jornada_quant_2024_1.ipynb

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      "source": [
        "import fundamentus\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import yfinance as yf\n",
        "from datetime import datetime, timedelta"
      ]
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        "df = fundamentus.get_resultado()"
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              "Multiples  cotacao      pl   pvp    psr      dy     pa    pcg  pebit   pacl  \\\n",
              "papel                                                                         \n",
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              "Multiples  evebit  evebitda  mrgebit  mrgliq    roic     roe  liqc  \\\n",
              "papel                                                                \n",
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              "Multiples        liq2m       patrliq  divbpatr     c5y  \n",
              "papel                                                   \n",
              "AALR3        1462070.0  1.015110e+09      1.04  0.0354  \n",
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              "ABEV3      322647000.0  9.025490e+10      0.04  0.1323  \n",
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              "    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-23d9012a-c5ae-4f93-addd-12f9cfcaa54b button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[df.pl>0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "bVyaB5b8zty9",
        "outputId": "5c9984f6-b849-4f15-b708-b7df68b3aab7"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao     pl   pvp    psr      dy     pa    pcg  pebit   pacl  \\\n",
              "papel                                                                        \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",
              "ACES3        95.27   8.79  2.28  1.693  0.0000  1.438   6.40   7.20  20.77   \n",
              "ACES4        94.73   8.74  2.27  1.683  0.0000  1.430   6.37   7.16  20.65   \n",
              "AEDU11       37.35  20.13  1.13  1.405  0.0000  0.732   5.77  13.93  -7.31   \n",
              "...            ...    ...   ...    ...     ...    ...    ...    ...    ...   \n",
              "WIZC3         6.80  11.18  2.37  1.036  0.0655  0.474 -18.66   2.37  -1.32   \n",
              "WLMM3        22.55   7.77  1.23  0.388  0.0362  0.995   2.27   6.43   2.67   \n",
              "WLMM4        27.95   9.63  1.52  0.481  0.0321  1.233   2.82   7.97   3.30   \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",
              "\n",
              "Multiples  evebit  evebitda  mrgebit  mrgliq    roic     roe  liqc  \\\n",
              "papel                                                                \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",
              "ACES3        6.54      6.54   0.2352  0.1927  0.2690  0.2595  2.05   \n",
              "ACES4        6.50      6.50   0.2352  0.1927  0.2690  0.2595  2.05   \n",
              "AEDU11      16.14     10.82   0.1008  0.0698  0.0577  0.0560  2.04   \n",
              "...           ...       ...      ...     ...     ...     ...   ...   \n",
              "WIZC3        2.60      2.06   0.4365  0.1781  0.2437  0.2118  0.90   \n",
              "WLMM3        5.72      5.52   0.0603  0.0499  0.1834  0.1577  4.54   \n",
              "WLMM4        7.26      7.01   0.0603  0.0499  0.1834  0.1577  4.54   \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",
              "\n",
              "Multiples         liq2m       patrliq  divbpatr     c5y  \n",
              "papel                                                    \n",
              "ABCB4      1.481230e+07  5.721810e+09      0.00  0.7094  \n",
              "ABEV3      3.226470e+08  9.025490e+10      0.04  0.1323  \n",
              "ACES3      0.000000e+00  3.105800e+09      0.09  0.1334  \n",
              "ACES4      0.000000e+00  3.105800e+09      0.09  0.1334  \n",
              "AEDU11     0.000000e+00  2.415400e+09      0.30  0.2090  \n",
              "...                 ...           ...       ...     ...  \n",
              "WIZC3      3.471140e+06  4.592540e+08      0.77  0.1169  \n",
              "WLMM3      1.375410e+03  6.698980e+08      0.01  0.2265  \n",
              "WLMM4      1.429810e+04  6.698980e+08      0.01  0.2265  \n",
              "WSON33     0.000000e+00  2.148530e+09      1.21  0.0523  \n",
              "YDUQ3      7.780750e+07  3.239030e+09      1.65  0.0898  \n",
              "\n",
              "[594 rows x 20 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2998c9b0-b6bf-407e-866a-378d0b4c02c1\" 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>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>1.481230e+07</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>3.226470e+08</td>\n",
              "      <td>9.025490e+10</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.1323</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ACES3</th>\n",
              "      <td>95.27</td>\n",
              "      <td>8.79</td>\n",
              "      <td>2.28</td>\n",
