78</td>\n",
              "      <td>26.11</td>\n",
              "      <td>0.0238</td>\n",
              "      <td>0.1113</td>\n",
              "      <td>0.0179</td>\n",
              "      <td>0.0960</td>\n",
              "      <td>4.80</td>\n",
              "      <td>4.297590e+03</td>\n",
              "      <td>6.929190e+08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.0355</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ALLD3</th>\n",
              "      <td>7.40</td>\n",
              "      <td>9.06</td>\n",
              "      <td>0.44</td>\n",
              "      <td>0.119</td>\n",
              "      <td>0.1305</td>\n",
              "      <td>0.199</td>\n",
              "      <td>0.68</td>\n",
              "      <td>3.85</td>\n",
              "      <td>1.41</td>\n",
              "      <td>5.25</td>\n",
              "      <td>3.81</td>\n",
              "      <td>0.0310</td>\n",
              "      <td>0.0131</td>\n",
              "      <td>0.0845</td>\n",
              "      <td>0.0490</td>\n",
              "      <td>1.73</td>\n",
              "      <td>4.032070e+05</td>\n",
              "      <td>1.552720e+09</td>\n",
              "      <td>0.38</td>\n",
              "      <td>0.0044</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CRIV4</th>\n",
              "      <td>5.64</td>\n",
              "      <td>16.57</td>\n",
              "      <td>0.54</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1281</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0327</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.541340e+04</td>\n",
              "      <td>1.071420e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0362</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AGRO3</th>\n",
              "      <td>25.16</td>\n",
              "      <td>10.07</td>\n",
              "      <td>1.15</td>\n",
              "      <td>2.101</td>\n",
              "      <td>0.1277</td>\n",
              "      <td>0.746</td>\n",
              "      <td>3.55</td>\n",
              "      <td>9.90</td>\n",
              "      <td>45.97</td>\n",
              "      <td>11.76</td>\n",
              "      <td>8.62</td>\n",
              "      <td>0.2123</td>\n",
              "      <td>0.2086</td>\n",
              "      <td>0.0921</td>\n",
              "      <td>0.1140</td>\n",
              "      <td>2.34</td>\n",
              "      <td>1.059970e+07</td>\n",
              "      <td>2.250940e+09</td>\n",
              "      <td>0.38</td>\n",
              "      <td>0.2831</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRAP4</th>\n",
              "      <td>24.43</td>\n",
              "      <td>4.53</td>\n",
              "      <td>1.20</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1237</td>\n",
              "      <td>1.181</td>\n",
              "      <td>20.91</td>\n",
              "      <td>-470.18</td>\n",
              "      <td>20.93</td>\n",
              "      <td>-445.55</td>\n",
              "      <td>-445.55</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0027</td>\n",
              "      <td>0.2644</td>\n",
              "      <td>5.31</td>\n",
              "      <td>8.746430e+07</td>\n",
              "      <td>8.023720e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRAP3</th>\n",
              "      <td>22.31</td>\n",
              "      <td>4.13</td>\n",
              "      <td>1.09</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1231</td>\n",
              "      <td>1.079</td>\n",
              "      <td>19.10</td>\n",
              "      <td>-429.38</td>\n",
              "      <td>19.12</td>\n",
              "      <td>-404.75</td>\n",
              "      <td>-404.75</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0027</td>\n",
              "      <td>0.2644</td>\n",
              "      <td>5.31</td>\n",
              "      <td>1.883710e+06</td>\n",
              "      <td>8.023720e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SOND3</th>\n",
              "      <td>46.01</td>\n",
              "      <td>9.09</td>\n",
              "      <td>1.97</td>\n",
              "      <td>0.667</td>\n",
              "      <td>0.1204</td>\n",
              "      <td>1.172</td>\n",
              "      <td>3.45</td>\n",
              "      <td>3.06</td>\n",
              "      <td>5.64</td>\n",
              "      <td>2.35</td>\n",
              "      <td>2.17</td>\n",
              "      <td>0.2184</td>\n",
              "      <td>0.0734</td>\n",
              "      <td>0.5507</td>\n",
              "      <td>0.2162</td>\n",
              "      <td>2.25</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>5.754000e+07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.3070</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MELK3</th>\n",
              "      <td>4.70</td>\n",
              "      <td>13.40</td>\n",
              "      <td>0.83</td>\n",
              "      <td>0.959</td>\n",
              "      <td>0.1194</td>\n",
              "      <td>0.398</td>\n",
              "      <td>0.73</td>\n",
              "      <td>26.55</td>\n",
              "      <td>1.20</td>\n",
              "      <td>22.04</td>\n",
              "      <td>19.64</td>\n",
              "      <td>0.0361</td>\n",
              "      <td>0.0893</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>0.0617</td>\n",
              "      <td>3.08</td>\n",
              "      <td>6.627660e+05</td>\n",
              "      <td>1.171940e+09</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.2163</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CEEB5</th>\n",
              "      <td>39.01</td>\n",
              "      <td>6.17</td>\n",
              "      <td>1.73</td>\n",
              "      <td>0.696</td>\n",
              "      <td>0.1167</td>\n",
              "      <td>0.368</td>\n",
              "      <td>-6.19</td>\n",
              "      <td>2.71</td>\n",
              "      <td>-0.65</td>\n",
              "      <td>6.18</td>\n",
              "      <td>5.04</td>\n",
              "      <td>0.2563</td>\n",
              "      <td>0.1128</td>\n",
              "      <td>0.1493</td>\n",
              "      <td>0.2797</td>\n",
              "      <td>0.79</td>\n",
              "      <td>3.118700e+02</td>\n",
              "      <td>5.925000e+09</td>\n",
              "      <td>2.44</td>\n",
              "      <td>0.1585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>EKTR3</th>\n",
              "      <td>33.50</td>\n",
              "      <td>7.25</td>\n",
              "      <td>2.38</td>\n",
              "      <td>0.755</td>\n",
              "      <td>0.1151</td>\n",
              "      <td>0.587</td>\n",
              "      <td>14.42</td>\n",
              "      <td>3.29</td>\n",
              "      <td>-1.33</td>\n",
              "      <td>5.65</td>\n",
              "      <td>4.78</td>\n",
              "      <td>0.2291</td>\n",
              "      <td>0.1041</td>\n",
              "      <td>0.2127</td>\n",
              "      <td>0.3283</td>\n",
              "      <td>1.15</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2.726000e+09</td>\n",
              "      <td>2.06</td>\n",
              "      <td>0.1269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CSRN6</th>\n",
              "      <td>25.51</td>\n",
              "      <td>6.54</td>\n",
              "      <td>3.00</td>\n",
              "      <td>1.173</td>\n",
              "      <td>0.1145</td>\n",
              "      <td>0.743</td>\n",
              "      <td>-129.93</td>\n",
              "      <td>4.20</td>\n",
              "      <td>-1.49</td>\n",
              "      <td>6.63</td>\n",
              "      <td>5.69</td>\n",
              "      <td>0.2790</td>\n",
              "      <td>0.1794</td>\n",
              "      <td>0.2033</td>\n",
              "      <td>0.4587</td>\n",
              "      <td>0.98</td>\n",
              "      <td>3.423300e+02</td>\n",
              "      <td>1.430000e+09</td>\n",
              "      <td>2.07</td>\n",
              "      <td>0.1453</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CEEB3</th>\n",
              "      <td>39.80</td>\n",
              "      <td>6.30</td>\n",
              "      <td>1.76</td>\n",
              "      <td>0.710</td>\n",
              "      <td>0.1144</td>\n",
              "      <td>0.376</td>\n",
              "      <td>-6.31</td>\n",
              "      <td>2.77</td>\n",
              "      <td>-0.67</td>\n",
              "      <td>6.24</td>\n",
              "      <td>5.08</td>\n",
              "      <td>0.2563</td>\n",
              "      <td>0.1128</td>\n",
              "      <td>0.1493</td>\n",
              "      <td>0.2797</td>\n",
              "      <td>0.79</td>\n",
              "      <td>3.320020e+04</td>\n",
              "      <td>5.925000e+09</td>\n",
              "      <td>2.44</td>\n",
              "      <td>0.1585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BGIP3</th>\n",
              "      <td>27.06</td>\n",
              "      <td>7.74</td>\n",
              "      <td>0.78</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1130</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1009</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.509770e+03</td>\n",
              "      <td>6.167090e+08</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.0005</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SOND5</th>\n",
              "      <td>54.00</td>\n",
              "      <td>10.67</td>\n",
              "      <td>2.31</td>\n",
              "      <td>0.783</td>\n",
              "      <td>0.1129</td>\n",
              "      <td>1.376</td>\n",
              "      <td>4.05</td>\n",
              "      <td>3.59</td>\n",
              "      <td>6.62</td>\n",
              "      <td>2.88</td>\n",
              "      <td>2.66</td>\n",
              "      <td>0.2184</td>\n",
              "      <td>0.0734</td>\n",
              "      <td>0.5507</td>\n",
              "      <td>0.2162</td>\n",
              "      <td>2.25</td>\n",
              "      <td>1.107690e+03</td>\n",
              "      <td>5.754000e+07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.3070</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SOND6</th>\n",
              "      <td>54.20</td>\n",
              "      <td>10.71</td>\n",
              "      <td>2.32</td>\n",
              "      <td>0.786</td>\n",
              "      <td>0.1124</td>\n",
              "      <td>1.381</td>\n",
              "      <td>4.06</td>\n",
              "      <td>3.60</td>\n",
              "      <td>6.65</td>\n",
              "      <td>2.90</td>\n",
              "      <td>2.68</td>\n",
              "      <td>0.2184</td>\n",
              "      <td>0.0734</td>\n",
              "      <td>0.5507</td>\n",
              "      <td>0.2162</td>\n",
              "      <td>2.25</td>\n",
              "      <td>1.389700e+02</td>\n",
              "      <td>5.754000e+07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.3070</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>EKTR4</th>\n",
              "      <td>38.10</td>\n",
              "      <td>8.25</td>\n",
              "      <td>2.71</td>\n",
              "      <td>0.858</td>\n",
              "      <td>0.1113</td>\n",
              "      <td>0.668</td>\n",
              "      <td>16.40</td>\n",
              "      <td>3.75</td>\n",
              "      <td>-1.51</td>\n",
              "      <td>6.10</td>\n",
              "      <td>5.17</td>\n",
              "      <td>0.2291</td>\n",
              "      <td>0.1041</td>\n",
              "      <td>0.2127</td>\n",
              "      <td>0.3283</td>\n",
              "      <td>1.15</td>\n",
              "      <td>1.265040e+04</td>\n",
              "      <td>2.726000e+09</td>\n",
              "      <td>2.06</td>\n",
              "      <td>0.1269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BMGB4</th>\n",
              "      <td>3.42</td>\n",
              "      <td>13.03</td>\n",
              "      <td>0.51</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1098</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0393</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.679750e+06</td>\n",
              "      <td>3.896220e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.1297</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CMIG4</th>\n",
              "      <td>12.00</td>\n",
              "      <td>5.00</td>\n",
              "      <td>1.08</td>\n",
              "      <td>0.732</td>\n",
              "      <td>0.1076</td>\n",
              "      <td>0.470</td>\n",
              "      <td>8.25</td>\n",
              "      <td>3.21</td>\n",
              "      <td>-1.48</td>\n",
              "      <td>4.17</td>\n",
              "      <td>3.63</td>\n",
              "      <td>0.2283</td>\n",
              "      <td>0.1466</td>\n",
              "      <td>0.1673</td>\n",
              "      <td>0.2164</td>\n",
              "      <td>1.30</td>\n",
              "      <td>2.096540e+08</td>\n",
              "      <td>2.442780e+10</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.1186</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CSRN5</th>\n",
              "      <td>28.00</td>\n",
              "      <td>7.17</td>\n",
              "      <td>3.29</td>\n",
              "      <td>1.287</td>\n",
              "      <td>0.1043</td>\n",
              "      <td>0.815</td>\n",
              "      <td>-142.61</td>\n",
              "      <td>4.61</td>\n",
              "      <td>-1.63</td>\n",
              "      <td>7.04</td>\n",
              "      <td>6.04</td>\n",
              "      <td>0.2790</td>\n",
              "      <td>0.1794</td>\n",
              "      <td>0.2033</td>\n",
              "      <td>0.4587</td>\n",
              "      <td>0.98</td>\n",
              "      <td>4.307700e+02</td>\n",
              "      <td>1.430000e+09</td>\n",
              "      <td>2.07</td>\n",
              "      <td>0.1453</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BBSE3</th>\n",
              "      <td>33.40</td>\n",
              "      <td>8.73</td>\n",
              "      <td>6.26</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1041</td>\n",
              "      <td>4.114</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.69</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.7180</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.782240e+08</td>\n",
              "      <td>1.066320e+10</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CMIN3</th>\n",
              "      <td>7.53</td>\n",
              "      <td>13.41</td>\n",
              "      <td>3.61</td>\n",
              "      <td>2.381</td>\n",
              "      <td>0.1032</td>\n",
              "      <td>1.394</td>\n",
              "      <td>4.63</td>\n",
              "      <td>7.05</td>\n",
              "      <td>-8.77</td>\n",
              "      <td>6.68</td>\n",
              "      <td>5.67</td>\n",
              "      <td>0.3378</td>\n",
              "      <td>0.1776</td>\n",
              "      <td>0.3373</td>\n",
              "      <td>0.2692</td>\n",
              "      <td>2.96</td>\n",
              "      <td>6.487590e+07</td>\n",
              "      <td>1.144420e+10</td>\n",
              "      <td>0.74</td>\n",
              "      <td>-0.0963</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CGRA3</th>\n",
              "      <td>26.05</td>\n",
              "      <td>6.10</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.780</td>\n",
              "      <td>0.1017</td>\n",
              "      <td>0.433</td>\n",
              "      <td>1.61</td>\n",
              "      <td>6.46</td>\n",
              "      <td>2.79</td>\n",
              "      <td>4.73</td>\n",
              "      <td>3.52</td>\n",
              "      <td>0.1209</td>\n",
              "      <td>0.1281</td>\n",
              "      <td>0.0832</td>\n",
              "      <td>0.0980</td>\n",
              "      <td>2.66</td>\n",
              "      <td>1.166520e+05</td>\n",
              "      <td>8.757810e+08</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.1206</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CGRA4</th>\n",
              "      <td>26.18</td>\n",
              "      <td>6.13</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.784</td>\n",
              "      <td>0.1012</td>\n",
              "      <td>0.435</td>\n",
              "      <td>1.62</td>\n",
              "      <td>6.49</td>\n",
              "      <td>2.80</td>\n",
              "      <td>4.76</td>\n",
              "      <td>3.55</td>\n",
              "      <td>0.1209</td>\n",
              "      <td>0.1281</td>\n",
              "      <td>0.0832</td>\n",
              "      <td>0.0980</td>\n",
              "      <td>2.66</td>\n",
              "      <td>2.328230e+05</td>\n",
              "      <td>8.757810e+08</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.1206</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-67fa8df1-2409-41fc-abb6-fe55977609b9 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-67fa8df1-2409-41fc-abb6-fe55977609b9');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-70ccacee-b65c-409a-bee3-a63e1a31857e\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-70ccacee-b65c-409a-bee3-a63e1a31857e')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    <g>\n",
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              "    </g>\n",
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              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "      --hover-fill-color: #FFFFFF;\n",
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              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
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              "    30% {\n",
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              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
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              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-70ccacee-b65c-409a-bee3-a63e1a31857e button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **2. Manipulações nos dados**"
      ],
      "metadata": {
        "id": "RS-r_7KqK8Aa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Remoção de duplicatas"
      ],
      "metadata": {
        "id": "Jd7xW6mV04Lh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df['EMPRESA'] = df.index.str[:4]"
      ],
      "metadata": {
        "id": "iUqupvQr1BhN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "id": "SM-zQzeM1zkc",
        "outputId": "c134386f-d74b-4588-a22b-381d54fa91f0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao      pl   pvp    psr      dy     pa    pcg  pebit   pacl  \\\n",
              "papel                                                                         \n",
              "AALR3         8.92   -4.01  1.04  0.914  0.0000  0.384  -4.72  49.46  -0.97   \n",
              "ABCB3         0.00    0.00  0.00  0.000  0.0000  0.000   0.00   0.00   0.00   \n",
              "ABCB4        23.50    6.81  0.97  0.000  0.0640  0.000   0.00   0.00   0.00   \n",
              "ABEV3        13.62   14.23  2.38  2.603  0.0536  1.556  57.88  12.62 -24.38   \n",
              "ABYA3         4.91 -214.80  1.76  2.055  0.0000  0.527   1.98  19.96  -2.75   \n",
              "\n",
              "Multiples  evebit  ...  mrgebit  mrgliq    roic     roe  liqc        liq2m  \\\n",
              "papel              ...                                                       \n",
              "AALR3       84.92  ...   0.0185 -0.2210  0.0091 -0.2592  0.74    1462070.0   \n",
              "ABCB3        0.00  ...   0.0000  0.0000  0.0000  0.1429  0.00          0.0   \n",
              "ABCB4        0.00  ...   0.0000  0.0000  0.0000  0.1429  0.00   14812300.0   \n",
              "ABEV3       11.80  ...   0.2063  0.1882  0.1650  0.1671  1.11  322647000.0   \n",
              "ABYA3       33.67  ...   0.1029 -0.0096  0.0278 -0.0082  2.09          0.0   \n",
              "\n",
              "Multiples       patrliq  divbpatr     c5y  EMPRESA  \n",
              "papel                                               \n",
              "AALR3      1.015110e+09      1.04  0.0354     AALR  \n",
              "ABCB3      5.721810e+09      0.00  0.7094     ABCB  \n",
              "ABCB4      5.721810e+09      0.00  0.7094     ABCB  \n",
              "ABEV3      9.025490e+10      0.04  0.1323     ABEV  \n",
              "ABYA3      2.920600e+08      1.31  0.1641     ABYA  \n",
              "\n",
              "[5 rows x 21 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e4ccdf30-f424-42f5-9118-8dfea410d507\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>cotacao</th>\n",
              "      <th>pl</th>\n",
              "      <th>pvp</th>\n",
              "      <th>psr</th>\n",
              "      <th>dy</th>\n",
              "      <th>pa</th>\n",
              "      <th>pcg</th>\n",
              "      <th>pebit</th>\n",
              "      <th>pacl</th>\n",
              "      <th>evebit</th>\n",
              "      <th>...</th>\n",
              "      <th>mrgebit</th>\n",
              "      <th>mrgliq</th>\n",
              "      <th>roic</th>\n",
              "      <th>roe</th>\n",
              "      <th>liqc</th>\n",
              "      <th>liq2m</th>\n",
              "      <th>patrliq</th>\n",
              "      <th>divbpatr</th>\n",
              "      <th>c5y</th>\n",
              "      <th>EMPRESA</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>AALR3</th>\n",
              "      <td>8.92</td>\n",
              "      <td>-4.01</td>\n",
              "      <td>1.04</td>\n",
              "      <td>0.914</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.384</td>\n",
              "      <td>-4.72</td>\n",
              "      <td>49.46</td>\n",
              "      <td>-0.97</td>\n",
              "      <td>84.92</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0185</td>\n",
              "      <td>-0.2210</td>\n",
              "      <td>0.0091</td>\n",
              "      <td>-0.2592</td>\n",
              "      <td>0.74</td>\n",
              "      <td>1462070.0</td>\n",
              "      <td>1.015110e+09</td>\n",
              "      <td>1.04</td>\n",
              "      <td>0.0354</td>\n",
              "      <td>AALR</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABCB3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1429</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.721810e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.7094</td>\n",
              "      <td>ABCB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABCB4</th>\n",
              "      <td>23.50</td>\n",
              "      <td>6.81</td>\n",
              "      <td>0.97</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0640</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1429</td>\n",
              "      <td>0.00</td>\n",
              "      <td>14812300.0</td>\n",
              "      <td>5.721810e+09</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.7094</td>\n",
              "      <td>ABCB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABEV3</th>\n",
              "      <td>13.62</td>\n",
              "      <td>14.23</td>\n",
              "      <td>2.38</td>\n",
              "      <td>2.603</td>\n",
              "      <td>0.0536</td>\n",
              "      <td>1.556</td>\n",
              "      <td>57.88</td>\n",
              "      <td>12.62</td>\n",
              "      <td>-24.38</td>\n",
              "      <td>11.80</td>\n",
              "      <td>...</td>\n",
              "      <td>0.2063</td>\n",
              "      <td>0.1882</td>\n",
              "      <td>0.1650</td>\n",
              "      <td>0.1671</td>\n",
              "      <td>1.11</td>\n",
              "      <td>322647000.0</td>\n",
              "      <td>9.025490e+10</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.1323</td>\n",
              "      <td>ABEV</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABYA3</th>\n",
              "      <td>4.91</td>\n",
              "      <td>-214.80</td>\n",
              "      <td>1.76</td>\n",
              "      <td>2.055</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.527</td>\n",
              "      <td>1.98</td>\n",
              "      <td>19.96</td>\n",
              "      <td>-2.75</td>\n",
              "      <td>33.67</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1029</td>\n",
              "      <td>-0.0096</td>\n",
              "      <td>0.0278</td>\n",
              "      <td>-0.0082</td>\n",
              "      <td>2.09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.920600e+08</td>\n",
              "      <td>1.31</td>\n",
              "      <td>0.1641</td>\n",
              "      <td>ABYA</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 21 columns</p>\n",
              "</div>\n",
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              "\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e4ccdf30-f424-42f5-9118-8dfea410d507')\"\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      padding: 0 0 0 0;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e4ccdf30-f424-42f5-9118-8dfea410d507');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-6196db71-eded-4fdb-8f44-3006ab6ee0b8\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6196db71-eded-4fdb-8f44-3006ab6ee0b8')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-6196db71-eded-4fdb-8f44-3006ab6ee0b8 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = df.drop_duplicates(subset = ['EMPRESA'])"
      ],
      "metadata": {
        "id": "WLfGi3iw19uy"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **3. Fazendo nosso screening**"
      ],
      "metadata": {
        "id": "LJYhHudimixb"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Vamos filtrar empresas com patrimônio líquido positivo e depois vamos fazer um outro filtro com base na dívida bruta sobre o patrimônio líquido"
      ],
      "metadata": {
        "id": "5OTq_WRj2xCa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "filtrado = df[(df.patrliq > 0) & (df.divbpatr < 0.5)]"
      ],
      "metadata": {
        "id": "zRlvOGci3TxX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr = filtrado.sort_values('divbpatr', ascending = True)"
      ],
      "metadata": {
        "id": "YLQ_zcae3zCs"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr = divida_bruta_patr.head(50)"
      ],
      "metadata": {
        "id": "fuhYXHCs3ynO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "bAiX9kf13xb9",
        "outputId": "6150d995-1532-42a7-da4a-ad78ed4be6a4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao      pl    pvp       psr       dy     pa     pcg   pebit  \\\n",
              "papel                                                                         \n",
              "ABCB3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CORR3        12.00    0.04   0.06     0.834   0.0000  0.017    0.03   -0.08   \n",
              "MPLU3        26.80   12.20  17.37     6.877   0.0000  2.676   50.65   10.34   \n",
              "NINJ3         4.94   83.98   0.88     4.129   0.0000  0.825    0.94   -9.27   \n",
              "ODER3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CLAN3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CGRA3        26.05    6.10   0.60     0.780   0.1017  0.433    1.61    6.46   \n",
              "ODPV3        11.85   13.31   4.46     3.108   0.0316  3.149 -162.32    9.78   \n",
              "PINE3         4.50    6.73   0.98     0.000   0.0000  0.000    0.00    0.00   \n",
              "CEBR3        18.00    6.66   1.24     4.483   0.1473  0.887    2.02   18.11   \n",
              "CASH3         7.63  -16.99   0.85     1.929   0.0000  0.550    1.12   -8.71   \n",
              "MOSI3         8.24   32.29   1.56     4.761   0.0000  1.453    1.89   89.69   \n",
              "PORP4         2.40    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "BSCT3         4.05    0.04   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "BRSR3        13.89    6.95   0.60     0.000   0.0660  0.000    0.00    0.00   \n",
              "PRBC3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "PSSA3        28.46    8.47   1.55     0.588   0.0496  0.337    5.97    0.71   \n",
              "BRIV3        10.76   14.19   0.56     0.000   0.0147  0.000    0.00    0.00   \n",
              "BRGE11       11.00   17.03   0.61   228.392   0.0355  0.274    0.73   -1.07   \n",
              "BRAP3        22.31    4.13   1.09     0.000   0.1231  1.079   19.10 -429.38   \n",
              "BPNM3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "BPIA3         6.10    5.64   1.06     0.000   0.0000  0.000    0.00    0.00   \n",
              "BPAT33       20.00    0.00   0.82     0.000   0.3572  0.000    0.00    0.00   \n",
              "BSLI3        13.14   16.64   1.93     0.000  10.6572  0.000    0.00    0.00   \n",
              "EMAE4        58.48   23.40   1.86     3.582   0.0562  1.055    2.74  734.92   \n",
              "MODL11        8.46  -21.05   1.72     0.000   0.0000  0.000    0.00    0.00   \n",
              "MERC3        15.28  319.25   1.11     0.000   0.0000  0.000    0.00    0.00   \n",
              "ECPR3        90.25   -9.87   1.21     0.000   0.0000  0.621  174.62  -82.52   \n",
              "FCAP3         0.62    0.52   0.11     0.000   0.0000  0.089    0.00   -6.18   \n",
              "FIEI3        12.00   13.34   0.35    10.515   0.0000  0.295   -9.24   -4.00   \n",
              "FIGE3        12.03    3.16   0.18     0.000   0.0032  0.000    0.00    0.00   \n",
              "GPAR3        50.00   -5.43   5.48  2138.410   0.0000  5.242   18.65  865.11   \n",
              "IDVL11      140.00  -66.00  60.56     0.000   0.0000  0.000    0.00    0.00   \n",
              "IRBR3        41.74   91.26   0.82     0.530   0.0000  0.158    0.00   -6.23   \n",
              "ITEC3        40.10  -35.12  22.04  2611.690   0.0000  9.216   25.42  -26.00   \n",
              "ITUB3        28.20    8.89   1.58     0.000   0.0446  0.000    0.00    0.00   \n",
              "DMFN3        14.00   19.48   0.91     0.000   0.0381  0.000    0.00    0.00   \n",
              "MLPA12       40.00    0.01   0.00     0.001   0.0000  0.002    0.00    0.01   \n",
              "IVTT3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "DAYC3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CZRS3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CXSE3        13.02   11.07   3.06     0.000   0.0776  3.033   20.44 -335.74   \n",
              "CTPC3         0.20   76.36   1.08     0.000   0.0000  0.097    0.00  -16.86   \n",
              "LFFE3         3.11   -3.92   3.26     0.000   0.0000  2.877    0.00  -21.18   \n",
              "LIPR3        71.21   36.49   3.88     0.000   0.0346  3.680   13.24 -192.37   \n",
              "CSAB3        30.50   58.43   1.11   312.320   0.0197  0.566    0.00   18.86   \n",
              "LPSB3         2.31   14.87   1.55     1.862   0.0090  0.859    7.52   10.29   \n",
              "LVTC3         4.07 -498.44   0.41     0.274   0.0033  0.189    0.67    1.24   \n",
              "CRIV3         5.86   17.21   0.56     0.000   0.0000  0.000    0.00    0.00   \n",
              "JBDU3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "\n",
              "Multiples   pacl  evebit  ...   mrgebit    mrgliq    roic     roe   liqc  \\\n",
              "papel                     ...                                              \n",
              "ABCB3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.1429   0.00   \n",
              "CORR3       0.42    3.33  ...  -10.5766   21.4114 -0.8544  1.5284   4.25   \n",
              "MPLU3      66.01    7.71  ...    0.6652    0.5637  1.2957  1.4240   1.06   \n",
              "NINJ3       0.94    0.95  ...   -0.4453    0.0492 -1.3111  0.0105  16.07   \n",
              "ODER3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0000   0.00   \n",
              "CLAN3       0.00    0.00  ...    0.0000    0.0000  0.0000 -0.0105   0.00   \n",
              "CGRA3       2.79    4.73  ...    0.1209    0.1281  0.0832  0.0980   2.66   \n",
              "ODPV3     -42.01    9.26  ...    0.3179    0.2335  0.3931  0.3350   0.92   \n",
              "PINE3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.1449   0.00   \n",
              "CEBR3       2.13    8.68  ...    0.2476    0.8086  0.0922  0.1863   6.09   \n",
              "CASH3       1.24   -3.20  ...   -0.2215   -0.0718 -0.0979 -0.0498   2.65   \n",
              "MOSI3       1.90   42.98  ...    0.0531    0.1475  0.0812  0.0482  13.30   \n",
              "PORP4       0.00    0.00  ...    0.0000    0.0000  0.0000 -0.0208   0.00   \n",
              "BSCT3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0905   0.00   \n",
              "BRSR3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0862   0.00   \n",
              "PRBC3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0765   0.00   \n",
              "PSSA3      -2.86    0.27  ...    0.8240    0.0712  0.5964  0.1833   1.09   \n",
              "BRIV3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0392   0.00   \n",
              "BRGE11      1.40    0.96  ... -213.0820   20.3958 -0.5333  0.0356   3.13   \n",
              "BRAP3      19.12 -404.75  ...    0.0000    0.0000 -0.0027  0.2644   5.31   \n",
              "BPNM3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0862   0.00   \n",
              "BPIA3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.1884   0.00   \n",
              "BPAT33      0.00    0.00  ...    0.0000    0.0000  0.0000  0.0000   0.00   \n",
              "BSLI3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.1162   0.00   \n",
              "EMAE4      76.61  579.47  ...    0.0049    0.1531  0.0019  0.0797   7.07   \n",
              "MODL11      0.00    0.00  ...    0.0000    0.0000  0.0000 -0.0817   0.00   \n",
              "MERC3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0035   0.00   \n",
              "ECPR3      -1.29  -82.15  ...    0.0000    0.0000 -0.0075 -0.1228   2.97   \n",
              "FCAP3       0.00  -15.27  ...    0.0000    0.0000  0.0000  0.2183   0.00   \n",
              "FIEI3      -3.94   -3.51  ...   -2.6292    0.7775 -0.0793  0.0263   0.73   \n",
              "FIGE3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0571   0.00   \n",
              "GPAR3      21.20  825.19  ...    2.4718 -394.0910  0.0080 -1.0098  30.83   \n",
              "IDVL11      0.00    0.00  ...    0.0000    0.0000  0.0000 -0.9176   0.00   \n",
              "IRBR3       0.00    0.00  ...   -0.0851    0.0058  0.0000  0.0090   0.00   \n",
              "ITEC3     -68.91  -24.80  ... -100.4470  -74.3588 -0.6306 -0.6276   5.23   \n",
              "ITUB3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.1772   0.00   \n",
              "DMFN3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0466   0.00   \n",
              "MLPA12      0.00   -2.06  ...    0.0666    0.0892  0.0000  0.4513   0.00   \n",
              "IVTT3       0.00    0.00  ...    0.0000    0.0000  0.0000 -0.0040   0.00   \n",
              "DAYC3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.1733   0.00   \n",
              "CZRS3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0334   0.00   \n",
              "CXSE3      20.47 -319.59  ...    0.0000    0.0000 -0.0106  0.2765  17.58   \n",
              "CTPC3       0.00  -18.75  ...    0.0000    0.0000  0.0000  0.0141   0.00   \n",
              "LFFE3       0.00  -17.80  ...    0.0000    0.0000  0.0000 -0.8310   0.00   \n",
              "LIPR3      14.12 -178.46  ...    0.0000    0.0000 -0.0261  0.1064   9.02   \n",
              "CSAB3       0.00    0.00  ...   16.5627    5.3453  0.0000  0.0189   0.00   \n",
              "LPSB3      -4.15    8.60  ...    0.1809    0.1870  0.0989  0.1044   1.82   \n",
              "LVTC3      -2.01    0.78  ...    0.2213   -0.0006  0.1737 -0.0008   2.75   \n",
              "CRIV3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0327   0.00   \n",
              "JBDU3       0.00    0.00  ...    0.0000    0.0000  0.0000  0.0000   0.00   \n",
              "\n",
              "Multiples        liq2m       patrliq  divbpatr     c5y  EMPRESA  \n",
              "papel                                                            \n",
              "ABCB3             0.00  5.721810e+09       0.0  0.7094     ABCB  \n",
              "CORR3             0.00  4.665000e+06       0.0 -0.4209     CORR  \n",
              "MPLU3             0.00  2.502790e+08       0.0 -0.1888     MPLU  \n",
              "NINJ3        719895.00  2.851950e+08       0.0  0.0333     NINJ  \n",
              "ODER3             0.00  4.981200e+08       0.0  0.2475     ODER  \n",
              "CLAN3             0.00  1.012240e+09       0.0 -0.6396     CLAN  \n",
              "CGRA3        116652.00  8.757810e+08       0.0  0.1206     CGRA  \n",
              "ODPV3      14221600.00  1.467850e+09       0.0  0.0392     ODPV  \n",
              "PINE3           285.28  9.645100e+08       0.0  1.2768     PINE  \n",
              "CEBR3        161585.00  1.045450e+09       0.0 -0.4474     CEBR  \n",
              "CASH3      13250000.00  7.807340e+08       0.0  0.2820     CASH  \n",
              "MOSI3             0.00  6.703370e+08       0.0  0.0000     MOSI  \n",
              "PORP4             0.00  2.239900e+07       0.0  0.1366     PORP  \n",
              "BSCT3             0.00  2.129600e+08       0.0  0.0192     BSCT  \n",
              "BRSR3        119659.00  9.478730e+09       0.0  0.0564     BRSR  \n",
              "PRBC3             0.00  1.209470e+09       0.0 -0.0792     PRBC  \n",
              "PSSA3      42497100.00  1.185790e+10       0.0  0.1592     PSSA  \n",
              "BRIV3          2890.90  1.713470e+09       0.0  0.0742     BRIV  \n",
              "BRGE11           55.95  1.337070e+09       0.0 -0.4582     BRGE  \n",
              "BRAP3       1883710.00  8.023720e+09       0.0  0.0000     BRAP  \n",
              "BPNM3             0.00  8.005560e+09       0.0  0.1508     BPNM  \n",
              "BPIA3             0.00  7.739500e+07       0.0  0.1341     BPIA  \n",
              "BPAT33            0.00  8.764920e+08       0.0  0.0000     BPAT  \n",
              "BSLI3          4992.08  2.467570e+09       0.0  0.0189     BSLI  \n",
              "EMAE4        351497.00  1.159060e+09       0.0  0.0739     EMAE  \n",
              "MODL11            0.00  1.154890e+09       0.0 -0.6237     MODL  \n",
              "MERC3             0.00  2.486740e+08       0.0 -0.2095     MERC  \n",
              "ECPR3             0.00  1.414760e+08       0.0  0.0000     ECPR  \n",
              "FCAP3             0.00  1.071340e+08       0.0  0.0000     FCAP  \n",
              "FIEI3          1894.05  8.285400e+07       0.0 -0.3798     FIEI  \n",
              "FIGE3             0.00  1.575960e+08       0.0  0.2211     FIGE  \n",
              "GPAR3             0.00  7.270460e+08       0.0 -0.6120     GPAR  \n",
              "IDVL11            0.00  2.376830e+08       0.0  0.0000     IDVL  \n",
              "IRBR3      96477400.00  4.169510e+09       0.0  0.0000     IRBR  \n",
              "ITEC3             0.00  2.014300e+07       0.0 -0.7479     ITEC  \n",
              "ITUB3      15256000.00  1.754140e+11       0.0  0.2857     ITUB  \n",
              "DMFN3           143.59  1.410800e+07       0.0  0.1663     DMFN  \n",
              "MLPA12            0.00  4.457800e+07       0.0 -0.0751     MLPA  \n",
              "IVTT3             0.00  1.083050e+09       0.0  0.2067     IVTT  \n",
              "DAYC3             0.00  3.009030e+09       0.0  0.0815     DAYC  \n",
              "CZRS3             0.00  1.145670e+09       0.0  0.1444     CZRS  \n",
              "CXSE3      34461500.00  1.276040e+10       0.0  0.0000     CXSE  \n",
              "CTPC3             0.00  2.411000e+06       0.0 -0.0610     CTPC  \n",
              "LFFE3             0.00  5.189200e+07       0.0  0.0000     LFFE  \n",
              "LIPR3          1090.97  2.157740e+08       0.0  0.0000     LIPR  \n",
              "CSAB3          3520.87  2.116540e+08       0.0 -0.1783     CSAB  \n",
              "LPSB3        456033.00  2.196490e+08       0.0  0.0800     LPSB  \n",
              "LVTC3        121303.00  6.448830e+08       0.0 -0.1031     LVTC  \n",
              "CRIV3          3767.79  1.071420e+09       0.0  0.0362     CRIV  \n",
              "JBDU3             0.00  5.656900e+07       0.0  0.0000     JBDU  \n",
              "\n",
              "[50 rows x 21 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9431d31b-1c3d-417e-9eff-626dd913a736\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>cotacao</th>\n",
              "      <th>pl</th>\n",
              "      <th>pvp</th>\n",
              "      <th>psr</th>\n",
              "      <th>dy</th>\n",
              "      <th>pa</th>\n",
              "      <th>pcg</th>\n",
              "      <th>pebit</th>\n",
              "      <th>pacl</th>\n",
              "      <th>evebit</th>\n",
              "      <th>...</th>\n",
              "      <th>mrgebit</th>\n",
              "      <th>mrgliq</th>\n",
              "      <th>roic</th>\n",
              "      <th>roe</th>\n",
              "      <th>liqc</th>\n",
              "      <th>liq2m</th>\n",
              "      <th>patrliq</th>\n",
              "      <th>divbpatr</th>\n",
              "      <th>c5y</th>\n",
              "      <th>EMPRESA</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>ABCB3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1429</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>5.721810e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7094</td>\n",
              "      <td>ABCB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CORR3</th>\n",
              "      <td>12.00</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.834</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.017</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.08</td>\n",
              "      <td>0.42</td>\n",
              "      <td>3.33</td>\n",
              "      <td>...</td>\n",
              "      <td>-10.5766</td>\n",
              "      <td>21.4114</td>\n",
              "      <td>-0.8544</td>\n",
              "      <td>1.5284</td>\n",
              "      <td>4.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.665000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4209</td>\n",
              "      <td>CORR</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MPLU3</th>\n",
              "      <td>26.80</td>\n",
              "      <td>12.20</td>\n",
              "      <td>17.37</td>\n",
              "      <td>6.877</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>2.676</td>\n",
              "      <td>50.65</td>\n",
              "      <td>10.34</td>\n",
              "      <td>66.01</td>\n",
              "      <td>7.71</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6652</td>\n",
              "      <td>0.5637</td>\n",
              "      <td>1.2957</td>\n",
              "      <td>1.4240</td>\n",
              "      <td>1.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.502790e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1888</td>\n",
              "      <td>MPLU</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>NINJ3</th>\n",
              "      <td>4.94</td>\n",
              "      <td>83.98</td>\n",
              "      <td>0.88</td>\n",
              "      <td>4.129</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.825</td>\n",
              "      <td>0.94</td>\n",
              "      <td>-9.27</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.95</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.4453</td>\n",
              "      <td>0.0492</td>\n",
              "      <td>-1.3111</td>\n",
              "      <td>0.0105</td>\n",
              "      <td>16.07</td>\n",
              "      <td>719895.00</td>\n",
              "      <td>2.851950e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0333</td>\n",
              "      <td>NINJ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ODER3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.981200e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2475</td>\n",
              "      <td>ODER</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CLAN3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0105</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.012240e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6396</td>\n",
              "      <td>CLAN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CGRA3</th>\n",
              "      <td>26.05</td>\n",
              "      <td>6.10</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.780</td>\n",
              "      <td>0.1017</td>\n",
              "      <td>0.433</td>\n",
              "      <td>1.61</td>\n",
              "      <td>6.46</td>\n",
              "      <td>2.79</td>\n",
              "      <td>4.73</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1209</td>\n",
              "      <td>0.1281</td>\n",
              "      <td>0.0832</td>\n",
              "      <td>0.0980</td>\n",
              "      <td>2.66</td>\n",
              "      <td>116652.00</td>\n",
              "      <td>8.757810e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1206</td>\n",
              "      <td>CGRA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ODPV3</th>\n",
              "      <td>11.85</td>\n",
              "      <td>13.31</td>\n",
              "      <td>4.46</td>\n",
              "      <td>3.108</td>\n",
              "      <td>0.0316</td>\n",
              "      <td>3.149</td>\n",
              "      <td>-162.32</td>\n",
              "      <td>9.78</td>\n",
              "      <td>-42.01</td>\n",
              "      <td>9.26</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3179</td>\n",
              "      <td>0.2335</td>\n",
              "      <td>0.3931</td>\n",
              "      <td>0.3350</td>\n",
              "      <td>0.92</td>\n",
              "      <td>14221600.00</td>\n",
              "      <td>1.467850e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0392</td>\n",
              "      <td>ODPV</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PINE3</th>\n",
              "      <td>4.50</td>\n",
              "      <td>6.73</td>\n",
              "      <td>0.98</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1449</td>\n",
              "      <td>0.00</td>\n",
              "      <td>285.28</td>\n",
              "      <td>9.645100e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2768</td>\n",
              "      <td>PINE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CEBR3</th>\n",
              "      <td>18.00</td>\n",
              "      <td>6.66</td>\n",
              "      <td>1.24</td>\n",
              "      <td>4.483</td>\n",
              "      <td>0.1473</td>\n",
              "      <td>0.887</td>\n",
              "      <td>2.02</td>\n",
              "      <td>18.11</td>\n",
              "      <td>2.13</td>\n",
              "      <td>8.68</td>\n",
              "      <td>...</td>\n",
              "      <td>0.2476</td>\n",
              "      <td>0.8086</td>\n",
              "      <td>0.0922</td>\n",
              "      <td>0.1863</td>\n",
              "      <td>6.09</td>\n",
              "      <td>161585.00</td>\n",
              "      <td>1.045450e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CASH3</th>\n",
              "      <td>7.63</td>\n",
              "      <td>-16.99</td>\n",
              "      <td>0.85</td>\n",
              "      <td>1.929</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.550</td>\n",
              "      <td>1.12</td>\n",
              "      <td>-8.71</td>\n",
              "      <td>1.24</td>\n",
              "      <td>-3.20</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2215</td>\n",
              "      <td>-0.0718</td>\n",
              "      <td>-0.0979</td>\n",
              "      <td>-0.0498</td>\n",
              "      <td>2.65</td>\n",
              "      <td>13250000.00</td>\n",
              "      <td>7.807340e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2820</td>\n",
              "      <td>CASH</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MOSI3</th>\n",
              "      <td>8.24</td>\n",
              "      <td>32.29</td>\n",
              "      <td>1.56</td>\n",
              "      <td>4.761</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.453</td>\n",
              "      <td>1.89</td>\n",
              "      <td>89.69</td>\n",
              "      <td>1.90</td>\n",
              "      <td>42.98</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0531</td>\n",
              "      <td>0.1475</td>\n",
              "      <td>0.0812</td>\n",
              "      <td>0.0482</td>\n",
              "      <td>13.30</td>\n",
              "      <td>0.00</td>\n",
              "      <td>6.703370e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>MOSI</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PORP4</th>\n",
              "      <td>2.40</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0208</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.239900e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1366</td>\n",
              "      <td>PORP</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSCT3</th>\n",
              "      <td>4.05</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0905</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.129600e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0192</td>\n",
              "      <td>BSCT</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRSR3</th>\n",
              "      <td>13.89</td>\n",
              "      <td>6.95</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0660</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0862</td>\n",
              "      <td>0.00</td>\n",
              "      <td>119659.00</td>\n",
              "      <td>9.478730e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0564</td>\n",
              "      <td>BRSR</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PRBC3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0765</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.209470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0792</td>\n",