              "      <td>1.693</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.438</td>\n",
              "      <td>6.40</td>\n",
              "      <td>7.20</td>\n",
              "      <td>20.77</td>\n",
              "      <td>6.54</td>\n",
              "      <td>6.54</td>\n",
              "      <td>0.2352</td>\n",
              "      <td>0.1927</td>\n",
              "      <td>0.2690</td>\n",
              "      <td>0.2595</td>\n",
              "      <td>2.05</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>3.105800e+09</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.1334</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ACES4</th>\n",
              "      <td>94.73</td>\n",
              "      <td>8.74</td>\n",
              "      <td>2.27</td>\n",
              "      <td>1.683</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.430</td>\n",
              "      <td>6.37</td>\n",
              "      <td>7.16</td>\n",
              "      <td>20.65</td>\n",
              "      <td>6.50</td>\n",
              "      <td>6.50</td>\n",
              "      <td>0.2352</td>\n",
              "      <td>0.1927</td>\n",
              "      <td>0.2690</td>\n",
              "      <td>0.2595</td>\n",
              "      <td>2.05</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>3.105800e+09</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.1334</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AEDU11</th>\n",
              "      <td>37.35</td>\n",
              "      <td>20.13</td>\n",
              "      <td>1.13</td>\n",
              "      <td>1.405</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.732</td>\n",
              "      <td>5.77</td>\n",
              "      <td>13.93</td>\n",
              "      <td>-7.31</td>\n",
              "      <td>16.14</td>\n",
              "      <td>10.82</td>\n",
              "      <td>0.1008</td>\n",
              "      <td>0.0698</td>\n",
              "      <td>0.0577</td>\n",
              "      <td>0.0560</td>\n",
              "      <td>2.04</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2.415400e+09</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.2090</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>WIZC3</th>\n",
              "      <td>6.80</td>\n",
              "      <td>11.18</td>\n",
              "      <td>2.37</td>\n",
              "      <td>1.036</td>\n",
              "      <td>0.0655</td>\n",
              "      <td>0.474</td>\n",
              "      <td>-18.66</td>\n",
              "      <td>2.37</td>\n",
              "      <td>-1.32</td>\n",
              "      <td>2.60</td>\n",
              "      <td>2.06</td>\n",
              "      <td>0.4365</td>\n",
              "      <td>0.1781</td>\n",
              "      <td>0.2437</td>\n",
              "      <td>0.2118</td>\n",
              "      <td>0.90</td>\n",
              "      <td>3.471140e+06</td>\n",
              "      <td>4.592540e+08</td>\n",
              "      <td>0.77</td>\n",
              "      <td>0.1169</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>WLMM3</th>\n",
              "      <td>22.55</td>\n",
              "      <td>7.77</td>\n",
              "      <td>1.23</td>\n",
              "      <td>0.388</td>\n",
              "      <td>0.0362</td>\n",
              "      <td>0.995</td>\n",
              "      <td>2.27</td>\n",
              "      <td>6.43</td>\n",
              "      <td>2.67</td>\n",
              "      <td>5.72</td>\n",
              "      <td>5.52</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>1.375410e+03</td>\n",
              "      <td>6.698980e+08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.2265</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <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>1.429810e+04</td>\n",
              "      <td>6.698980e+08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.2265</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>0.000000e+00</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>7.780750e+07</td>\n",
              "      <td>3.239030e+09</td>\n",
              "      <td>1.65</td>\n",
              "      <td>0.0898</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>594 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-2998c9b0-b6bf-407e-866a-378d0b4c02c1')\"\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-2998c9b0-b6bf-407e-866a-378d0b4c02c1 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-2998c9b0-b6bf-407e-866a-378d0b4c02c1');\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-4540db4e-4ab0-44aa-b4d6-e60c505cea0e\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4540db4e-4ab0-44aa-b4d6-e60c505cea0e')\"\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-4540db4e-4ab0-44aa-b4d6-e60c505cea0e button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "WJA8gQc20q55"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "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": "sIMTM8K90No_",
        "outputId": "6f884b23-eb30-40e8-ccee-2703c3e7a5a5"
      },
      "execution_count": 9,