              "      <td>PRBC</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PSSA3</th>\n",
              "      <td>28.46</td>\n",
              "      <td>8.47</td>\n",
              "      <td>1.55</td>\n",
              "      <td>0.588</td>\n",
              "      <td>0.0496</td>\n",
              "      <td>0.337</td>\n",
              "      <td>5.97</td>\n",
              "      <td>0.71</td>\n",
              "      <td>-2.86</td>\n",
              "      <td>0.27</td>\n",
              "      <td>...</td>\n",
              "      <td>0.8240</td>\n",
              "      <td>0.0712</td>\n",
              "      <td>0.5964</td>\n",
              "      <td>0.1833</td>\n",
              "      <td>1.09</td>\n",
              "      <td>42497100.00</td>\n",
              "      <td>1.185790e+10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1592</td>\n",
              "      <td>PSSA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRIV3</th>\n",
              "      <td>10.76</td>\n",
              "      <td>14.19</td>\n",
              "      <td>0.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0147</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0392</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2890.90</td>\n",
              "      <td>1.713470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0742</td>\n",
              "      <td>BRIV</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE11</th>\n",
              "      <td>11.00</td>\n",
              "      <td>17.03</td>\n",
              "      <td>0.61</td>\n",
              "      <td>228.392</td>\n",
              "      <td>0.0355</td>\n",
              "      <td>0.274</td>\n",
              "      <td>0.73</td>\n",
              "      <td>-1.07</td>\n",
              "      <td>1.40</td>\n",
              "      <td>0.96</td>\n",
              "      <td>...</td>\n",
              "      <td>-213.0820</td>\n",
              "      <td>20.3958</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>55.95</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRAP3</th>\n",
              "      <td>22.31</td>\n",
              "      <td>4.13</td>\n",
              "      <td>1.09</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1231</td>\n",
              "      <td>1.079</td>\n",
              "      <td>19.10</td>\n",
              "      <td>-429.38</td>\n",
              "      <td>19.12</td>\n",
              "      <td>-404.75</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0027</td>\n",
              "      <td>0.2644</td>\n",
              "      <td>5.31</td>\n",
              "      <td>1883710.00</td>\n",
              "      <td>8.023720e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>BRAP</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BPNM3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0862</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>8.005560e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1508</td>\n",
              "      <td>BPNM</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BPIA3</th>\n",
              "      <td>6.10</td>\n",
              "      <td>5.64</td>\n",
              "      <td>1.06</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1884</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.739500e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1341</td>\n",
              "      <td>BPIA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BPAT33</th>\n",
              "      <td>20.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.82</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.3572</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>8.764920e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>BPAT</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSLI3</th>\n",
              "      <td>13.14</td>\n",
              "      <td>16.64</td>\n",
              "      <td>1.93</td>\n",
              "      <td>0.000</td>\n",
              "      <td>10.6572</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1162</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4992.08</td>\n",
              "      <td>2.467570e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>BSLI</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>EMAE4</th>\n",
              "      <td>58.48</td>\n",
              "      <td>23.40</td>\n",
              "      <td>1.86</td>\n",
              "      <td>3.582</td>\n",
              "      <td>0.0562</td>\n",
              "      <td>1.055</td>\n",
              "      <td>2.74</td>\n",
              "      <td>734.92</td>\n",
              "      <td>76.61</td>\n",
              "      <td>579.47</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0049</td>\n",
              "      <td>0.1531</td>\n",
              "      <td>0.0019</td>\n",
              "      <td>0.0797</td>\n",
              "      <td>7.07</td>\n",
              "      <td>351497.00</td>\n",
              "      <td>1.159060e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0739</td>\n",
              "      <td>EMAE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MODL11</th>\n",
              "      <td>8.46</td>\n",
              "      <td>-21.05</td>\n",
              "      <td>1.72</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0817</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.154890e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6237</td>\n",
              "      <td>MODL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MERC3</th>\n",
              "      <td>15.28</td>\n",
              "      <td>319.25</td>\n",
              "      <td>1.11</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0035</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.486740e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.2095</td>\n",
              "      <td>MERC</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ECPR3</th>\n",
              "      <td>90.25</td>\n",
              "      <td>-9.87</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.621</td>\n",
              "      <td>174.62</td>\n",
              "      <td>-82.52</td>\n",
              "      <td>-1.29</td>\n",
              "      <td>-82.15</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0075</td>\n",
              "      <td>-0.1228</td>\n",
              "      <td>2.97</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.414760e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>ECPR</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FCAP3</th>\n",
              "      <td>0.62</td>\n",
              "      <td>0.52</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.089</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-6.18</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-15.27</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.2183</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.071340e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>FCAP</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FIEI3</th>\n",
              "      <td>12.00</td>\n",
              "      <td>13.34</td>\n",
              "      <td>0.35</td>\n",
              "      <td>10.515</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.295</td>\n",
              "      <td>-9.24</td>\n",
              "      <td>-4.00</td>\n",
              "      <td>-3.94</td>\n",
              "      <td>-3.51</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.6292</td>\n",
              "      <td>0.7775</td>\n",
              "      <td>-0.0793</td>\n",
              "      <td>0.0263</td>\n",
              "      <td>0.73</td>\n",
              "      <td>1894.05</td>\n",
              "      <td>8.285400e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.3798</td>\n",
              "      <td>FIEI</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FIGE3</th>\n",
              "      <td>12.03</td>\n",
              "      <td>3.16</td>\n",
              "      <td>0.18</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0032</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0571</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.575960e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2211</td>\n",
              "      <td>FIGE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GPAR3</th>\n",
              "      <td>50.00</td>\n",
              "      <td>-5.43</td>\n",
              "      <td>5.48</td>\n",
              "      <td>2138.410</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>5.242</td>\n",
              "      <td>18.65</td>\n",
              "      <td>865.11</td>\n",
              "      <td>21.20</td>\n",
              "      <td>825.19</td>\n",
              "      <td>...</td>\n",
              "      <td>2.4718</td>\n",
              "      <td>-394.0910</td>\n",
              "      <td>0.0080</td>\n",
              "      <td>-1.0098</td>\n",
              "      <td>30.83</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.270460e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6120</td>\n",
              "      <td>GPAR</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IDVL11</th>\n",
              "      <td>140.00</td>\n",
              "      <td>-66.00</td>\n",
              "      <td>60.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.9176</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.376830e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>IDVL</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IRBR3</th>\n",
              "      <td>41.74</td>\n",
              "      <td>91.26</td>\n",
              "      <td>0.82</td>\n",
              "      <td>0.530</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.158</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-6.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0851</td>\n",
              "      <td>0.0058</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0090</td>\n",
              "      <td>0.00</td>\n",
              "      <td>96477400.00</td>\n",
              "      <td>4.169510e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>IRBR</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ITEC3</th>\n",
              "      <td>40.10</td>\n",
              "      <td>-35.12</td>\n",
              "      <td>22.04</td>\n",
              "      <td>2611.690</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>9.216</td>\n",
              "      <td>25.42</td>\n",
              "      <td>-26.00</td>\n",
              "      <td>-68.91</td>\n",
              "      <td>-24.80</td>\n",
              "      <td>...</td>\n",
              "      <td>-100.4470</td>\n",
              "      <td>-74.3588</td>\n",
              "      <td>-0.6306</td>\n",
              "      <td>-0.6276</td>\n",
              "      <td>5.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.014300e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.7479</td>\n",
              "      <td>ITEC</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ITUB3</th>\n",
              "      <td>28.20</td>\n",
              "      <td>8.89</td>\n",
              "      <td>1.58</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0446</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1772</td>\n",
              "      <td>0.00</td>\n",
              "      <td>15256000.00</td>\n",
              "      <td>1.754140e+11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2857</td>\n",
              "      <td>ITUB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DMFN3</th>\n",
              "      <td>14.00</td>\n",
              "      <td>19.48</td>\n",
              "      <td>0.91</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0381</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0466</td>\n",
              "      <td>0.00</td>\n",
              "      <td>143.59</td>\n",
              "      <td>1.410800e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1663</td>\n",
              "      <td>DMFN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MLPA12</th>\n",
              "      <td>40.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.001</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.002</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-2.06</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0666</td>\n",
              "      <td>0.0892</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.4513</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.457800e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0751</td>\n",
              "      <td>MLPA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IVTT3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.083050e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2067</td>\n",
              "      <td>IVTT</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DAYC3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1733</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3.009030e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0815</td>\n",
              "      <td>DAYC</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CZRS3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0334</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.145670e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1444</td>\n",
              "      <td>CZRS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CXSE3</th>\n",
              "      <td>13.02</td>\n",
              "      <td>11.07</td>\n",
              "      <td>3.06</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0776</td>\n",
              "      <td>3.033</td>\n",
              "      <td>20.44</td>\n",
              "      <td>-335.74</td>\n",
              "      <td>20.47</td>\n",
              "      <td>-319.59</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0106</td>\n",
              "      <td>0.2765</td>\n",
              "      <td>17.58</td>\n",
              "      <td>34461500.00</td>\n",
              "      <td>1.276040e+10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>CXSE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CTPC3</th>\n",
              "      <td>0.20</td>\n",
              "      <td>76.36</td>\n",
              "      <td>1.08</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.097</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-16.86</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-18.75</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0141</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.411000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0610</td>\n",
              "      <td>CTPC</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LFFE3</th>\n",
              "      <td>3.11</td>\n",
              "      <td>-3.92</td>\n",
              "      <td>3.26</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>2.877</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-21.18</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-17.80</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.8310</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>5.189200e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>LFFE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LIPR3</th>\n",
              "      <td>71.21</td>\n",
              "      <td>36.49</td>\n",
              "      <td>3.88</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0346</td>\n",
              "      <td>3.680</td>\n",
              "      <td>13.24</td>\n",
              "      <td>-192.37</td>\n",
              "      <td>14.12</td>\n",
              "      <td>-178.46</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0261</td>\n",
              "      <td>0.1064</td>\n",
              "      <td>9.02</td>\n",
              "      <td>1090.97</td>\n",
              "      <td>2.157740e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>LIPR</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CSAB3</th>\n",
              "      <td>30.50</td>\n",
              "      <td>58.43</td>\n",
              "      <td>1.11</td>\n",
              "      <td>312.320</td>\n",
              "      <td>0.0197</td>\n",
              "      <td>0.566</td>\n",
              "      <td>0.00</td>\n",
              "      <td>18.86</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>16.5627</td>\n",
              "      <td>5.3453</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3520.87</td>\n",
              "      <td>2.116540e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1783</td>\n",
              "      <td>CSAB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LPSB3</th>\n",
              "      <td>2.31</td>\n",
              "      <td>14.87</td>\n",
              "      <td>1.55</td>\n",
              "      <td>1.862</td>\n",
              "      <td>0.0090</td>\n",
              "      <td>0.859</td>\n",
              "      <td>7.52</td>\n",
              "      <td>10.29</td>\n",
              "      <td>-4.15</td>\n",
              "      <td>8.60</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1809</td>\n",
              "      <td>0.1870</td>\n",
              "      <td>0.0989</td>\n",
              "      <td>0.1044</td>\n",
              "      <td>1.82</td>\n",
              "      <td>456033.00</td>\n",
              "      <td>2.196490e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0800</td>\n",
              "      <td>LPSB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LVTC3</th>\n",
              "      <td>4.07</td>\n",
              "      <td>-498.44</td>\n",
              "      <td>0.41</td>\n",
              "      <td>0.274</td>\n",
              "      <td>0.0033</td>\n",
              "      <td>0.189</td>\n",
              "      <td>0.67</td>\n",
              "      <td>1.24</td>\n",
              "      <td>-2.01</td>\n",
              "      <td>0.78</td>\n",
              "      <td>...</td>\n",
              "      <td>0.2213</td>\n",
              "      <td>-0.0006</td>\n",
              "      <td>0.1737</td>\n",
              "      <td>-0.0008</td>\n",
              "      <td>2.75</td>\n",
              "      <td>121303.00</td>\n",
              "      <td>6.448830e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1031</td>\n",
              "      <td>LVTC</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CRIV3</th>\n",
              "      <td>5.86</td>\n",
              "      <td>17.21</td>\n",
              "      <td>0.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0327</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3767.79</td>\n",
              "      <td>1.071420e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0362</td>\n",
              "      <td>CRIV</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>JBDU3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>5.656900e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>JBDU</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>50 rows × 21 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9431d31b-1c3d-417e-9eff-626dd913a736')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "      const buttonEl =\n",
              "        document.querySelector('#df-9431d31b-1c3d-417e-9eff-626dd913a736 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-9431d31b-1c3d-417e-9eff-626dd913a736');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-ca6be3c7-4a77-4b5f-86c1-95308b4b5443\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ca6be3c7-4a77-4b5f-86c1-95308b4b5443')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-ca6be3c7-4a77-4b5f-86c1-95308b4b5443 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Função especial**\n",
        "\n",
        "Verificação de empresas que ainda são negociadas"
      ],
      "metadata": {
        "id": "pqlLuIsoLMfa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from datetime import datetime, timedelta\n",
        "\n",
        "def is_traded_recently(acao):\n",
        "    try:\n",
        "        # Trazer os dados históricos de cotação para aquela ação\n",
        "        stock = yf.Ticker(acao)\n",
        "        historical_data = stock.history(period='1mo')\n",
        "\n",
        "        # Trazer a cotação mais recente e obter a data correspondente\n",
        "        last_trading_day = historical_data.index[-1].date()\n",
        "\n",
        "        # Verificar se o dia de negociação mais recente está dentro de uma janela de dias\n",
        "        today = datetime.now().date()\n",
        "        window_start = today - timedelta(days=5)\n",
        "\n",
        "        return window_start <= last_trading_day <= today\n",
        "    except Exception:\n",
        "\n",
        "        return False"
      ],
      "metadata": {
        "id": "qpi6w65hLQBI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "is_traded_recently('PETR4.SA')"
      ],
      "metadata": {
        "id": "FaO3XcgyH01E",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "72a72b47-0f6e-4769-9aac-bd73e89fb967"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "is_traded_recently('VIIA3.SA')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HeH201iX5__s",
        "outputId": "6b55ddfc-109e-4c16-bb92-cc40238b4859"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:yfinance:VIIA3.SA: No data found, symbol may be delisted\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "False"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "is_traded_recently('LAME3.SA')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "W7zveGcG6Vvr",
        "outputId": "4ed370ad-ca7b-45ef-9ef0-8b1ebf9c631f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:yfinance:LAME3.SA: No data found, symbol may be delisted\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "False"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Vamos manter apenas os papéis que ainda são negociados"
      ],
      "metadata": {
        "id": "85pNE8z86r16"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr['ACAO'] = divida_bruta_patr.index + '.SA'"
      ],
      "metadata": {
        "id": "_cmY8gn768mo"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "bTZdq-xq7RqU",
        "outputId": "d3a5c9b3-540f-4780-ce20-b54f5b871b58"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao      pl    pvp       psr       dy     pa     pcg   pebit  \\\n",
              "papel                                                                         \n",
              "ABCB3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CORR3        12.00    0.04   0.06     0.834   0.0000  0.017    0.03   -0.08   \n",
              "MPLU3        26.80   12.20  17.37     6.877   0.0000  2.676   50.65   10.34   \n",
              "NINJ3         4.94   83.98   0.88     4.129   0.0000  0.825    0.94   -9.27   \n",
              "ODER3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CLAN3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CGRA3        26.05    6.10   0.60     0.780   0.1017  0.433    1.61    6.46   \n",
              "ODPV3        11.85   13.31   4.46     3.108   0.0316  3.149 -162.32    9.78   \n",
              "PINE3         4.50    6.73   0.98     0.000   0.0000  0.000    0.00    0.00   \n",
              "CEBR3        18.00    6.66   1.24     4.483   0.1473  0.887    2.02   18.11   \n",
              "CASH3         7.63  -16.99   0.85     1.929   0.0000  0.550    1.12   -8.71   \n",
              "MOSI3         8.24   32.29   1.56     4.761   0.0000  1.453    1.89   89.69   \n",
              "PORP4         2.40    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "BSCT3         4.05    0.04   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "BRSR3        13.89    6.95   0.60     0.000   0.0660  0.000    0.00    0.00   \n",
              "PRBC3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "PSSA3        28.46    8.47   1.55     0.588   0.0496  0.337    5.97    0.71   \n",
              "BRIV3        10.76   14.19   0.56     0.000   0.0147  0.000    0.00    0.00   \n",
              "BRGE11       11.00   17.03   0.61   228.392   0.0355  0.274    0.73   -1.07   \n",
              "BRAP3        22.31    4.13   1.09     0.000   0.1231  1.079   19.10 -429.38   \n",
              "BPNM3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "BPIA3         6.10    5.64   1.06     0.000   0.0000  0.000    0.00    0.00   \n",
              "BPAT33       20.00    0.00   0.82     0.000   0.3572  0.000    0.00    0.00   \n",
              "BSLI3        13.14   16.64   1.93     0.000  10.6572  0.000    0.00    0.00   \n",
              "EMAE4        58.48   23.40   1.86     3.582   0.0562  1.055    2.74  734.92   \n",
              "MODL11        8.46  -21.05   1.72     0.000   0.0000  0.000    0.00    0.00   \n",
              "MERC3        15.28  319.25   1.11     0.000   0.0000  0.000    0.00    0.00   \n",
              "ECPR3        90.25   -9.87   1.21     0.000   0.0000  0.621  174.62  -82.52   \n",
              "FCAP3         0.62    0.52   0.11     0.000   0.0000  0.089    0.00   -6.18   \n",
              "FIEI3        12.00   13.34   0.35    10.515   0.0000  0.295   -9.24   -4.00   \n",
              "FIGE3        12.03    3.16   0.18     0.000   0.0032  0.000    0.00    0.00   \n",
              "GPAR3        50.00   -5.43   5.48  2138.410   0.0000  5.242   18.65  865.11   \n",
              "IDVL11      140.00  -66.00  60.56     0.000   0.0000  0.000    0.00    0.00   \n",
              "IRBR3        41.74   91.26   0.82     0.530   0.0000  0.158    0.00   -6.23   \n",
              "ITEC3        40.10  -35.12  22.04  2611.690   0.0000  9.216   25.42  -26.00   \n",
              "ITUB3        28.20    8.89   1.58     0.000   0.0446  0.000    0.00    0.00   \n",
              "DMFN3        14.00   19.48   0.91     0.000   0.0381  0.000    0.00    0.00   \n",
              "MLPA12       40.00    0.01   0.00     0.001   0.0000  0.002    0.00    0.01   \n",
              "IVTT3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "DAYC3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CZRS3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CXSE3        13.02   11.07   3.06     0.000   0.0776  3.033   20.44 -335.74   \n",
              "CTPC3         0.20   76.36   1.08     0.000   0.0000  0.097    0.00  -16.86   \n",
              "LFFE3         3.11   -3.92   3.26     0.000   0.0000  2.877    0.00  -21.18   \n",
              "LIPR3        71.21   36.49   3.88     0.000   0.0346  3.680   13.24 -192.37   \n",
              "CSAB3        30.50   58.43   1.11   312.320   0.0197  0.566    0.00   18.86   \n",
              "LPSB3         2.31   14.87   1.55     1.862   0.0090  0.859    7.52   10.29   \n",
              "LVTC3         4.07 -498.44   0.41     0.274   0.0033  0.189    0.67    1.24   \n",
              "CRIV3         5.86   17.21   0.56     0.000   0.0000  0.000    0.00    0.00   \n",
              "JBDU3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "\n",
              "Multiples   pacl  evebit  ...    mrgliq    roic     roe   liqc        liq2m  \\\n",
              "papel                     ...                                                 \n",
              "ABCB3       0.00    0.00  ...    0.0000  0.0000  0.1429   0.00         0.00   \n",
              "CORR3       0.42    3.33  ...   21.4114 -0.8544  1.5284   4.25         0.00   \n",
              "MPLU3      66.01    7.71  ...    0.5637  1.2957  1.4240   1.06         0.00   \n",
              "NINJ3       0.94    0.95  ...    0.0492 -1.3111  0.0105  16.07    719895.00   \n",
              "ODER3       0.00    0.00  ...    0.0000  0.0000  0.0000   0.00         0.00   \n",
              "CLAN3       0.00    0.00  ...    0.0000  0.0000 -0.0105   0.00         0.00   \n",
              "CGRA3       2.79    4.73  ...    0.1281  0.0832  0.0980   2.66    116652.00   \n",
              "ODPV3     -42.01    9.26  ...    0.2335  0.3931  0.3350   0.92  14221600.00   \n",
              "PINE3       0.00    0.00  ...    0.0000  0.0000  0.1449   0.00       285.28   \n",
              "CEBR3       2.13    8.68  ...    0.8086  0.0922  0.1863   6.09    161585.00   \n",
              "CASH3       1.24   -3.20  ...   -0.0718 -0.0979 -0.0498   2.65  13250000.00   \n",
              "MOSI3       1.90   42.98  ...    0.1475  0.0812  0.0482  13.30         0.00   \n",
              "PORP4       0.00    0.00  ...    0.0000  0.0000 -0.0208   0.00         0.00   \n",
              "BSCT3       0.00    0.00  ...    0.0000  0.0000  0.0905   0.00         0.00   \n",
              "BRSR3       0.00    0.00  ...    0.0000  0.0000  0.0862   0.00    119659.00   \n",
              "PRBC3       0.00    0.00  ...    0.0000  0.0000  0.0765   0.00         0.00   \n",
              "PSSA3      -2.86    0.27  ...    0.0712  0.5964  0.1833   1.09  42497100.00   \n",
              "BRIV3       0.00    0.00  ...    0.0000  0.0000  0.0392   0.00      2890.90   \n",
              "BRGE11      1.40    0.96  ...   20.3958 -0.5333  0.0356   3.13        55.95   \n",
              "BRAP3      19.12 -404.75  ...    0.0000 -0.0027  0.2644   5.31   1883710.00   \n",
              "BPNM3       0.00    0.00  ...    0.0000  0.0000  0.0862   0.00         0.00   \n",
              "BPIA3       0.00    0.00  ...    0.0000  0.0000  0.1884   0.00         0.00   \n",
              "BPAT33      0.00    0.00  ...    0.0000  0.0000  0.0000   0.00         0.00   \n",
              "BSLI3       0.00    0.00  ...    0.0000  0.0000  0.1162   0.00      4992.08   \n",
              "EMAE4      76.61  579.47  ...    0.1531  0.0019  0.0797   7.07    351497.00   \n",
              "MODL11      0.00    0.00  ...    0.0000  0.0000 -0.0817   0.00         0.00   \n",
              "MERC3       0.00    0.00  ...    0.0000  0.0000  0.0035   0.00         0.00   \n",
              "ECPR3      -1.29  -82.15  ...    0.0000 -0.0075 -0.1228   2.97         0.00   \n",
              "FCAP3       0.00  -15.27  ...    0.0000  0.0000  0.2183   0.00         0.00   \n",
              "FIEI3      -3.94   -3.51  ...    0.7775 -0.0793  0.0263   0.73      1894.05   \n",
              "FIGE3       0.00    0.00  ...    0.0000  0.0000  0.0571   0.00         0.00   \n",
              "GPAR3      21.20  825.19  ... -394.0910  0.0080 -1.0098  30.83         0.00   \n",
              "IDVL11      0.00    0.00  ...    0.0000  0.0000 -0.9176   0.00         0.00   \n",
              "IRBR3       0.00    0.00  ...    0.0058  0.0000  0.0090   0.00  96477400.00   \n",
              "ITEC3     -68.91  -24.80  ...  -74.3588 -0.6306 -0.6276   5.23         0.00   \n",
              "ITUB3       0.00    0.00  ...    0.0000  0.0000  0.1772   0.00  15256000.00   \n",
              "DMFN3       0.00    0.00  ...    0.0000  0.0000  0.0466   0.00       143.59   \n",
              "MLPA12      0.00   -2.06  ...    0.0892  0.0000  0.4513   0.00         0.00   \n",
              "IVTT3       0.00    0.00  ...    0.0000  0.0000 -0.0040   0.00         0.00   \n",
              "DAYC3       0.00    0.00  ...    0.0000  0.0000  0.1733   0.00         0.00   \n",
              "CZRS3       0.00    0.00  ...    0.0000  0.0000  0.0334   0.00         0.00   \n",
              "CXSE3      20.47 -319.59  ...    0.0000 -0.0106  0.2765  17.58  34461500.00   \n",
              "CTPC3       0.00  -18.75  ...    0.0000  0.0000  0.0141   0.00         0.00   \n",
              "LFFE3       0.00  -17.80  ...    0.0000  0.0000 -0.8310   0.00         0.00   \n",
              "LIPR3      14.12 -178.46  ...    0.0000 -0.0261  0.1064   9.02      1090.97   \n",
              "CSAB3       0.00    0.00  ...    5.3453  0.0000  0.0189   0.00      3520.87   \n",
              "LPSB3      -4.15    8.60  ...    0.1870  0.0989  0.1044   1.82    456033.00   \n",
              "LVTC3      -2.01    0.78  ...   -0.0006  0.1737 -0.0008   2.75    121303.00   \n",
              "CRIV3       0.00    0.00  ...    0.0000  0.0000  0.0327   0.00      3767.79   \n",
              "JBDU3       0.00    0.00  ...    0.0000  0.0000  0.0000   0.00         0.00   \n",
              "\n",
              "Multiples       patrliq  divbpatr     c5y  EMPRESA       ACAO  \n",
              "papel                                                          \n",
              "ABCB3      5.721810e+09       0.0  0.7094     ABCB   ABCB3.SA  \n",
              "CORR3      4.665000e+06       0.0 -0.4209     CORR   CORR3.SA  \n",
              "MPLU3      2.502790e+08       0.0 -0.1888     MPLU   MPLU3.SA  \n",
              "NINJ3      2.851950e+08       0.0  0.0333     NINJ   NINJ3.SA  \n",
              "ODER3      4.981200e+08       0.0  0.2475     ODER   ODER3.SA  \n",
              "CLAN3      1.012240e+09       0.0 -0.6396     CLAN   CLAN3.SA  \n",
              "CGRA3      8.757810e+08       0.0  0.1206     CGRA   CGRA3.SA  \n",
              "ODPV3      1.467850e+09       0.0  0.0392     ODPV   ODPV3.SA  \n",
              "PINE3      9.645100e+08       0.0  1.2768     PINE   PINE3.SA  \n",
              "CEBR3      1.045450e+09       0.0 -0.4474     CEBR   CEBR3.SA  \n",
              "CASH3      7.807340e+08       0.0  0.2820     CASH   CASH3.SA  \n",
              "MOSI3      6.703370e+08       0.0  0.0000     MOSI   MOSI3.SA  \n",
              "PORP4      2.239900e+07       0.0  0.1366     PORP   PORP4.SA  \n",
              "BSCT3      2.129600e+08       0.0  0.0192     BSCT   BSCT3.SA  \n",
              "BRSR3      9.478730e+09       0.0  0.0564     BRSR   BRSR3.SA  \n",
              "PRBC3      1.209470e+09       0.0 -0.0792     PRBC   PRBC3.SA  \n",
              "PSSA3      1.185790e+10       0.0  0.1592     PSSA   PSSA3.SA  \n",
              "BRIV3      1.713470e+09       0.0  0.0742     BRIV   BRIV3.SA  \n",
              "BRGE11     1.337070e+09       0.0 -0.4582     BRGE  BRGE11.SA  \n",
              "BRAP3      8.023720e+09       0.0  0.0000     BRAP   BRAP3.SA  \n",
              "BPNM3      8.005560e+09       0.0  0.1508     BPNM   BPNM3.SA  \n",
              "BPIA3      7.739500e+07       0.0  0.1341     BPIA   BPIA3.SA  \n",
              "BPAT33     8.764920e+08       0.0  0.0000     BPAT  BPAT33.SA  \n",
              "BSLI3      2.467570e+09       0.0  0.0189     BSLI   BSLI3.SA  \n",
              "EMAE4      1.159060e+09       0.0  0.0739     EMAE   EMAE4.SA  \n",
              "MODL11     1.154890e+09       0.0 -0.6237     MODL  MODL11.SA  \n",
              "MERC3      2.486740e+08       0.0 -0.2095     MERC   MERC3.SA  \n",
              "ECPR3      1.414760e+08       0.0  0.0000     ECPR   ECPR3.SA  \n",
              "FCAP3      1.071340e+08       0.0  0.0000     FCAP   FCAP3.SA  \n",
              "FIEI3      8.285400e+07       0.0 -0.3798     FIEI   FIEI3.SA  \n",
              "FIGE3      1.575960e+08       0.0  0.2211     FIGE   FIGE3.SA  \n",
              "GPAR3      7.270460e+08       0.0 -0.6120     GPAR   GPAR3.SA  \n",
              "IDVL11     2.376830e+08       0.0  0.0000     IDVL  IDVL11.SA  \n",
              "IRBR3      4.169510e+09       0.0  0.0000     IRBR   IRBR3.SA  \n",
              "ITEC3      2.014300e+07       0.0 -0.7479     ITEC   ITEC3.SA  \n",
              "ITUB3      1.754140e+11       0.0  0.2857     ITUB   ITUB3.SA  \n",
              "DMFN3      1.410800e+07       0.0  0.1663     DMFN   DMFN3.SA  \n",
              "MLPA12     4.457800e+07       0.0 -0.0751     MLPA  MLPA12.SA  \n",
              "IVTT3      1.083050e+09       0.0  0.2067     IVTT   IVTT3.SA  \n",
              "DAYC3      3.009030e+09       0.0  0.0815     DAYC   DAYC3.SA  \n",
              "CZRS3      1.145670e+09       0.0  0.1444     CZRS   CZRS3.SA  \n",
              "CXSE3      1.276040e+10       0.0  0.0000     CXSE   CXSE3.SA  \n",
              "CTPC3      2.411000e+06       0.0 -0.0610     CTPC   CTPC3.SA  \n",
              "LFFE3      5.189200e+07       0.0  0.0000     LFFE   LFFE3.SA  \n",
              "LIPR3      2.157740e+08       0.0  0.0000     LIPR   LIPR3.SA  \n",
              "CSAB3      2.116540e+08       0.0 -0.1783     CSAB   CSAB3.SA  \n",
              "LPSB3      2.196490e+08       0.0  0.0800     LPSB   LPSB3.SA  \n",
              "LVTC3      6.448830e+08       0.0 -0.1031     LVTC   LVTC3.SA  \n",
              "CRIV3      1.071420e+09       0.0  0.0362     CRIV   CRIV3.SA  \n",
              "JBDU3      5.656900e+07       0.0  0.0000     JBDU   JBDU3.SA  \n",
              "\n",
              "[50 rows x 22 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-57aa723a-aeb0-4b3a-9040-7730ac3e0981\" class=\"colab-df-container\">\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>cotacao</th>\n",
              "      <th>pl</th>\n",
              "      <th>pvp</th>\n",
              "      <th>psr</th>\n",
              "      <th>dy</th>\n",
              "      <th>pa</th>\n",
              "      <th>pcg</th>\n",
              "      <th>pebit</th>\n",
              "      <th>pacl</th>\n",
              "      <th>evebit</th>\n",
              "      <th>...</th>\n",
              "      <th>mrgliq</th>\n",
              "      <th>roic</th>\n",
              "      <th>roe</th>\n",
              "      <th>liqc</th>\n",
              "      <th>liq2m</th>\n",
              "      <th>patrliq</th>\n",
              "      <th>divbpatr</th>\n",
              "      <th>c5y</th>\n",
              "      <th>EMPRESA</th>\n",
              "      <th>ACAO</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>ABCB3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1429</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>5.721810e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7094</td>\n",
              "      <td>ABCB</td>\n",
              "      <td>ABCB3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CORR3</th>\n",
              "      <td>12.00</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.834</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.017</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.08</td>\n",
              "      <td>0.42</td>\n",
              "      <td>3.33</td>\n",
              "      <td>...</td>\n",
              "      <td>21.4114</td>\n",
              "      <td>-0.8544</td>\n",
              "      <td>1.5284</td>\n",
              "      <td>4.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.665000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4209</td>\n",
              "      <td>CORR</td>\n",
              "      <td>CORR3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MPLU3</th>\n",
              "      <td>26.80</td>\n",
              "      <td>12.20</td>\n",
              "      <td>17.37</td>\n",
              "      <td>6.877</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>2.676</td>\n",
              "      <td>50.65</td>\n",
              "      <td>10.34</td>\n",
              "      <td>66.01</td>\n",
              "      <td>7.71</td>\n",
              "      <td>...</td>\n",
              "      <td>0.5637</td>\n",
              "      <td>1.2957</td>\n",
              "      <td>1.4240</td>\n",
              "      <td>1.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.502790e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1888</td>\n",
              "      <td>MPLU</td>\n",
              "      <td>MPLU3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>NINJ3</th>\n",
              "      <td>4.94</td>\n",
              "      <td>83.98</td>\n",
              "      <td>0.88</td>\n",
              "      <td>4.129</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.825</td>\n",
              "      <td>0.94</td>\n",
              "      <td>-9.27</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.95</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0492</td>\n",
              "      <td>-1.3111</td>\n",
              "      <td>0.0105</td>\n",
              "      <td>16.07</td>\n",
              "      <td>719895.00</td>\n",
              "      <td>2.851950e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0333</td>\n",
              "      <td>NINJ</td>\n",
              "      <td>NINJ3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ODER3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.981200e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2475</td>\n",
              "      <td>ODER</td>\n",
              "      <td>ODER3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CLAN3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0105</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.012240e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6396</td>\n",
              "      <td>CLAN</td>\n",
              "      <td>CLAN3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CGRA3</th>\n",
              "      <td>26.05</td>\n",
              "      <td>6.10</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.780</td>\n",
              "      <td>0.1017</td>\n",
              "      <td>0.433</td>\n",
              "      <td>1.61</td>\n",
              "      <td>6.46</td>\n",
              "      <td>2.79</td>\n",
              "      <td>4.73</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1281</td>\n",
              "      <td>0.0832</td>\n",
              "      <td>0.0980</td>\n",
              "      <td>2.66</td>\n",
              "      <td>116652.00</td>\n",
              "      <td>8.757810e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1206</td>\n",
              "      <td>CGRA</td>\n",
              "      <td>CGRA3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ODPV3</th>\n",
              "      <td>11.85</td>\n",
              "      <td>13.31</td>\n",
              "      <td>4.46</td>\n",
              "      <td>3.108</td>\n",
              "      <td>0.0316</td>\n",
              "      <td>3.149</td>\n",
              "      <td>-162.32</td>\n",
              "      <td>9.78</td>\n",
              "      <td>-42.01</td>\n",
              "      <td>9.26</td>\n",
              "      <td>...</td>\n",
              "      <td>0.2335</td>\n",
              "      <td>0.3931</td>\n",
              "      <td>0.3350</td>\n",
              "      <td>0.92</td>\n",
              "      <td>14221600.00</td>\n",
              "      <td>1.467850e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0392</td>\n",
              "      <td>ODPV</td>\n",
              "      <td>ODPV3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PINE3</th>\n",
              "      <td>4.50</td>\n",
              "      <td>6.73</td>\n",
              "      <td>0.98</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1449</td>\n",
              "      <td>0.00</td>\n",
              "      <td>285.28</td>\n",
              "      <td>9.645100e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2768</td>\n",
              "      <td>PINE</td>\n",
              "      <td>PINE3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CEBR3</th>\n",
              "      <td>18.00</td>\n",
              "      <td>6.66</td>\n",
              "      <td>1.24</td>\n",
              "      <td>4.483</td>\n",
              "      <td>0.1473</td>\n",
              "      <td>0.887</td>\n",
              "      <td>2.02</td>\n",
              "      <td>18.11</td>\n",
              "      <td>2.13</td>\n",
              "      <td>8.68</td>\n",
              "      <td>...</td>\n",
              "      <td>0.8086</td>\n",
              "      <td>0.0922</td>\n",
              "      <td>0.1863</td>\n",
              "      <td>6.09</td>\n",
              "      <td>161585.00</td>\n",
              "      <td>1.045450e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "      <td>CEBR3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CASH3</th>\n",
              "      <td>7.63</td>\n",
              "      <td>-16.99</td>\n",
              "      <td>0.85</td>\n",
              "      <td>1.929</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.550</td>\n",
              "      <td>1.12</td>\n",
              "      <td>-8.71</td>\n",
              "      <td>1.24</td>\n",
              "      <td>-3.20</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0718</td>\n",
              "      <td>-0.0979</td>\n",
              "      <td>-0.0498</td>\n",
              "      <td>2.65</td>\n",
              "      <td>13250000.00</td>\n",
              "      <td>7.807340e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2820</td>\n",
              "      <td>CASH</td>\n",
              "      <td>CASH3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MOSI3</th>\n",
              "      <td>8.24</td>\n",
              "      <td>32.29</td>\n",
              "      <td>1.56</td>\n",
              "      <td>4.761</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.453</td>\n",
              "      <td>1.89</td>\n",
              "      <td>89.69</td>\n",
              "      <td>1.90</td>\n",
              "      <td>42.98</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1475</td>\n",
              "      <td>0.0812</td>\n",
              "      <td>0.0482</td>\n",
              "      <td>13.30</td>\n",
              "      <td>0.00</td>\n",
              "      <td>6.703370e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>MOSI</td>\n",
              "      <td>MOSI3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PORP4</th>\n",
              "      <td>2.40</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0208</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.239900e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1366</td>\n",
              "      <td>PORP</td>\n",
              "      <td>PORP4.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSCT3</th>\n",
              "      <td>4.05</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0905</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.129600e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0192</td>\n",
              "      <td>BSCT</td>\n",
              "      <td>BSCT3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRSR3</th>\n",
              "      <td>13.89</td>\n",
              "      <td>6.95</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0660</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0862</td>\n",
              "      <td>0.00</td>\n",
              "      <td>119659.00</td>\n",
              "      <td>9.478730e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0564</td>\n",
              "      <td>BRSR</td>\n",
              "      <td>BRSR3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PRBC3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0765</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.209470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0792</td>\n",
              "      <td>PRBC</td>\n",
              "      <td>PRBC3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PSSA3</th>\n",
              "      <td>28.46</td>\n",
              "      <td>8.47</td>\n",
              "      <td>1.55</td>\n",
              "      <td>0.588</td>\n",
              "      <td>0.0496</td>\n",
              "      <td>0.337</td>\n",
              "      <td>5.97</td>\n",
              "      <td>0.71</td>\n",
              "      <td>-2.86</td>\n",
              "      <td>0.27</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0712</td>\n",
              "      <td>0.5964</td>\n",
              "      <td>0.1833</td>\n",
              "      <td>1.09</td>\n",
              "      <td>42497100.00</td>\n",
              "      <td>1.185790e+10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1592</td>\n",
              "      <td>PSSA</td>\n",
              "      <td>PSSA3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRIV3</th>\n",
              "      <td>10.76</td>\n",
              "      <td>14.19</td>\n",
              "      <td>0.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0147</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0392</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2890.90</td>\n",
              "      <td>1.713470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0742</td>\n",
              "      <td>BRIV</td>\n",
              "      <td>BRIV3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE11</th>\n",
              "      <td>11.00</td>\n",
              "      <td>17.03</td>\n",
              "      <td>0.61</td>\n",
              "      <td>228.392</td>\n",
              "      <td>0.0355</td>\n",
              "      <td>0.274</td>\n",
              "      <td>0.73</td>\n",
              "      <td>-1.07</td>\n",
              "      <td>1.40</td>\n",
              "      <td>0.96</td>\n",
              "      <td>...</td>\n",
              "      <td>20.3958</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>55.95</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE11.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRAP3</th>\n",
              "      <td>22.31</td>\n",
              "      <td>4.13</td>\n",
              "      <td>1.09</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1231</td>\n",
              "      <td>1.079</td>\n",
              "      <td>19.10</td>\n",
              "      <td>-429.38</td>\n",
              "      <td>19.12</td>\n",
              "      <td>-404.75</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0027</td>\n",
              "      <td>0.2644</td>\n",
              "      <td>5.31</td>\n",
              "      <td>1883710.00</td>\n",
              "      <td>8.023720e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>BRAP</td>\n",
              "      <td>BRAP3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BPNM3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0862</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>8.005560e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1508</td>\n",
              "      <td>BPNM</td>\n",
              "      <td>BPNM3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BPIA3</th>\n",
              "      <td>6.10</td>\n",
              "      <td>5.64</td>\n",
              "      <td>1.06</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1884</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.739500e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1341</td>\n",
              "      <td>BPIA</td>\n",
              "      <td>BPIA3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BPAT33</th>\n",
              "      <td>20.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.82</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.3572</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>8.764920e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>BPAT</td>\n",
              "      <td>BPAT33.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSLI3</th>\n",
              "      <td>13.14</td>\n",
              "      <td>16.64</td>\n",