      "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-816c5592-26d6-41fb-a4c4-2147298c5656\" 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",
              "</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",
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              "\n",
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              "    async function quickchart(key) {\n",
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              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Remocao de duplicatas"
      ],
      "metadata": {
        "id": "8KPn6tt20sb2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df['EMPRESA'] = df.index.str[:4]"
      ],
      "metadata": {
        "id": "A7T9gR001IQF"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 267
        },
        "id": "n8AAten416mv",
        "outputId": "aa10acb2-d351-415f-89ae-0f14fdf2f01b"
      },
      "execution_count": 16,
      "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]"
            ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th>Multiples</th>\n",
              "      <th>cotacao</th>\n",
              "      <th>pl</th>\n",
              "      <th>pvp</th>\n",
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              "      <th>c5y</th>\n",
              "      <th>EMPRESA</th>\n",
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              "      <th>papel</th>\n",
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              "      <th>AALR3</th>\n",
              "      <td>8.92</td>\n",
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              "      <td>0.0185</td>\n",
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              "      <td>0.0091</td>\n",
              "      <td>-0.2592</td>\n",
              "      <td>0.74</td>\n",
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              "      <td>1.04</td>\n",
              "      <td>0.0354</td>\n",
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              "      <td>0.0000</td>\n",
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              "      <td>5.721810e+09</td>\n",
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              "      <td>ABCB</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ABCB4</th>\n",
              "      <td>23.50</td>\n",
              "      <td>6.81</td>\n",
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              "      <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",
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              "    </div>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop_duplicates(subset = ['EMPRESA'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "Ggq4R8mi2Brt",
        "outputId": "620e6eb4-c8c9-408a-8481-3d8f2f72e735"
      },
      "execution_count": 17,
      "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",
              "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",
              "ACES3        95.27    8.79  2.28  1.693  0.0000  1.438   6.40   7.20  20.77   \n",
              "...            ...     ...   ...    ...     ...    ...    ...    ...    ...   \n",
              "WLMM3        22.55    7.77  1.23  0.388  0.0362  0.995   2.27   6.43   2.67   \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  ...  mrgebit  mrgliq    roic     roe  liqc         liq2m  \\\n",
              "papel              ...                                                        \n",
              "AALR3       84.92  ...   0.0185 -0.2210  0.0091 -0.2592  0.74  1.462070e+06   \n",
              "ABCB3        0.00  ...   0.0000  0.0000  0.0000  0.1429  0.00  0.000000e+00   \n",
              "ABEV3       11.80  ...   0.2063  0.1882  0.1650  0.1671  1.11  3.226470e+08   \n",
              "ABYA3       33.67  ...   0.1029 -0.0096  0.0278 -0.0082  2.09  0.000000e+00   \n",
              "ACES3        6.54  ...   0.2352  0.1927  0.2690  0.2595  2.05  0.000000e+00   \n",
              "...           ...  ...      ...     ...     ...     ...   ...           ...   \n",
              "WLMM3        5.72  ...   0.0603  0.0499  0.1834  0.1577  4.54  1.375410e+03   \n",
              "WMBY3       25.02  ...   0.0970 -0.0705  0.0239 -0.1486  1.44  0.000000e+00   \n",
              "WSON33       5.08  ...   0.4414  0.1358  0.1836  0.1217  1.26  0.000000e+00   \n",
              "YDUQ3       13.14  ...   0.1620  0.0380  0.0969  0.0581  1.52  7.780750e+07   \n",
              "ZAMP3       23.00  ...   0.0249 -0.0302  0.0286 -0.0865  1.03  1.470730e+07   \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",
              "ABEV3      9.025490e+10      0.04  0.1323     ABEV  \n",
              "ABYA3      2.920600e+08      1.31  0.1641     ABYA  \n",
              "ACES3      3.105800e+09      0.09  0.1334     ACES  \n",
              "...                 ...       ...     ...      ...  \n",
              "WLMM3      6.698980e+08      0.01  0.2265     WLMM  \n",
              "WMBY3      2.124390e+08      6.51 -0.1448     WMBY  \n",
              "WSON33     2.148530e+09      1.21  0.0523     WSON  \n",