              "      <td>1.93</td>\n",
              "      <td>0.000</td>\n",
              "      <td>10.6572</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1162</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4992.08</td>\n",
              "      <td>2.467570e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>BSLI</td>\n",
              "      <td>BSLI3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>EMAE4</th>\n",
              "      <td>58.48</td>\n",
              "      <td>23.40</td>\n",
              "      <td>1.86</td>\n",
              "      <td>3.582</td>\n",
              "      <td>0.0562</td>\n",
              "      <td>1.055</td>\n",
              "      <td>2.74</td>\n",
              "      <td>734.92</td>\n",
              "      <td>76.61</td>\n",
              "      <td>579.47</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1531</td>\n",
              "      <td>0.0019</td>\n",
              "      <td>0.0797</td>\n",
              "      <td>7.07</td>\n",
              "      <td>351497.00</td>\n",
              "      <td>1.159060e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0739</td>\n",
              "      <td>EMAE</td>\n",
              "      <td>EMAE4.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MODL11</th>\n",
              "      <td>8.46</td>\n",
              "      <td>-21.05</td>\n",
              "      <td>1.72</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0817</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.154890e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6237</td>\n",
              "      <td>MODL</td>\n",
              "      <td>MODL11.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MERC3</th>\n",
              "      <td>15.28</td>\n",
              "      <td>319.25</td>\n",
              "      <td>1.11</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0035</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.486740e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.2095</td>\n",
              "      <td>MERC</td>\n",
              "      <td>MERC3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ECPR3</th>\n",
              "      <td>90.25</td>\n",
              "      <td>-9.87</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.621</td>\n",
              "      <td>174.62</td>\n",
              "      <td>-82.52</td>\n",
              "      <td>-1.29</td>\n",
              "      <td>-82.15</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0075</td>\n",
              "      <td>-0.1228</td>\n",
              "      <td>2.97</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.414760e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>ECPR</td>\n",
              "      <td>ECPR3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FCAP3</th>\n",
              "      <td>0.62</td>\n",
              "      <td>0.52</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.089</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-6.18</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-15.27</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.2183</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.071340e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>FCAP</td>\n",
              "      <td>FCAP3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FIEI3</th>\n",
              "      <td>12.00</td>\n",
              "      <td>13.34</td>\n",
              "      <td>0.35</td>\n",
              "      <td>10.515</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.295</td>\n",
              "      <td>-9.24</td>\n",
              "      <td>-4.00</td>\n",
              "      <td>-3.94</td>\n",
              "      <td>-3.51</td>\n",
              "      <td>...</td>\n",
              "      <td>0.7775</td>\n",
              "      <td>-0.0793</td>\n",
              "      <td>0.0263</td>\n",
              "      <td>0.73</td>\n",
              "      <td>1894.05</td>\n",
              "      <td>8.285400e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.3798</td>\n",
              "      <td>FIEI</td>\n",
              "      <td>FIEI3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FIGE3</th>\n",
              "      <td>12.03</td>\n",
              "      <td>3.16</td>\n",
              "      <td>0.18</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0032</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0571</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.575960e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2211</td>\n",
              "      <td>FIGE</td>\n",
              "      <td>FIGE3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GPAR3</th>\n",
              "      <td>50.00</td>\n",
              "      <td>-5.43</td>\n",
              "      <td>5.48</td>\n",
              "      <td>2138.410</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>5.242</td>\n",
              "      <td>18.65</td>\n",
              "      <td>865.11</td>\n",
              "      <td>21.20</td>\n",
              "      <td>825.19</td>\n",
              "      <td>...</td>\n",
              "      <td>-394.0910</td>\n",
              "      <td>0.0080</td>\n",
              "      <td>-1.0098</td>\n",
              "      <td>30.83</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.270460e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6120</td>\n",
              "      <td>GPAR</td>\n",
              "      <td>GPAR3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IDVL11</th>\n",
              "      <td>140.00</td>\n",
              "      <td>-66.00</td>\n",
              "      <td>60.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.9176</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.376830e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>IDVL</td>\n",
              "      <td>IDVL11.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IRBR3</th>\n",
              "      <td>41.74</td>\n",
              "      <td>91.26</td>\n",
              "      <td>0.82</td>\n",
              "      <td>0.530</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.158</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-6.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0058</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0090</td>\n",
              "      <td>0.00</td>\n",
              "      <td>96477400.00</td>\n",
              "      <td>4.169510e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>IRBR</td>\n",
              "      <td>IRBR3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ITEC3</th>\n",
              "      <td>40.10</td>\n",
              "      <td>-35.12</td>\n",
              "      <td>22.04</td>\n",
              "      <td>2611.690</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>9.216</td>\n",
              "      <td>25.42</td>\n",
              "      <td>-26.00</td>\n",
              "      <td>-68.91</td>\n",
              "      <td>-24.80</td>\n",
              "      <td>...</td>\n",
              "      <td>-74.3588</td>\n",
              "      <td>-0.6306</td>\n",
              "      <td>-0.6276</td>\n",
              "      <td>5.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.014300e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.7479</td>\n",
              "      <td>ITEC</td>\n",
              "      <td>ITEC3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ITUB3</th>\n",
              "      <td>28.20</td>\n",
              "      <td>8.89</td>\n",
              "      <td>1.58</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0446</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1772</td>\n",
              "      <td>0.00</td>\n",
              "      <td>15256000.00</td>\n",
              "      <td>1.754140e+11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2857</td>\n",
              "      <td>ITUB</td>\n",
              "      <td>ITUB3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DMFN3</th>\n",
              "      <td>14.00</td>\n",
              "      <td>19.48</td>\n",
              "      <td>0.91</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0381</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0466</td>\n",
              "      <td>0.00</td>\n",
              "      <td>143.59</td>\n",
              "      <td>1.410800e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1663</td>\n",
              "      <td>DMFN</td>\n",
              "      <td>DMFN3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MLPA12</th>\n",
              "      <td>40.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.001</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.002</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-2.06</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0892</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.4513</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.457800e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0751</td>\n",
              "      <td>MLPA</td>\n",
              "      <td>MLPA12.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IVTT3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.083050e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2067</td>\n",
              "      <td>IVTT</td>\n",
              "      <td>IVTT3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DAYC3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1733</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3.009030e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0815</td>\n",
              "      <td>DAYC</td>\n",
              "      <td>DAYC3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CZRS3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0334</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.145670e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1444</td>\n",
              "      <td>CZRS</td>\n",
              "      <td>CZRS3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CXSE3</th>\n",
              "      <td>13.02</td>\n",
              "      <td>11.07</td>\n",
              "      <td>3.06</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0776</td>\n",
              "      <td>3.033</td>\n",
              "      <td>20.44</td>\n",
              "      <td>-335.74</td>\n",
              "      <td>20.47</td>\n",
              "      <td>-319.59</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0106</td>\n",
              "      <td>0.2765</td>\n",
              "      <td>17.58</td>\n",
              "      <td>34461500.00</td>\n",
              "      <td>1.276040e+10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>CXSE</td>\n",
              "      <td>CXSE3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CTPC3</th>\n",
              "      <td>0.20</td>\n",
              "      <td>76.36</td>\n",
              "      <td>1.08</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.097</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-16.86</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-18.75</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0141</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.411000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0610</td>\n",
              "      <td>CTPC</td>\n",
              "      <td>CTPC3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LFFE3</th>\n",
              "      <td>3.11</td>\n",
              "      <td>-3.92</td>\n",
              "      <td>3.26</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>2.877</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-21.18</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-17.80</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.8310</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>5.189200e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>LFFE</td>\n",
              "      <td>LFFE3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LIPR3</th>\n",
              "      <td>71.21</td>\n",
              "      <td>36.49</td>\n",
              "      <td>3.88</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0346</td>\n",
              "      <td>3.680</td>\n",
              "      <td>13.24</td>\n",
              "      <td>-192.37</td>\n",
              "      <td>14.12</td>\n",
              "      <td>-178.46</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0261</td>\n",
              "      <td>0.1064</td>\n",
              "      <td>9.02</td>\n",
              "      <td>1090.97</td>\n",
              "      <td>2.157740e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>LIPR</td>\n",
              "      <td>LIPR3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CSAB3</th>\n",
              "      <td>30.50</td>\n",
              "      <td>58.43</td>\n",
              "      <td>1.11</td>\n",
              "      <td>312.320</td>\n",
              "      <td>0.0197</td>\n",
              "      <td>0.566</td>\n",
              "      <td>0.00</td>\n",
              "      <td>18.86</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>5.3453</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3520.87</td>\n",
              "      <td>2.116540e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1783</td>\n",
              "      <td>CSAB</td>\n",
              "      <td>CSAB3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LPSB3</th>\n",
              "      <td>2.31</td>\n",
              "      <td>14.87</td>\n",
              "      <td>1.55</td>\n",
              "      <td>1.862</td>\n",
              "      <td>0.0090</td>\n",
              "      <td>0.859</td>\n",
              "      <td>7.52</td>\n",
              "      <td>10.29</td>\n",
              "      <td>-4.15</td>\n",
              "      <td>8.60</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1870</td>\n",
              "      <td>0.0989</td>\n",
              "      <td>0.1044</td>\n",
              "      <td>1.82</td>\n",
              "      <td>456033.00</td>\n",
              "      <td>2.196490e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0800</td>\n",
              "      <td>LPSB</td>\n",
              "      <td>LPSB3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LVTC3</th>\n",
              "      <td>4.07</td>\n",
              "      <td>-498.44</td>\n",
              "      <td>0.41</td>\n",
              "      <td>0.274</td>\n",
              "      <td>0.0033</td>\n",
              "      <td>0.189</td>\n",
              "      <td>0.67</td>\n",
              "      <td>1.24</td>\n",
              "      <td>-2.01</td>\n",
              "      <td>0.78</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0006</td>\n",
              "      <td>0.1737</td>\n",
              "      <td>-0.0008</td>\n",
              "      <td>2.75</td>\n",
              "      <td>121303.00</td>\n",
              "      <td>6.448830e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1031</td>\n",
              "      <td>LVTC</td>\n",
              "      <td>LVTC3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CRIV3</th>\n",
              "      <td>5.86</td>\n",
              "      <td>17.21</td>\n",
              "      <td>0.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0327</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3767.79</td>\n",
              "      <td>1.071420e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0362</td>\n",
              "      <td>CRIV</td>\n",
              "      <td>CRIV3.SA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>JBDU3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>5.656900e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>JBDU</td>\n",
              "      <td>JBDU3.SA</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>50 rows × 22 columns</p>\n",
              "</div>\n",
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              "                                                    [key], {});\n",
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              "      spin 1s steps(1) infinite;\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
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              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
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              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-291ba73c-a5dc-43c0-92e6-12c641c56a30 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr['NEGOCIADA'] = divida_bruta_patr['ACAO'].apply(is_traded_recently)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "duuty9tN7hMN",
        "outputId": "4318c75f-abb9-47de-d85b-360d63786983"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:yfinance:ABCB3.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:MPLU3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:ODER3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:CLAN3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:MOSI3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:PORP4.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:BSCT3.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:PRBC3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:BPNM3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:BPIA3.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:BPAT33.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:MODL11.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:FCAP3.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:IDVL11.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:ITEC3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:MLPA12.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:IVTT3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:DAYC3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:CZRS3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:CTPC3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:LFFE3.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:JBDU3.SA: No data found, symbol may be delisted\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "La7TeH-I7xMK",
        "outputId": "c5d23b60-3dce-444c-f9c1-38314f357299"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao      pl    pvp       psr       dy     pa     pcg   pebit  \\\n",
              "papel                                                                         \n",
              "ABCB3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CORR3        12.00    0.04   0.06     0.834   0.0000  0.017    0.03   -0.08   \n",
              "MPLU3        26.80   12.20  17.37     6.877   0.0000  2.676   50.65   10.34   \n",
              "NINJ3         4.94   83.98   0.88     4.129   0.0000  0.825    0.94   -9.27   \n",
              "ODER3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CLAN3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CGRA3        26.05    6.10   0.60     0.780   0.1017  0.433    1.61    6.46   \n",
              "ODPV3        11.85   13.31   4.46     3.108   0.0316  3.149 -162.32    9.78   \n",
              "PINE3         4.50    6.73   0.98     0.000   0.0000  0.000    0.00    0.00   \n",
              "CEBR3        18.00    6.66   1.24     4.483   0.1473  0.887    2.02   18.11   \n",
              "CASH3         7.63  -16.99   0.85     1.929   0.0000  0.550    1.12   -8.71   \n",
              "MOSI3         8.24   32.29   1.56     4.761   0.0000  1.453    1.89   89.69   \n",
              "PORP4         2.40    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "BSCT3         4.05    0.04   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "BRSR3        13.89    6.95   0.60     0.000   0.0660  0.000    0.00    0.00   \n",
              "PRBC3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "PSSA3        28.46    8.47   1.55     0.588   0.0496  0.337    5.97    0.71   \n",
              "BRIV3        10.76   14.19   0.56     0.000   0.0147  0.000    0.00    0.00   \n",
              "BRGE11       11.00   17.03   0.61   228.392   0.0355  0.274    0.73   -1.07   \n",
              "BRAP3        22.31    4.13   1.09     0.000   0.1231  1.079   19.10 -429.38   \n",
              "BPNM3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "BPIA3         6.10    5.64   1.06     0.000   0.0000  0.000    0.00    0.00   \n",
              "BPAT33       20.00    0.00   0.82     0.000   0.3572  0.000    0.00    0.00   \n",
              "BSLI3        13.14   16.64   1.93     0.000  10.6572  0.000    0.00    0.00   \n",
              "EMAE4        58.48   23.40   1.86     3.582   0.0562  1.055    2.74  734.92   \n",
              "MODL11        8.46  -21.05   1.72     0.000   0.0000  0.000    0.00    0.00   \n",
              "MERC3        15.28  319.25   1.11     0.000   0.0000  0.000    0.00    0.00   \n",
              "ECPR3        90.25   -9.87   1.21     0.000   0.0000  0.621  174.62  -82.52   \n",
              "FCAP3         0.62    0.52   0.11     0.000   0.0000  0.089    0.00   -6.18   \n",
              "FIEI3        12.00   13.34   0.35    10.515   0.0000  0.295   -9.24   -4.00   \n",
              "FIGE3        12.03    3.16   0.18     0.000   0.0032  0.000    0.00    0.00   \n",
              "GPAR3        50.00   -5.43   5.48  2138.410   0.0000  5.242   18.65  865.11   \n",
              "IDVL11      140.00  -66.00  60.56     0.000   0.0000  0.000    0.00    0.00   \n",
              "IRBR3        41.74   91.26   0.82     0.530   0.0000  0.158    0.00   -6.23   \n",
              "ITEC3        40.10  -35.12  22.04  2611.690   0.0000  9.216   25.42  -26.00   \n",
              "ITUB3        28.20    8.89   1.58     0.000   0.0446  0.000    0.00    0.00   \n",
              "DMFN3        14.00   19.48   0.91     0.000   0.0381  0.000    0.00    0.00   \n",
              "MLPA12       40.00    0.01   0.00     0.001   0.0000  0.002    0.00    0.01   \n",
              "IVTT3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "DAYC3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CZRS3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "CXSE3        13.02   11.07   3.06     0.000   0.0776  3.033   20.44 -335.74   \n",
              "CTPC3         0.20   76.36   1.08     0.000   0.0000  0.097    0.00  -16.86   \n",
              "LFFE3         3.11   -3.92   3.26     0.000   0.0000  2.877    0.00  -21.18   \n",
              "LIPR3        71.21   36.49   3.88     0.000   0.0346  3.680   13.24 -192.37   \n",
              "CSAB3        30.50   58.43   1.11   312.320   0.0197  0.566    0.00   18.86   \n",
              "LPSB3         2.31   14.87   1.55     1.862   0.0090  0.859    7.52   10.29   \n",
              "LVTC3         4.07 -498.44   0.41     0.274   0.0033  0.189    0.67    1.24   \n",
              "CRIV3         5.86   17.21   0.56     0.000   0.0000  0.000    0.00    0.00   \n",
              "JBDU3         0.00    0.00   0.00     0.000   0.0000  0.000    0.00    0.00   \n",
              "\n",
              "Multiples   pacl  evebit  ...    roic     roe   liqc        liq2m  \\\n",
              "papel                     ...                                       \n",
              "ABCB3       0.00    0.00  ...  0.0000  0.1429   0.00         0.00   \n",
              "CORR3       0.42    3.33  ... -0.8544  1.5284   4.25         0.00   \n",
              "MPLU3      66.01    7.71  ...  1.2957  1.4240   1.06         0.00   \n",
              "NINJ3       0.94    0.95  ... -1.3111  0.0105  16.07    719895.00   \n",
              "ODER3       0.00    0.00  ...  0.0000  0.0000   0.00         0.00   \n",
              "CLAN3       0.00    0.00  ...  0.0000 -0.0105   0.00         0.00   \n",
              "CGRA3       2.79    4.73  ...  0.0832  0.0980   2.66    116652.00   \n",
              "ODPV3     -42.01    9.26  ...  0.3931  0.3350   0.92  14221600.00   \n",
              "PINE3       0.00    0.00  ...  0.0000  0.1449   0.00       285.28   \n",
              "CEBR3       2.13    8.68  ...  0.0922  0.1863   6.09    161585.00   \n",
              "CASH3       1.24   -3.20  ... -0.0979 -0.0498   2.65  13250000.00   \n",
              "MOSI3       1.90   42.98  ...  0.0812  0.0482  13.30         0.00   \n",
              "PORP4       0.00    0.00  ...  0.0000 -0.0208   0.00         0.00   \n",
              "BSCT3       0.00    0.00  ...  0.0000  0.0905   0.00         0.00   \n",
              "BRSR3       0.00    0.00  ...  0.0000  0.0862   0.00    119659.00   \n",
              "PRBC3       0.00    0.00  ...  0.0000  0.0765   0.00         0.00   \n",
              "PSSA3      -2.86    0.27  ...  0.5964  0.1833   1.09  42497100.00   \n",
              "BRIV3       0.00    0.00  ...  0.0000  0.0392   0.00      2890.90   \n",
              "BRGE11      1.40    0.96  ... -0.5333  0.0356   3.13        55.95   \n",
              "BRAP3      19.12 -404.75  ... -0.0027  0.2644   5.31   1883710.00   \n",
              "BPNM3       0.00    0.00  ...  0.0000  0.0862   0.00         0.00   \n",
              "BPIA3       0.00    0.00  ...  0.0000  0.1884   0.00         0.00   \n",
              "BPAT33      0.00    0.00  ...  0.0000  0.0000   0.00         0.00   \n",
              "BSLI3       0.00    0.00  ...  0.0000  0.1162   0.00      4992.08   \n",
              "EMAE4      76.61  579.47  ...  0.0019  0.0797   7.07    351497.00   \n",
              "MODL11      0.00    0.00  ...  0.0000 -0.0817   0.00         0.00   \n",
              "MERC3       0.00    0.00  ...  0.0000  0.0035   0.00         0.00   \n",
              "ECPR3      -1.29  -82.15  ... -0.0075 -0.1228   2.97         0.00   \n",
              "FCAP3       0.00  -15.27  ...  0.0000  0.2183   0.00         0.00   \n",
              "FIEI3      -3.94   -3.51  ... -0.0793  0.0263   0.73      1894.05   \n",
              "FIGE3       0.00    0.00  ...  0.0000  0.0571   0.00         0.00   \n",
              "GPAR3      21.20  825.19  ...  0.0080 -1.0098  30.83         0.00   \n",
              "IDVL11      0.00    0.00  ...  0.0000 -0.9176   0.00         0.00   \n",
              "IRBR3       0.00    0.00  ...  0.0000  0.0090   0.00  96477400.00   \n",
              "ITEC3     -68.91  -24.80  ... -0.6306 -0.6276   5.23         0.00   \n",
              "ITUB3       0.00    0.00  ...  0.0000  0.1772   0.00  15256000.00   \n",
              "DMFN3       0.00    0.00  ...  0.0000  0.0466   0.00       143.59   \n",
              "MLPA12      0.00   -2.06  ...  0.0000  0.4513   0.00         0.00   \n",
              "IVTT3       0.00    0.00  ...  0.0000 -0.0040   0.00         0.00   \n",
              "DAYC3       0.00    0.00  ...  0.0000  0.1733   0.00         0.00   \n",
              "CZRS3       0.00    0.00  ...  0.0000  0.0334   0.00         0.00   \n",
              "CXSE3      20.47 -319.59  ... -0.0106  0.2765  17.58  34461500.00   \n",
              "CTPC3       0.00  -18.75  ...  0.0000  0.0141   0.00         0.00   \n",
              "LFFE3       0.00  -17.80  ...  0.0000 -0.8310   0.00         0.00   \n",
              "LIPR3      14.12 -178.46  ... -0.0261  0.1064   9.02      1090.97   \n",
              "CSAB3       0.00    0.00  ...  0.0000  0.0189   0.00      3520.87   \n",
              "LPSB3      -4.15    8.60  ...  0.0989  0.1044   1.82    456033.00   \n",
              "LVTC3      -2.01    0.78  ...  0.1737 -0.0008   2.75    121303.00   \n",
              "CRIV3       0.00    0.00  ...  0.0000  0.0327   0.00      3767.79   \n",
              "JBDU3       0.00    0.00  ...  0.0000  0.0000   0.00         0.00   \n",
              "\n",
              "Multiples       patrliq  divbpatr     c5y  EMPRESA       ACAO  NEGOCIADA  \n",
              "papel                                                                     \n",
              "ABCB3      5.721810e+09       0.0  0.7094     ABCB   ABCB3.SA      False  \n",
              "CORR3      4.665000e+06       0.0 -0.4209     CORR   CORR3.SA       True  \n",
              "MPLU3      2.502790e+08       0.0 -0.1888     MPLU   MPLU3.SA      False  \n",
              "NINJ3      2.851950e+08       0.0  0.0333     NINJ   NINJ3.SA       True  \n",
              "ODER3      4.981200e+08       0.0  0.2475     ODER   ODER3.SA      False  \n",
              "CLAN3      1.012240e+09       0.0 -0.6396     CLAN   CLAN3.SA      False  \n",
              "CGRA3      8.757810e+08       0.0  0.1206     CGRA   CGRA3.SA       True  \n",
              "ODPV3      1.467850e+09       0.0  0.0392     ODPV   ODPV3.SA       True  \n",
              "PINE3      9.645100e+08       0.0  1.2768     PINE   PINE3.SA       True  \n",
              "CEBR3      1.045450e+09       0.0 -0.4474     CEBR   CEBR3.SA       True  \n",
              "CASH3      7.807340e+08       0.0  0.2820     CASH   CASH3.SA       True  \n",
              "MOSI3      6.703370e+08       0.0  0.0000     MOSI   MOSI3.SA      False  \n",
              "PORP4      2.239900e+07       0.0  0.1366     PORP   PORP4.SA      False  \n",
              "BSCT3      2.129600e+08       0.0  0.0192     BSCT   BSCT3.SA      False  \n",
              "BRSR3      9.478730e+09       0.0  0.0564     BRSR   BRSR3.SA       True  \n",
              "PRBC3      1.209470e+09       0.0 -0.0792     PRBC   PRBC3.SA      False  \n",
              "PSSA3      1.185790e+10       0.0  0.1592     PSSA   PSSA3.SA       True  \n",
              "BRIV3      1.713470e+09       0.0  0.0742     BRIV   BRIV3.SA       True  \n",
              "BRGE11     1.337070e+09       0.0 -0.4582     BRGE  BRGE11.SA       True  \n",
              "BRAP3      8.023720e+09       0.0  0.0000     BRAP   BRAP3.SA       True  \n",
              "BPNM3      8.005560e+09       0.0  0.1508     BPNM   BPNM3.SA      False  \n",
              "BPIA3      7.739500e+07       0.0  0.1341     BPIA   BPIA3.SA      False  \n",
              "BPAT33     8.764920e+08       0.0  0.0000     BPAT  BPAT33.SA      False  \n",
              "BSLI3      2.467570e+09       0.0  0.0189     BSLI   BSLI3.SA       True  \n",
              "EMAE4      1.159060e+09       0.0  0.0739     EMAE   EMAE4.SA       True  \n",
              "MODL11     1.154890e+09       0.0 -0.6237     MODL  MODL11.SA      False  \n",
              "MERC3      2.486740e+08       0.0 -0.2095     MERC   MERC3.SA       True  \n",
              "ECPR3      1.414760e+08       0.0  0.0000     ECPR   ECPR3.SA       True  \n",
              "FCAP3      1.071340e+08       0.0  0.0000     FCAP   FCAP3.SA      False  \n",
              "FIEI3      8.285400e+07       0.0 -0.3798     FIEI   FIEI3.SA       True  \n",
              "FIGE3      1.575960e+08       0.0  0.2211     FIGE   FIGE3.SA       True  \n",
              "GPAR3      7.270460e+08       0.0 -0.6120     GPAR   GPAR3.SA       True  \n",
              "IDVL11     2.376830e+08       0.0  0.0000     IDVL  IDVL11.SA      False  \n",
              "IRBR3      4.169510e+09       0.0  0.0000     IRBR   IRBR3.SA       True  \n",
              "ITEC3      2.014300e+07       0.0 -0.7479     ITEC   ITEC3.SA      False  \n",
              "ITUB3      1.754140e+11       0.0  0.2857     ITUB   ITUB3.SA       True  \n",
              "DMFN3      1.410800e+07       0.0  0.1663     DMFN   DMFN3.SA       True  \n",
              "MLPA12     4.457800e+07       0.0 -0.0751     MLPA  MLPA12.SA      False  \n",
              "IVTT3      1.083050e+09       0.0  0.2067     IVTT   IVTT3.SA      False  \n",
              "DAYC3      3.009030e+09       0.0  0.0815     DAYC   DAYC3.SA      False  \n",
              "CZRS3      1.145670e+09       0.0  0.1444     CZRS   CZRS3.SA      False  \n",
              "CXSE3      1.276040e+10       0.0  0.0000     CXSE   CXSE3.SA       True  \n",
              "CTPC3      2.411000e+06       0.0 -0.0610     CTPC   CTPC3.SA      False  \n",
              "LFFE3      5.189200e+07       0.0  0.0000     LFFE   LFFE3.SA      False  \n",
              "LIPR3      2.157740e+08       0.0  0.0000     LIPR   LIPR3.SA       True  \n",
              "CSAB3      2.116540e+08       0.0 -0.1783     CSAB   CSAB3.SA       True  \n",
              "LPSB3      2.196490e+08       0.0  0.0800     LPSB   LPSB3.SA       True  \n",
              "LVTC3      6.448830e+08       0.0 -0.1031     LVTC   LVTC3.SA       True  \n",
              "CRIV3      1.071420e+09       0.0  0.0362     CRIV   CRIV3.SA       True  \n",
              "JBDU3      5.656900e+07       0.0  0.0000     JBDU   JBDU3.SA      False  \n",
              "\n",
              "[50 rows x 23 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e4ea4cd4-3f7d-48a6-8703-ecc5048b5a18\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>cotacao</th>\n",
              "      <th>pl</th>\n",
              "      <th>pvp</th>\n",
              "      <th>psr</th>\n",
              "      <th>dy</th>\n",
              "      <th>pa</th>\n",
              "      <th>pcg</th>\n",
              "      <th>pebit</th>\n",
              "      <th>pacl</th>\n",
              "      <th>evebit</th>\n",
              "      <th>...</th>\n",
              "      <th>roic</th>\n",
              "      <th>roe</th>\n",
              "      <th>liqc</th>\n",
              "      <th>liq2m</th>\n",
              "      <th>patrliq</th>\n",
              "      <th>divbpatr</th>\n",
              "      <th>c5y</th>\n",
              "      <th>EMPRESA</th>\n",
              "      <th>ACAO</th>\n",
              "      <th>NEGOCIADA</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>ABCB3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1429</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>5.721810e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7094</td>\n",
              "      <td>ABCB</td>\n",
              "      <td>ABCB3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CORR3</th>\n",
              "      <td>12.00</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.834</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.017</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.08</td>\n",
              "      <td>0.42</td>\n",
              "      <td>3.33</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.8544</td>\n",
              "      <td>1.5284</td>\n",
              "      <td>4.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.665000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4209</td>\n",
              "      <td>CORR</td>\n",
              "      <td>CORR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MPLU3</th>\n",
              "      <td>26.80</td>\n",
              "      <td>12.20</td>\n",
              "      <td>17.37</td>\n",
              "      <td>6.877</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>2.676</td>\n",
              "      <td>50.65</td>\n",
              "      <td>10.34</td>\n",
              "      <td>66.01</td>\n",
              "      <td>7.71</td>\n",
              "      <td>...</td>\n",
              "      <td>1.2957</td>\n",
              "      <td>1.4240</td>\n",
              "      <td>1.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.502790e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1888</td>\n",
              "      <td>MPLU</td>\n",
              "      <td>MPLU3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>NINJ3</th>\n",
              "      <td>4.94</td>\n",
              "      <td>83.98</td>\n",
              "      <td>0.88</td>\n",
              "      <td>4.129</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.825</td>\n",
              "      <td>0.94</td>\n",
              "      <td>-9.27</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.95</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.3111</td>\n",
              "      <td>0.0105</td>\n",
              "      <td>16.07</td>\n",
              "      <td>719895.00</td>\n",
              "      <td>2.851950e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0333</td>\n",
              "      <td>NINJ</td>\n",
              "      <td>NINJ3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ODER3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.981200e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2475</td>\n",
              "      <td>ODER</td>\n",
              "      <td>ODER3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CLAN3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0105</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.012240e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6396</td>\n",
              "      <td>CLAN</td>\n",
              "      <td>CLAN3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CGRA3</th>\n",
              "      <td>26.05</td>\n",
              "      <td>6.10</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.780</td>\n",
              "      <td>0.1017</td>\n",
              "      <td>0.433</td>\n",
              "      <td>1.61</td>\n",
              "      <td>6.46</td>\n",
              "      <td>2.79</td>\n",
              "      <td>4.73</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0832</td>\n",
              "      <td>0.0980</td>\n",
              "      <td>2.66</td>\n",
              "      <td>116652.00</td>\n",
              "      <td>8.757810e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1206</td>\n",
              "      <td>CGRA</td>\n",
              "      <td>CGRA3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ODPV3</th>\n",
              "      <td>11.85</td>\n",
              "      <td>13.31</td>\n",
              "      <td>4.46</td>\n",
              "      <td>3.108</td>\n",
              "      <td>0.0316</td>\n",
              "      <td>3.149</td>\n",
              "      <td>-162.32</td>\n",
              "      <td>9.78</td>\n",
              "      <td>-42.01</td>\n",
              "      <td>9.26</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3931</td>\n",
              "      <td>0.3350</td>\n",
              "      <td>0.92</td>\n",
              "      <td>14221600.00</td>\n",
              "      <td>1.467850e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0392</td>\n",
              "      <td>ODPV</td>\n",
              "      <td>ODPV3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PINE3</th>\n",
              "      <td>4.50</td>\n",
              "      <td>6.73</td>\n",
              "      <td>0.98</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1449</td>\n",
              "      <td>0.00</td>\n",
              "      <td>285.28</td>\n",
              "      <td>9.645100e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2768</td>\n",
              "      <td>PINE</td>\n",
              "      <td>PINE3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CEBR3</th>\n",
              "      <td>18.00</td>\n",
              "      <td>6.66</td>\n",
              "      <td>1.24</td>\n",
              "      <td>4.483</td>\n",
              "      <td>0.1473</td>\n",
              "      <td>0.887</td>\n",
              "      <td>2.02</td>\n",
              "      <td>18.11</td>\n",
              "      <td>2.13</td>\n",
              "      <td>8.68</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0922</td>\n",
              "      <td>0.1863</td>\n",
              "      <td>6.09</td>\n",
              "      <td>161585.00</td>\n",
              "      <td>1.045450e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "      <td>CEBR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CASH3</th>\n",
              "      <td>7.63</td>\n",
              "      <td>-16.99</td>\n",
              "      <td>0.85</td>\n",
              "      <td>1.929</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.550</td>\n",
              "      <td>1.12</td>\n",
              "      <td>-8.71</td>\n",
              "      <td>1.24</td>\n",
              "      <td>-3.20</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0979</td>\n",
              "      <td>-0.0498</td>\n",
              "      <td>2.65</td>\n",
              "      <td>13250000.00</td>\n",
              "      <td>7.807340e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2820</td>\n",
              "      <td>CASH</td>\n",
              "      <td>CASH3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MOSI3</th>\n",
              "      <td>8.24</td>\n",
              "      <td>32.29</td>\n",
              "      <td>1.56</td>\n",
              "      <td>4.761</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.453</td>\n",
              "      <td>1.89</td>\n",
              "      <td>89.69</td>\n",
              "      <td>1.90</td>\n",
              "      <td>42.98</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0812</td>\n",
              "      <td>0.0482</td>\n",
              "      <td>13.30</td>\n",
              "      <td>0.00</td>\n",
              "      <td>6.703370e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>MOSI</td>\n",
              "      <td>MOSI3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PORP4</th>\n",
              "      <td>2.40</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0208</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.239900e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1366</td>\n",
              "      <td>PORP</td>\n",
              "      <td>PORP4.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSCT3</th>\n",
              "      <td>4.05</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0905</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.129600e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0192</td>\n",
              "      <td>BSCT</td>\n",
              "      <td>BSCT3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRSR3</th>\n",
              "      <td>13.89</td>\n",
              "      <td>6.95</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0660</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0862</td>\n",
              "      <td>0.00</td>\n",
              "      <td>119659.00</td>\n",
              "      <td>9.478730e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0564</td>\n",
              "      <td>BRSR</td>\n",
              "      <td>BRSR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PRBC3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0765</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.209470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0792</td>\n",
              "      <td>PRBC</td>\n",
              "      <td>PRBC3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PSSA3</th>\n",
              "      <td>28.46</td>\n",
              "      <td>8.47</td>\n",
              "      <td>1.55</td>\n",
              "      <td>0.588</td>\n",
              "      <td>0.0496</td>\n",
              "      <td>0.337</td>\n",
              "      <td>5.97</td>\n",
              "      <td>0.71</td>\n",
              "      <td>-2.86</td>\n",
              "      <td>0.27</td>\n",
              "      <td>...</td>\n",
              "      <td>0.5964</td>\n",
              "      <td>0.1833</td>\n",
              "      <td>1.09</td>\n",
              "      <td>42497100.00</td>\n",
              "      <td>1.185790e+10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1592</td>\n",
              "      <td>PSSA</td>\n",
              "      <td>PSSA3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRIV3</th>\n",
              "      <td>10.76</td>\n",
              "      <td>14.19</td>\n",
              "      <td>0.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0147</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0392</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2890.90</td>\n",
              "      <td>1.713470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0742</td>\n",
              "      <td>BRIV</td>\n",
              "      <td>BRIV3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE11</th>\n",
              "      <td>11.00</td>\n",
              "      <td>17.03</td>\n",
              "      <td>0.61</td>\n",
              "      <td>228.392</td>\n",
              "      <td>0.0355</td>\n",
              "      <td>0.274</td>\n",
              "      <td>0.73</td>\n",
              "      <td>-1.07</td>\n",
              "      <td>1.40</td>\n",
              "      <td>0.96</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>55.95</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE11.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRAP3</th>\n",
              "      <td>22.31</td>\n",
              "      <td>4.13</td>\n",
              "      <td>1.09</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1231</td>\n",
              "      <td>1.079</td>\n",
              "      <td>19.10</td>\n",
              "      <td>-429.38</td>\n",
              "      <td>19.12</td>\n",
              "      <td>-404.75</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0027</td>\n",
              "      <td>0.2644</td>\n",
              "      <td>5.31</td>\n",
              "      <td>1883710.00</td>\n",
              "      <td>8.023720e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>BRAP</td>\n",
              "      <td>BRAP3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BPNM3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0862</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>8.005560e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1508</td>\n",
              "      <td>BPNM</td>\n",
              "      <td>BPNM3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BPIA3</th>\n",
              "      <td>6.10</td>\n",
              "      <td>5.64</td>\n",
              "      <td>1.06</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1884</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.739500e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1341</td>\n",
              "      <td>BPIA</td>\n",
              "      <td>BPIA3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BPAT33</th>\n",
              "      <td>20.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.82</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.3572</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>8.764920e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>BPAT</td>\n",
              "      <td>BPAT33.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSLI3</th>\n",
              "      <td>13.14</td>\n",
              "      <td>16.64</td>\n",
              "      <td>1.93</td>\n",
              "      <td>0.000</td>\n",
              "      <td>10.6572</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1162</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4992.08</td>\n",
              "      <td>2.467570e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>BSLI</td>\n",
              "      <td>BSLI3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>EMAE4</th>\n",
              "      <td>58.48</td>\n",
              "      <td>23.40</td>\n",
              "      <td>1.86</td>\n",
              "      <td>3.582</td>\n",
              "      <td>0.0562</td>\n",
              "      <td>1.055</td>\n",
              "      <td>2.74</td>\n",
              "      <td>734.92</td>\n",
              "      <td>76.61</td>\n",
              "      <td>579.47</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0019</td>\n",
              "      <td>0.0797</td>\n",
              "      <td>7.07</td>\n",
              "      <td>351497.00</td>\n",
              "      <td>1.159060e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0739</td>\n",
              "      <td>EMAE</td>\n",
              "      <td>EMAE4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MODL11</th>\n",
              "      <td>8.46</td>\n",
              "      <td>-21.05</td>\n",
              "      <td>1.72</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0817</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.154890e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6237</td>\n",
              "      <td>MODL</td>\n",
              "      <td>MODL11.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MERC3</th>\n",
              "      <td>15.28</td>\n",
              "      <td>319.25</td>\n",
              "      <td>1.11</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0035</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.486740e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.2095</td>\n",
              "      <td>MERC</td>\n",
              "      <td>MERC3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ECPR3</th>\n",
              "      <td>90.25</td>\n",
              "      <td>-9.87</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.621</td>\n",
              "      <td>174.62</td>\n",
              "      <td>-82.52</td>\n",
              "      <td>-1.29</td>\n",
              "      <td>-82.15</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0075</td>\n",
              "      <td>-0.1228</td>\n",
              "      <td>2.97</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.414760e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>ECPR</td>\n",
              "      <td>ECPR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FCAP3</th>\n",
              "      <td>0.62</td>\n",
              "      <td>0.52</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.089</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-6.18</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-15.27</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.2183</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.071340e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>FCAP</td>\n",
              "      <td>FCAP3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FIEI3</th>\n",
              "      <td>12.00</td>\n",
              "      <td>13.34</td>\n",
              "      <td>0.35</td>\n",
              "      <td>10.515</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.295</td>\n",
              "      <td>-9.24</td>\n",
              "      <td>-4.00</td>\n",
              "      <td>-3.94</td>\n",
              "      <td>-3.51</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0793</td>\n",
              "      <td>0.0263</td>\n",
              "      <td>0.73</td>\n",
              "      <td>1894.05</td>\n",
              "      <td>8.285400e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.3798</td>\n",
              "      <td>FIEI</td>\n",
              "      <td>FIEI3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FIGE3</th>\n",
              "      <td>12.03</td>\n",
              "      <td>3.16</td>\n",
              "      <td>0.18</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0032</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0571</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.575960e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2211</td>\n",
              "      <td>FIGE</td>\n",
              "      <td>FIGE3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GPAR3</th>\n",
              "      <td>50.00</td>\n",
              "      <td>-5.43</td>\n",