              "YDUQ3      3.239030e+09      1.65  0.0898     YDUQ  \n",
              "ZAMP3      1.331470e+09      0.87  0.1128     ZAMP  \n",
              "\n",
              "[637 rows x 21 columns]"
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              "<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",
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              "      <th>mrgliq</th>\n",
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              "      <th>patrliq</th>\n",
              "      <th>divbpatr</th>\n",
              "      <th>c5y</th>\n",
              "      <th>EMPRESA</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>papel</th>\n",
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              "      <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>1.462070e+06</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",
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              "      <td>0.00</td>\n",
              "      <td>0.7094</td>\n",
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              "      <th>ABEV3</th>\n",
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              "      <td>2.603</td>\n",
              "      <td>0.0536</td>\n",
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              "      <td>57.88</td>\n",
              "      <td>12.62</td>\n",
              "      <td>-24.38</td>\n",
              "      <td>11.80</td>\n",
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              "      <td>0.1650</td>\n",
              "      <td>0.1671</td>\n",
              "      <td>1.11</td>\n",
              "      <td>3.226470e+08</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>0.000000e+00</td>\n",
              "      <td>2.920600e+08</td>\n",
              "      <td>1.31</td>\n",
              "      <td>0.1641</td>\n",
              "      <td>ABYA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ACES3</th>\n",
              "      <td>95.27</td>\n",
              "      <td>8.79</td>\n",
              "      <td>2.28</td>\n",
              "      <td>1.693</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.438</td>\n",
              "      <td>6.40</td>\n",
              "      <td>7.20</td>\n",
              "      <td>20.77</td>\n",
              "      <td>6.54</td>\n",
              "      <td>...</td>\n",
              "      <td>0.2352</td>\n",
              "      <td>0.1927</td>\n",
              "      <td>0.2690</td>\n",
              "      <td>0.2595</td>\n",
              "      <td>2.05</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>3.105800e+09</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.1334</td>\n",
              "      <td>ACES</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>WLMM3</th>\n",
              "      <td>22.55</td>\n",
              "      <td>7.77</td>\n",
              "      <td>1.23</td>\n",
              "      <td>0.388</td>\n",
              "      <td>0.0362</td>\n",
              "      <td>0.995</td>\n",
              "      <td>2.27</td>\n",
              "      <td>6.43</td>\n",
              "      <td>2.67</td>\n",
              "      <td>5.72</td>\n",
              "      <td>...</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>1.375410e+03</td>\n",
              "      <td>6.698980e+08</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.2265</td>\n",
              "      <td>WLMM</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>...</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>0.000000e+00</td>\n",
              "      <td>2.124390e+08</td>\n",
              "      <td>6.51</td>\n",
              "      <td>-0.1448</td>\n",
              "      <td>WMBY</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>...</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>0.000000e+00</td>\n",
              "      <td>2.148530e+09</td>\n",
              "      <td>1.21</td>\n",
              "      <td>0.0523</td>\n",
              "      <td>WSON</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>...</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>7.780750e+07</td>\n",
              "      <td>3.239030e+09</td>\n",
              "      <td>1.65</td>\n",
              "      <td>0.0898</td>\n",
              "      <td>YDUQ</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>...</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>1.470730e+07</td>\n",
              "      <td>1.331470e+09</td>\n",
              "      <td>0.87</td>\n",
              "      <td>0.1128</td>\n",
              "      <td>ZAMP</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>637 rows × 21 columns</p>\n",
              "</div>\n",
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              "    .colab-df-convert:hover {\n",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
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              "\n",
              "  .colab-df-quickchart {\n",
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              "  }\n",
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              "  .colab-df-quickchart:hover {\n",