              "      <td>5.48</td>\n",
              "      <td>2138.410</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>5.242</td>\n",
              "      <td>18.65</td>\n",
              "      <td>865.11</td>\n",
              "      <td>21.20</td>\n",
              "      <td>825.19</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0080</td>\n",
              "      <td>-1.0098</td>\n",
              "      <td>30.83</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.270460e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6120</td>\n",
              "      <td>GPAR</td>\n",
              "      <td>GPAR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IDVL11</th>\n",
              "      <td>140.00</td>\n",
              "      <td>-66.00</td>\n",
              "      <td>60.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.9176</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.376830e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>IDVL</td>\n",
              "      <td>IDVL11.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IRBR3</th>\n",
              "      <td>41.74</td>\n",
              "      <td>91.26</td>\n",
              "      <td>0.82</td>\n",
              "      <td>0.530</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.158</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-6.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0090</td>\n",
              "      <td>0.00</td>\n",
              "      <td>96477400.00</td>\n",
              "      <td>4.169510e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>IRBR</td>\n",
              "      <td>IRBR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ITEC3</th>\n",
              "      <td>40.10</td>\n",
              "      <td>-35.12</td>\n",
              "      <td>22.04</td>\n",
              "      <td>2611.690</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>9.216</td>\n",
              "      <td>25.42</td>\n",
              "      <td>-26.00</td>\n",
              "      <td>-68.91</td>\n",
              "      <td>-24.80</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.6306</td>\n",
              "      <td>-0.6276</td>\n",
              "      <td>5.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.014300e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.7479</td>\n",
              "      <td>ITEC</td>\n",
              "      <td>ITEC3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ITUB3</th>\n",
              "      <td>28.20</td>\n",
              "      <td>8.89</td>\n",
              "      <td>1.58</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0446</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1772</td>\n",
              "      <td>0.00</td>\n",
              "      <td>15256000.00</td>\n",
              "      <td>1.754140e+11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2857</td>\n",
              "      <td>ITUB</td>\n",
              "      <td>ITUB3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DMFN3</th>\n",
              "      <td>14.00</td>\n",
              "      <td>19.48</td>\n",
              "      <td>0.91</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0381</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0466</td>\n",
              "      <td>0.00</td>\n",
              "      <td>143.59</td>\n",
              "      <td>1.410800e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1663</td>\n",
              "      <td>DMFN</td>\n",
              "      <td>DMFN3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MLPA12</th>\n",
              "      <td>40.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.001</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.002</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-2.06</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.4513</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.457800e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0751</td>\n",
              "      <td>MLPA</td>\n",
              "      <td>MLPA12.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IVTT3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.083050e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2067</td>\n",
              "      <td>IVTT</td>\n",
              "      <td>IVTT3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DAYC3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1733</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3.009030e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0815</td>\n",
              "      <td>DAYC</td>\n",
              "      <td>DAYC3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CZRS3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0334</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.145670e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1444</td>\n",
              "      <td>CZRS</td>\n",
              "      <td>CZRS3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CXSE3</th>\n",
              "      <td>13.02</td>\n",
              "      <td>11.07</td>\n",
              "      <td>3.06</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0776</td>\n",
              "      <td>3.033</td>\n",
              "      <td>20.44</td>\n",
              "      <td>-335.74</td>\n",
              "      <td>20.47</td>\n",
              "      <td>-319.59</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0106</td>\n",
              "      <td>0.2765</td>\n",
              "      <td>17.58</td>\n",
              "      <td>34461500.00</td>\n",
              "      <td>1.276040e+10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>CXSE</td>\n",
              "      <td>CXSE3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CTPC3</th>\n",
              "      <td>0.20</td>\n",
              "      <td>76.36</td>\n",
              "      <td>1.08</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.097</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-16.86</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-18.75</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0141</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.411000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0610</td>\n",
              "      <td>CTPC</td>\n",
              "      <td>CTPC3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LFFE3</th>\n",
              "      <td>3.11</td>\n",
              "      <td>-3.92</td>\n",
              "      <td>3.26</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>2.877</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-21.18</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-17.80</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.8310</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>5.189200e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>LFFE</td>\n",
              "      <td>LFFE3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LIPR3</th>\n",
              "      <td>71.21</td>\n",
              "      <td>36.49</td>\n",
              "      <td>3.88</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0346</td>\n",
              "      <td>3.680</td>\n",
              "      <td>13.24</td>\n",
              "      <td>-192.37</td>\n",
              "      <td>14.12</td>\n",
              "      <td>-178.46</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0261</td>\n",
              "      <td>0.1064</td>\n",
              "      <td>9.02</td>\n",
              "      <td>1090.97</td>\n",
              "      <td>2.157740e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>LIPR</td>\n",
              "      <td>LIPR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CSAB3</th>\n",
              "      <td>30.50</td>\n",
              "      <td>58.43</td>\n",
              "      <td>1.11</td>\n",
              "      <td>312.320</td>\n",
              "      <td>0.0197</td>\n",
              "      <td>0.566</td>\n",
              "      <td>0.00</td>\n",
              "      <td>18.86</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3520.87</td>\n",
              "      <td>2.116540e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1783</td>\n",
              "      <td>CSAB</td>\n",
              "      <td>CSAB3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LPSB3</th>\n",
              "      <td>2.31</td>\n",
              "      <td>14.87</td>\n",
              "      <td>1.55</td>\n",
              "      <td>1.862</td>\n",
              "      <td>0.0090</td>\n",
              "      <td>0.859</td>\n",
              "      <td>7.52</td>\n",
              "      <td>10.29</td>\n",
              "      <td>-4.15</td>\n",
              "      <td>8.60</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0989</td>\n",
              "      <td>0.1044</td>\n",
              "      <td>1.82</td>\n",
              "      <td>456033.00</td>\n",
              "      <td>2.196490e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0800</td>\n",
              "      <td>LPSB</td>\n",
              "      <td>LPSB3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LVTC3</th>\n",
              "      <td>4.07</td>\n",
              "      <td>-498.44</td>\n",
              "      <td>0.41</td>\n",
              "      <td>0.274</td>\n",
              "      <td>0.0033</td>\n",
              "      <td>0.189</td>\n",
              "      <td>0.67</td>\n",
              "      <td>1.24</td>\n",
              "      <td>-2.01</td>\n",
              "      <td>0.78</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1737</td>\n",
              "      <td>-0.0008</td>\n",
              "      <td>2.75</td>\n",
              "      <td>121303.00</td>\n",
              "      <td>6.448830e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1031</td>\n",
              "      <td>LVTC</td>\n",
              "      <td>LVTC3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CRIV3</th>\n",
              "      <td>5.86</td>\n",
              "      <td>17.21</td>\n",
              "      <td>0.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0327</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3767.79</td>\n",
              "      <td>1.071420e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0362</td>\n",
              "      <td>CRIV</td>\n",
              "      <td>CRIV3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>JBDU3</th>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>5.656900e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>JBDU</td>\n",
              "      <td>JBDU3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>50 rows × 23 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e4ea4cd4-3f7d-48a6-8703-ecc5048b5a18')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-e4ea4cd4-3f7d-48a6-8703-ecc5048b5a18 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e4ea4cd4-3f7d-48a6-8703-ecc5048b5a18');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-492f010e-aaae-4feb-9108-67017133aaea\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-492f010e-aaae-4feb-9108-67017133aaea')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-492f010e-aaae-4feb-9108-67017133aaea button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "empresas_filtradas = divida_bruta_patr[divida_bruta_patr['NEGOCIADA'] == True]"
      ],
      "metadata": {
        "id": "Y2J93ily754x"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "empresas_filtradas"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "JOZlYbi18L6E",
        "outputId": "5a05e8bd-5a6c-4f93-fe1e-1fadd3718181"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao      pl   pvp       psr       dy     pa     pcg   pebit  \\\n",
              "papel                                                                        \n",
              "CORR3        12.00    0.04  0.06     0.834   0.0000  0.017    0.03   -0.08   \n",
              "NINJ3         4.94   83.98  0.88     4.129   0.0000  0.825    0.94   -9.27   \n",
              "CGRA3        26.05    6.10  0.60     0.780   0.1017  0.433    1.61    6.46   \n",
              "ODPV3        11.85   13.31  4.46     3.108   0.0316  3.149 -162.32    9.78   \n",
              "PINE3         4.50    6.73  0.98     0.000   0.0000  0.000    0.00    0.00   \n",
              "CEBR3        18.00    6.66  1.24     4.483   0.1473  0.887    2.02   18.11   \n",
              "CASH3         7.63  -16.99  0.85     1.929   0.0000  0.550    1.12   -8.71   \n",
              "BRSR3        13.89    6.95  0.60     0.000   0.0660  0.000    0.00    0.00   \n",
              "PSSA3        28.46    8.47  1.55     0.588   0.0496  0.337    5.97    0.71   \n",
              "BRIV3        10.76   14.19  0.56     0.000   0.0147  0.000    0.00    0.00   \n",
              "BRGE11       11.00   17.03  0.61   228.392   0.0355  0.274    0.73   -1.07   \n",
              "BRAP3        22.31    4.13  1.09     0.000   0.1231  1.079   19.10 -429.38   \n",
              "BSLI3        13.14   16.64  1.93     0.000  10.6572  0.000    0.00    0.00   \n",
              "EMAE4        58.48   23.40  1.86     3.582   0.0562  1.055    2.74  734.92   \n",
              "MERC3        15.28  319.25  1.11     0.000   0.0000  0.000    0.00    0.00   \n",
              "ECPR3        90.25   -9.87  1.21     0.000   0.0000  0.621  174.62  -82.52   \n",
              "FIEI3        12.00   13.34  0.35    10.515   0.0000  0.295   -9.24   -4.00   \n",
              "FIGE3        12.03    3.16  0.18     0.000   0.0032  0.000    0.00    0.00   \n",
              "GPAR3        50.00   -5.43  5.48  2138.410   0.0000  5.242   18.65  865.11   \n",
              "IRBR3        41.74   91.26  0.82     0.530   0.0000  0.158    0.00   -6.23   \n",
              "ITUB3        28.20    8.89  1.58     0.000   0.0446  0.000    0.00    0.00   \n",
              "DMFN3        14.00   19.48  0.91     0.000   0.0381  0.000    0.00    0.00   \n",
              "CXSE3        13.02   11.07  3.06     0.000   0.0776  3.033   20.44 -335.74   \n",
              "LIPR3        71.21   36.49  3.88     0.000   0.0346  3.680   13.24 -192.37   \n",
              "CSAB3        30.50   58.43  1.11   312.320   0.0197  0.566    0.00   18.86   \n",
              "LPSB3         2.31   14.87  1.55     1.862   0.0090  0.859    7.52   10.29   \n",
              "LVTC3         4.07 -498.44  0.41     0.274   0.0033  0.189    0.67    1.24   \n",
              "CRIV3         5.86   17.21  0.56     0.000   0.0000  0.000    0.00    0.00   \n",
              "\n",
              "Multiples   pacl  evebit  ...    roic     roe   liqc        liq2m  \\\n",
              "papel                     ...                                       \n",
              "CORR3       0.42    3.33  ... -0.8544  1.5284   4.25         0.00   \n",
              "NINJ3       0.94    0.95  ... -1.3111  0.0105  16.07    719895.00   \n",
              "CGRA3       2.79    4.73  ...  0.0832  0.0980   2.66    116652.00   \n",
              "ODPV3     -42.01    9.26  ...  0.3931  0.3350   0.92  14221600.00   \n",
              "PINE3       0.00    0.00  ...  0.0000  0.1449   0.00       285.28   \n",
              "CEBR3       2.13    8.68  ...  0.0922  0.1863   6.09    161585.00   \n",
              "CASH3       1.24   -3.20  ... -0.0979 -0.0498   2.65  13250000.00   \n",
              "BRSR3       0.00    0.00  ...  0.0000  0.0862   0.00    119659.00   \n",
              "PSSA3      -2.86    0.27  ...  0.5964  0.1833   1.09  42497100.00   \n",
              "BRIV3       0.00    0.00  ...  0.0000  0.0392   0.00      2890.90   \n",
              "BRGE11      1.40    0.96  ... -0.5333  0.0356   3.13        55.95   \n",
              "BRAP3      19.12 -404.75  ... -0.0027  0.2644   5.31   1883710.00   \n",
              "BSLI3       0.00    0.00  ...  0.0000  0.1162   0.00      4992.08   \n",
              "EMAE4      76.61  579.47  ...  0.0019  0.0797   7.07    351497.00   \n",
              "MERC3       0.00    0.00  ...  0.0000  0.0035   0.00         0.00   \n",
              "ECPR3      -1.29  -82.15  ... -0.0075 -0.1228   2.97         0.00   \n",
              "FIEI3      -3.94   -3.51  ... -0.0793  0.0263   0.73      1894.05   \n",
              "FIGE3       0.00    0.00  ...  0.0000  0.0571   0.00         0.00   \n",
              "GPAR3      21.20  825.19  ...  0.0080 -1.0098  30.83         0.00   \n",
              "IRBR3       0.00    0.00  ...  0.0000  0.0090   0.00  96477400.00   \n",
              "ITUB3       0.00    0.00  ...  0.0000  0.1772   0.00  15256000.00   \n",
              "DMFN3       0.00    0.00  ...  0.0000  0.0466   0.00       143.59   \n",
              "CXSE3      20.47 -319.59  ... -0.0106  0.2765  17.58  34461500.00   \n",
              "LIPR3      14.12 -178.46  ... -0.0261  0.1064   9.02      1090.97   \n",
              "CSAB3       0.00    0.00  ...  0.0000  0.0189   0.00      3520.87   \n",
              "LPSB3      -4.15    8.60  ...  0.0989  0.1044   1.82    456033.00   \n",
              "LVTC3      -2.01    0.78  ...  0.1737 -0.0008   2.75    121303.00   \n",
              "CRIV3       0.00    0.00  ...  0.0000  0.0327   0.00      3767.79   \n",
              "\n",
              "Multiples       patrliq  divbpatr     c5y  EMPRESA       ACAO  NEGOCIADA  \n",
              "papel                                                                     \n",
              "CORR3      4.665000e+06       0.0 -0.4209     CORR   CORR3.SA       True  \n",
              "NINJ3      2.851950e+08       0.0  0.0333     NINJ   NINJ3.SA       True  \n",
              "CGRA3      8.757810e+08       0.0  0.1206     CGRA   CGRA3.SA       True  \n",
              "ODPV3      1.467850e+09       0.0  0.0392     ODPV   ODPV3.SA       True  \n",
              "PINE3      9.645100e+08       0.0  1.2768     PINE   PINE3.SA       True  \n",
              "CEBR3      1.045450e+09       0.0 -0.4474     CEBR   CEBR3.SA       True  \n",
              "CASH3      7.807340e+08       0.0  0.2820     CASH   CASH3.SA       True  \n",
              "BRSR3      9.478730e+09       0.0  0.0564     BRSR   BRSR3.SA       True  \n",
              "PSSA3      1.185790e+10       0.0  0.1592     PSSA   PSSA3.SA       True  \n",
              "BRIV3      1.713470e+09       0.0  0.0742     BRIV   BRIV3.SA       True  \n",
              "BRGE11     1.337070e+09       0.0 -0.4582     BRGE  BRGE11.SA       True  \n",
              "BRAP3      8.023720e+09       0.0  0.0000     BRAP   BRAP3.SA       True  \n",
              "BSLI3      2.467570e+09       0.0  0.0189     BSLI   BSLI3.SA       True  \n",
              "EMAE4      1.159060e+09       0.0  0.0739     EMAE   EMAE4.SA       True  \n",
              "MERC3      2.486740e+08       0.0 -0.2095     MERC   MERC3.SA       True  \n",
              "ECPR3      1.414760e+08       0.0  0.0000     ECPR   ECPR3.SA       True  \n",
              "FIEI3      8.285400e+07       0.0 -0.3798     FIEI   FIEI3.SA       True  \n",
              "FIGE3      1.575960e+08       0.0  0.2211     FIGE   FIGE3.SA       True  \n",
              "GPAR3      7.270460e+08       0.0 -0.6120     GPAR   GPAR3.SA       True  \n",
              "IRBR3      4.169510e+09       0.0  0.0000     IRBR   IRBR3.SA       True  \n",
              "ITUB3      1.754140e+11       0.0  0.2857     ITUB   ITUB3.SA       True  \n",
              "DMFN3      1.410800e+07       0.0  0.1663     DMFN   DMFN3.SA       True  \n",
              "CXSE3      1.276040e+10       0.0  0.0000     CXSE   CXSE3.SA       True  \n",
              "LIPR3      2.157740e+08       0.0  0.0000     LIPR   LIPR3.SA       True  \n",
              "CSAB3      2.116540e+08       0.0 -0.1783     CSAB   CSAB3.SA       True  \n",
              "LPSB3      2.196490e+08       0.0  0.0800     LPSB   LPSB3.SA       True  \n",
              "LVTC3      6.448830e+08       0.0 -0.1031     LVTC   LVTC3.SA       True  \n",
              "CRIV3      1.071420e+09       0.0  0.0362     CRIV   CRIV3.SA       True  \n",
              "\n",
              "[28 rows x 23 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-53355676-c373-43af-ab24-139b3421ae6c\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
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              "        vertical-align: middle;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>cotacao</th>\n",
              "      <th>pl</th>\n",
              "      <th>pvp</th>\n",
              "      <th>psr</th>\n",
              "      <th>dy</th>\n",
              "      <th>pa</th>\n",
              "      <th>pcg</th>\n",
              "      <th>pebit</th>\n",
              "      <th>pacl</th>\n",
              "      <th>evebit</th>\n",
              "      <th>...</th>\n",
              "      <th>roic</th>\n",
              "      <th>roe</th>\n",
              "      <th>liqc</th>\n",
              "      <th>liq2m</th>\n",
              "      <th>patrliq</th>\n",
              "      <th>divbpatr</th>\n",
              "      <th>c5y</th>\n",
              "      <th>EMPRESA</th>\n",
              "      <th>ACAO</th>\n",
              "      <th>NEGOCIADA</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>CORR3</th>\n",
              "      <td>12.00</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.834</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.017</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.08</td>\n",
              "      <td>0.42</td>\n",
              "      <td>3.33</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.8544</td>\n",
              "      <td>1.5284</td>\n",
              "      <td>4.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.665000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4209</td>\n",
              "      <td>CORR</td>\n",
              "      <td>CORR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>NINJ3</th>\n",
              "      <td>4.94</td>\n",
              "      <td>83.98</td>\n",
              "      <td>0.88</td>\n",
              "      <td>4.129</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.825</td>\n",
              "      <td>0.94</td>\n",
              "      <td>-9.27</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.95</td>\n",
              "      <td>...</td>\n",
              "      <td>-1.3111</td>\n",
              "      <td>0.0105</td>\n",
              "      <td>16.07</td>\n",
              "      <td>719895.00</td>\n",
              "      <td>2.851950e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0333</td>\n",
              "      <td>NINJ</td>\n",
              "      <td>NINJ3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CGRA3</th>\n",
              "      <td>26.05</td>\n",
              "      <td>6.10</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.780</td>\n",
              "      <td>0.1017</td>\n",
              "      <td>0.433</td>\n",
              "      <td>1.61</td>\n",
              "      <td>6.46</td>\n",
              "      <td>2.79</td>\n",
              "      <td>4.73</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0832</td>\n",
              "      <td>0.0980</td>\n",
              "      <td>2.66</td>\n",
              "      <td>116652.00</td>\n",
              "      <td>8.757810e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1206</td>\n",
              "      <td>CGRA</td>\n",
              "      <td>CGRA3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ODPV3</th>\n",
              "      <td>11.85</td>\n",
              "      <td>13.31</td>\n",
              "      <td>4.46</td>\n",
              "      <td>3.108</td>\n",
              "      <td>0.0316</td>\n",
              "      <td>3.149</td>\n",
              "      <td>-162.32</td>\n",
              "      <td>9.78</td>\n",
              "      <td>-42.01</td>\n",
              "      <td>9.26</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3931</td>\n",
              "      <td>0.3350</td>\n",
              "      <td>0.92</td>\n",
              "      <td>14221600.00</td>\n",
              "      <td>1.467850e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0392</td>\n",
              "      <td>ODPV</td>\n",
              "      <td>ODPV3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PINE3</th>\n",
              "      <td>4.50</td>\n",
              "      <td>6.73</td>\n",
              "      <td>0.98</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1449</td>\n",
              "      <td>0.00</td>\n",
              "      <td>285.28</td>\n",
              "      <td>9.645100e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2768</td>\n",
              "      <td>PINE</td>\n",
              "      <td>PINE3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CEBR3</th>\n",
              "      <td>18.00</td>\n",
              "      <td>6.66</td>\n",
              "      <td>1.24</td>\n",
              "      <td>4.483</td>\n",
              "      <td>0.1473</td>\n",
              "      <td>0.887</td>\n",
              "      <td>2.02</td>\n",
              "      <td>18.11</td>\n",
              "      <td>2.13</td>\n",
              "      <td>8.68</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0922</td>\n",
              "      <td>0.1863</td>\n",
              "      <td>6.09</td>\n",
              "      <td>161585.00</td>\n",
              "      <td>1.045450e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "      <td>CEBR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CASH3</th>\n",
              "      <td>7.63</td>\n",
              "      <td>-16.99</td>\n",
              "      <td>0.85</td>\n",
              "      <td>1.929</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.550</td>\n",
              "      <td>1.12</td>\n",
              "      <td>-8.71</td>\n",
              "      <td>1.24</td>\n",
              "      <td>-3.20</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0979</td>\n",
              "      <td>-0.0498</td>\n",
              "      <td>2.65</td>\n",
              "      <td>13250000.00</td>\n",
              "      <td>7.807340e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2820</td>\n",
              "      <td>CASH</td>\n",
              "      <td>CASH3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRSR3</th>\n",
              "      <td>13.89</td>\n",
              "      <td>6.95</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0660</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0862</td>\n",
              "      <td>0.00</td>\n",
              "      <td>119659.00</td>\n",
              "      <td>9.478730e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0564</td>\n",
              "      <td>BRSR</td>\n",
              "      <td>BRSR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PSSA3</th>\n",
              "      <td>28.46</td>\n",
              "      <td>8.47</td>\n",
              "      <td>1.55</td>\n",
              "      <td>0.588</td>\n",
              "      <td>0.0496</td>\n",
              "      <td>0.337</td>\n",
              "      <td>5.97</td>\n",
              "      <td>0.71</td>\n",
              "      <td>-2.86</td>\n",
              "      <td>0.27</td>\n",
              "      <td>...</td>\n",
              "      <td>0.5964</td>\n",
              "      <td>0.1833</td>\n",
              "      <td>1.09</td>\n",
              "      <td>42497100.00</td>\n",
              "      <td>1.185790e+10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1592</td>\n",
              "      <td>PSSA</td>\n",
              "      <td>PSSA3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRIV3</th>\n",
              "      <td>10.76</td>\n",
              "      <td>14.19</td>\n",
              "      <td>0.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0147</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0392</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2890.90</td>\n",
              "      <td>1.713470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0742</td>\n",
              "      <td>BRIV</td>\n",
              "      <td>BRIV3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE11</th>\n",
              "      <td>11.00</td>\n",
              "      <td>17.03</td>\n",
              "      <td>0.61</td>\n",
              "      <td>228.392</td>\n",
              "      <td>0.0355</td>\n",
              "      <td>0.274</td>\n",
              "      <td>0.73</td>\n",
              "      <td>-1.07</td>\n",
              "      <td>1.40</td>\n",
              "      <td>0.96</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>55.95</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE11.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRAP3</th>\n",
              "      <td>22.31</td>\n",
              "      <td>4.13</td>\n",
              "      <td>1.09</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1231</td>\n",
              "      <td>1.079</td>\n",
              "      <td>19.10</td>\n",
              "      <td>-429.38</td>\n",
              "      <td>19.12</td>\n",
              "      <td>-404.75</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0027</td>\n",
              "      <td>0.2644</td>\n",
              "      <td>5.31</td>\n",
              "      <td>1883710.00</td>\n",
              "      <td>8.023720e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>BRAP</td>\n",
              "      <td>BRAP3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSLI3</th>\n",
              "      <td>13.14</td>\n",
              "      <td>16.64</td>\n",
              "      <td>1.93</td>\n",
              "      <td>0.000</td>\n",
              "      <td>10.6572</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1162</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4992.08</td>\n",
              "      <td>2.467570e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>BSLI</td>\n",
              "      <td>BSLI3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>EMAE4</th>\n",
              "      <td>58.48</td>\n",
              "      <td>23.40</td>\n",
              "      <td>1.86</td>\n",
              "      <td>3.582</td>\n",
              "      <td>0.0562</td>\n",
              "      <td>1.055</td>\n",
              "      <td>2.74</td>\n",
              "      <td>734.92</td>\n",
              "      <td>76.61</td>\n",
              "      <td>579.47</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0019</td>\n",
              "      <td>0.0797</td>\n",
              "      <td>7.07</td>\n",
              "      <td>351497.00</td>\n",
              "      <td>1.159060e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0739</td>\n",
              "      <td>EMAE</td>\n",
              "      <td>EMAE4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MERC3</th>\n",
              "      <td>15.28</td>\n",
              "      <td>319.25</td>\n",
              "      <td>1.11</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0035</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.486740e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.2095</td>\n",
              "      <td>MERC</td>\n",
              "      <td>MERC3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ECPR3</th>\n",
              "      <td>90.25</td>\n",
              "      <td>-9.87</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.621</td>\n",
              "      <td>174.62</td>\n",
              "      <td>-82.52</td>\n",
              "      <td>-1.29</td>\n",
              "      <td>-82.15</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0075</td>\n",
              "      <td>-0.1228</td>\n",
              "      <td>2.97</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.414760e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>ECPR</td>\n",
              "      <td>ECPR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FIEI3</th>\n",
              "      <td>12.00</td>\n",
              "      <td>13.34</td>\n",
              "      <td>0.35</td>\n",
              "      <td>10.515</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.295</td>\n",
              "      <td>-9.24</td>\n",
              "      <td>-4.00</td>\n",
              "      <td>-3.94</td>\n",
              "      <td>-3.51</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0793</td>\n",
              "      <td>0.0263</td>\n",
              "      <td>0.73</td>\n",
              "      <td>1894.05</td>\n",
              "      <td>8.285400e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.3798</td>\n",
              "      <td>FIEI</td>\n",
              "      <td>FIEI3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FIGE3</th>\n",
              "      <td>12.03</td>\n",
              "      <td>3.16</td>\n",
              "      <td>0.18</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0032</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0571</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.575960e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2211</td>\n",
              "      <td>FIGE</td>\n",
              "      <td>FIGE3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GPAR3</th>\n",
              "      <td>50.00</td>\n",
              "      <td>-5.43</td>\n",
              "      <td>5.48</td>\n",
              "      <td>2138.410</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>5.242</td>\n",
              "      <td>18.65</td>\n",
              "      <td>865.11</td>\n",
              "      <td>21.20</td>\n",
              "      <td>825.19</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0080</td>\n",
              "      <td>-1.0098</td>\n",
              "      <td>30.83</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.270460e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6120</td>\n",
              "      <td>GPAR</td>\n",
              "      <td>GPAR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IRBR3</th>\n",
              "      <td>41.74</td>\n",
              "      <td>91.26</td>\n",
              "      <td>0.82</td>\n",
              "      <td>0.530</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.158</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-6.23</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0090</td>\n",
              "      <td>0.00</td>\n",
              "      <td>96477400.00</td>\n",
              "      <td>4.169510e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>IRBR</td>\n",
              "      <td>IRBR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ITUB3</th>\n",
              "      <td>28.20</td>\n",
              "      <td>8.89</td>\n",
              "      <td>1.58</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0446</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1772</td>\n",
              "      <td>0.00</td>\n",
              "      <td>15256000.00</td>\n",
              "      <td>1.754140e+11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2857</td>\n",
              "      <td>ITUB</td>\n",
              "      <td>ITUB3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DMFN3</th>\n",
              "      <td>14.00</td>\n",
              "      <td>19.48</td>\n",
              "      <td>0.91</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0381</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0466</td>\n",
              "      <td>0.00</td>\n",
              "      <td>143.59</td>\n",
              "      <td>1.410800e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1663</td>\n",
              "      <td>DMFN</td>\n",
              "      <td>DMFN3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CXSE3</th>\n",
              "      <td>13.02</td>\n",
              "      <td>11.07</td>\n",
              "      <td>3.06</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0776</td>\n",
              "      <td>3.033</td>\n",
              "      <td>20.44</td>\n",
              "      <td>-335.74</td>\n",
              "      <td>20.47</td>\n",
              "      <td>-319.59</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0106</td>\n",
              "      <td>0.2765</td>\n",
              "      <td>17.58</td>\n",
              "      <td>34461500.00</td>\n",
              "      <td>1.276040e+10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>CXSE</td>\n",
              "      <td>CXSE3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LIPR3</th>\n",
              "      <td>71.21</td>\n",
              "      <td>36.49</td>\n",
              "      <td>3.88</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0346</td>\n",
              "      <td>3.680</td>\n",
              "      <td>13.24</td>\n",
              "      <td>-192.37</td>\n",
              "      <td>14.12</td>\n",
              "      <td>-178.46</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0261</td>\n",
              "      <td>0.1064</td>\n",
              "      <td>9.02</td>\n",
              "      <td>1090.97</td>\n",
              "      <td>2.157740e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>LIPR</td>\n",
              "      <td>LIPR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CSAB3</th>\n",
              "      <td>30.50</td>\n",
              "      <td>58.43</td>\n",
              "      <td>1.11</td>\n",
              "      <td>312.320</td>\n",
              "      <td>0.0197</td>\n",
              "      <td>0.566</td>\n",
              "      <td>0.00</td>\n",
              "      <td>18.86</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3520.87</td>\n",
              "      <td>2.116540e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1783</td>\n",
              "      <td>CSAB</td>\n",
              "      <td>CSAB3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LPSB3</th>\n",
              "      <td>2.31</td>\n",
              "      <td>14.87</td>\n",
              "      <td>1.55</td>\n",
              "      <td>1.862</td>\n",
              "      <td>0.0090</td>\n",
              "      <td>0.859</td>\n",
              "      <td>7.52</td>\n",
              "      <td>10.29</td>\n",
              "      <td>-4.15</td>\n",
              "      <td>8.60</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0989</td>\n",
              "      <td>0.1044</td>\n",
              "      <td>1.82</td>\n",
              "      <td>456033.00</td>\n",
              "      <td>2.196490e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0800</td>\n",
              "      <td>LPSB</td>\n",
              "      <td>LPSB3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LVTC3</th>\n",
              "      <td>4.07</td>\n",
              "      <td>-498.44</td>\n",
              "      <td>0.41</td>\n",
              "      <td>0.274</td>\n",
              "      <td>0.0033</td>\n",
              "      <td>0.189</td>\n",
              "      <td>0.67</td>\n",
              "      <td>1.24</td>\n",
              "      <td>-2.01</td>\n",
              "      <td>0.78</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1737</td>\n",
              "      <td>-0.0008</td>\n",
              "      <td>2.75</td>\n",
              "      <td>121303.00</td>\n",
              "      <td>6.448830e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.1031</td>\n",
              "      <td>LVTC</td>\n",
              "      <td>LVTC3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CRIV3</th>\n",
              "      <td>5.86</td>\n",
              "      <td>17.21</td>\n",
              "      <td>0.56</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0327</td>\n",
              "      <td>0.00</td>\n",
              "      <td>3767.79</td>\n",
              "      <td>1.071420e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0362</td>\n",
              "      <td>CRIV</td>\n",
              "      <td>CRIV3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>28 rows × 23 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
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              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      height: 32px;\n",
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              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-53355676-c373-43af-ab24-139b3421ae6c button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-53355676-c373-43af-ab24-139b3421ae6c');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-510bcdd1-305e-42e0-a47a-bf86cd31e5e2\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-510bcdd1-305e-42e0-a47a-bf86cd31e5e2')\"\n",
              "            title=\"Suggest charts\"\n",
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              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
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              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
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              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-510bcdd1-305e-42e0-a47a-bf86cd31e5e2 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "empresas_filtradas = empresas_filtradas.sort_values('roe', ascending = False).head(10)"
      ],
      "metadata": {
        "id": "zPUXHCtR8NK7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "empresas_filtradas"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "id": "6J_OxhmX8oGd",
        "outputId": "767fb177-10f5-47cf-b75d-9f217754e308"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao     pl   pvp    psr       dy     pa     pcg   pebit   pacl  \\\n",
              "papel                                                                           \n",
              "CORR3        12.00   0.04  0.06  0.834   0.0000  0.017    0.03   -0.08   0.42   \n",
              "ODPV3        11.85  13.31  4.46  3.108   0.0316  3.149 -162.32    9.78 -42.01   \n",
              "CXSE3        13.02  11.07  3.06  0.000   0.0776  3.033   20.44 -335.74  20.47   \n",
              "BRAP3        22.31   4.13  1.09  0.000   0.1231  1.079   19.10 -429.38  19.12   \n",
              "CEBR3        18.00   6.66  1.24  4.483   0.1473  0.887    2.02   18.11   2.13   \n",
              "PSSA3        28.46   8.47  1.55  0.588   0.0496  0.337    5.97    0.71  -2.86   \n",
              "ITUB3        28.20   8.89  1.58  0.000   0.0446  0.000    0.00    0.00   0.00   \n",
              "PINE3         4.50   6.73  0.98  0.000   0.0000  0.000    0.00    0.00   0.00   \n",
              "BSLI3        13.14  16.64  1.93  0.000  10.6572  0.000    0.00    0.00   0.00   \n",
              "LIPR3        71.21  36.49  3.88  0.000   0.0346  3.680   13.24 -192.37  14.12   \n",
              "\n",
              "Multiples  evebit  ...    roic     roe   liqc        liq2m       patrliq  \\\n",
              "papel              ...                                                     \n",
              "CORR3        3.33  ... -0.8544  1.5284   4.25         0.00  4.665000e+06   \n",
              "ODPV3        9.26  ...  0.3931  0.3350   0.92  14221600.00  1.467850e+09   \n",
              "CXSE3     -319.59  ... -0.0106  0.2765  17.58  34461500.00  1.276040e+10   \n",
              "BRAP3     -404.75  ... -0.0027  0.2644   5.31   1883710.00  8.023720e+09   \n",
              "CEBR3        8.68  ...  0.0922  0.1863   6.09    161585.00  1.045450e+09   \n",
              "PSSA3        0.27  ...  0.5964  0.1833   1.09  42497100.00  1.185790e+10   \n",
              "ITUB3        0.00  ...  0.0000  0.1772   0.00  15256000.00  1.754140e+11   \n",
              "PINE3        0.00  ...  0.0000  0.1449   0.00       285.28  9.645100e+08   \n",
              "BSLI3        0.00  ...  0.0000  0.1162   0.00      4992.08  2.467570e+09   \n",
              "LIPR3     -178.46  ... -0.0261  0.1064   9.02      1090.97  2.157740e+08   \n",
              "\n",
              "Multiples  divbpatr     c5y  EMPRESA      ACAO  NEGOCIADA  \n",
              "papel                                                      \n",
              "CORR3           0.0 -0.4209     CORR  CORR3.SA       True  \n",
              "ODPV3           0.0  0.0392     ODPV  ODPV3.SA       True  \n",
              "CXSE3           0.0  0.0000     CXSE  CXSE3.SA       True  \n",
              "BRAP3           0.0  0.0000     BRAP  BRAP3.SA       True  \n",
              "CEBR3           0.0 -0.4474     CEBR  CEBR3.SA       True  \n",
              "PSSA3           0.0  0.1592     PSSA  PSSA3.SA       True  \n",
              "ITUB3           0.0  0.2857     ITUB  ITUB3.SA       True  \n",
              "PINE3           0.0  1.2768     PINE  PINE3.SA       True  \n",
              "BSLI3           0.0  0.0189     BSLI  BSLI3.SA       True  \n",
              "LIPR3           0.0  0.0000     LIPR  LIPR3.SA       True  \n",
              "\n",
              "[10 rows x 23 columns]"
            ],
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>cotacao</th>\n",
              "      <th>pl</th>\n",
              "      <th>pvp</th>\n",
              "      <th>psr</th>\n",
              "      <th>dy</th>\n",
              "      <th>pa</th>\n",
              "      <th>pcg</th>\n",
              "      <th>pebit</th>\n",
              "      <th>pacl</th>\n",
              "      <th>evebit</th>\n",
              "      <th>...</th>\n",
              "      <th>roic</th>\n",
              "      <th>roe</th>\n",
              "      <th>liqc</th>\n",
              "      <th>liq2m</th>\n",
              "      <th>patrliq</th>\n",
              "      <th>divbpatr</th>\n",
              "      <th>c5y</th>\n",
              "      <th>EMPRESA</th>\n",
              "      <th>ACAO</th>\n",
              "      <th>NEGOCIADA</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>CORR3</th>\n",
              "      <td>12.00</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.834</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.017</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.08</td>\n",
              "      <td>0.42</td>\n",
              "      <td>3.33</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.8544</td>\n",
              "      <td>1.5284</td>\n",
              "      <td>4.25</td>\n",
              "      <td>0.00</td>\n",
              "      <td>4.665000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4209</td>\n",
              "      <td>CORR</td>\n",
              "      <td>CORR3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ODPV3</th>\n",
              "      <td>11.85</td>\n",
              "      <td>13.31</td>\n",
              "      <td>4.46</td>\n",
              "      <td>3.108</td>\n",
              "      <td>0.0316</td>\n",
              "      <td>3.149</td>\n",
              "      <td>-162.32</td>\n",
              "      <td>9.78</td>\n",
              "      <td>-42.01</td>\n",
              "      <td>9.26</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3931</td>\n",
              "      <td>0.3350</td>\n",
              "      <td>0.92</td>\n",
              "      <td>14221600.00</td>\n",
              "      <td>1.467850e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0392</td>\n",
              "      <td>ODPV</td>\n",
              "      <td>ODPV3.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CXSE3</th>\n",
              "      <td>13.02</td>\n",
              "      <td>11.07</td>\n",
              "      <td>3.06</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0776</td>\n",
              "      <td>3.033</td>\n",
              "      <td>20.44</td>\n",
              "      <td>-335.74</td>\n",
              "      <td>20.47</td>\n",
              "      <td>-319.59</td>\n",
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              "      <td>-0.0106</td>\n",
              "      <td>0.2765</td>\n",
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              "      <td>CXSE</td>\n",
              "      <td>CXSE3.SA</td>\n",
              "      <td>True</td>\n",
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              "    <tr>\n",
              "      <th>BRAP3</th>\n",
              "      <td>22.31</td>\n",
              "      <td>4.13</td>\n",
              "      <td>1.09</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.1231</td>\n",
              "      <td>1.079</td>\n",
              "      <td>19.10</td>\n",
              "      <td>-429.38</td>\n",
              "      <td>19.12</td>\n",
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              "      <th>CEBR3</th>\n",
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              "      <th>PSSA3</th>\n",
              "      <td>28.46</td>\n",
              "      <td>8.47</td>\n",
              "      <td>1.55</td>\n",
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              "      <td>0.0496</td>\n",
              "      <td>0.337</td>\n",
              "      <td>5.97</td>\n",
              "      <td>0.71</td>\n",
              "      <td>-2.86</td>\n",
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              "      <td>8.89</td>\n",
              "      <td>1.58</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0446</td>\n",
              "      <td>0.000</td>\n",
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              "      <td>0.00</td>\n",
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              "      <th>PINE3</th>\n",
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              "      <th>BSLI3</th>\n",
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              "      <td>1.93</td>\n",
              "      <td>0.000</td>\n",
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              "      <td>0.1064</td>\n",
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              "      <td>True</td>\n",
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              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-cf441b47-4714-42dc-8781-6eea41a06b7f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10,6));\n",
        "plt.bar(empresas_filtradas.tail(10).index, empresas_filtradas.tail(10).roe);\n",
        "plt.xticks(rotation=45);\n",
        "plt.title(\"Ações selecionadas por Divida Bruta/Pat Liquido e ROE\");"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 575
        },
        "id": "eAUUi8a983Xq",
        "outputId": "aaae0b4c-50cb-4353-a853-420d83c7bfb0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ativos = [empresas_filtradas.index + '.SA']\n",
        "ativos"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mtcBT-Vv88YW",
        "outputId": "cad8eeae-78fb-4934-e67a-2f8233b20e00"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Index(['CORR3.SA', 'ODPV3.SA', 'CXSE3.SA', 'BRAP3.SA', 'CEBR3.SA', 'PSSA3.SA',\n",
              "        'ITUB3.SA', 'PINE3.SA', 'BSLI3.SA', 'LIPR3.SA'],\n",
              "       dtype='object', name='papel')]"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "gU2gE9Vx9Nkj"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}