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              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
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              "\n",
              "  @keyframes spin {\n",
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
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              "      border-bottom-color: var(--fill-color);\n",
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              "  }\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",
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              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "    (() => {\n",
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              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "filtrar empresas com PL > 0 e depois vamos fazer um outro filtro com base na divida bruta sobre o patrimonio liquido"
      ],
      "metadata": {
        "id": "0sr8hcTc2z1O"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "filtrado = df[(df.patrliq>0) & (df.divbpatr<0.5)]"
      ],
      "metadata": {
        "id": "TWUQ0RNZ3D4M"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr = filtrado.sort_values('divbpatr', ascending=True)"
      ],
      "metadata": {
        "id": "3YAdxIbF30Yi"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr = divida_bruta_patr.head(50)"
      ],
      "metadata": {
        "id": "1fSTmuFA4VCO"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def is_traded_recently(acao):\n",
        "  try:\n",
        "    stock = yf.Ticker(acao)\n",
        "    historical_data = stock.history(period='1mo')\n",
        "    last_trading_day = historical_data.index[-1].date()\n",
        "    today = datetime.now().date()\n",
        "    window_start = today - timedelta(days=5)\n",
        "    return window_start <= last_trading_day <= today\n",
        "  except Exception:\n",
        "    return False"
      ],
      "metadata": {
        "id": "ISb_IXdD5mdF"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "is_traded_recently('PETR4.SA')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2RXl-J696R51",
        "outputId": "a14d5bd2-685d-47b8-f5d5-5f7cf34c903c"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "is_traded_recently('VIIA3.SA')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jXpynXBb6akN",
        "outputId": "14a6666d-6c1b-4859-a287-08632fbe34e2"
      },
      "execution_count": 32,
      "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": [
              "IndexError('index -1 is out of bounds for axis 0 with size 0')"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "mantendo papais nao negociados"
      ],
      "metadata": {
        "id": "X-FWtYdJ7ATU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr['ACAO'] = divida_bruta_patr.index + '.SA'"
      ],
      "metadata": {
        "id": "cY6X4sAD7DiH"
      },
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "divida_bruta_patr['NEGOCIADA'] = divida_bruta_patr['ACAO'].apply(is_traded_recently)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KgXHE69Y7eIU",
        "outputId": "2c35fb9b-fd56-4a86-d360-3f9cea9e83f2"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:yfinance:ABCB3.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:PRBC4.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:PORP4.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:CLSC6.SA: No price data found, symbol may be delisted (period=1mo)\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:MPLU3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:RDTR3.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:RNPT4.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:RNPT3.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:BSCT5.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:BSCT6.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:RJCP3.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:BRSR4.SA: No price data found, symbol may be delisted (period=1mo)\n",
            "ERROR:yfinance:MOSI3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:MODL4.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:MODL3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:JBDU3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:IVTT3.SA: No data found, symbol may be delisted\n",
            "ERROR:yfinance:ITEC3.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": "G9Ijw-BS7_lt",
        "outputId": "300c74e3-744c-4607-fe8b-34ba3996102c"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao      pl      pvp       psr       dy     pa     pcg  \\\n",
              "papel                                                                   \n",
              "ABCB3         0.00    0.00     0.00     0.000   0.0000  0.000    0.00   \n",
              "CEBR5        17.19    6.36     1.19     4.281   0.1543  0.847    1.93   \n",
              "CEBR6        19.90    7.36     1.37     4.956   0.1466  0.981    2.23   \n",
              "RCSL3         3.00  -27.62  3291.96     6.179   0.0000  6.228   45.87   \n",
              "PSSA3        28.46    8.47     1.55     0.588   0.0496  0.337    5.97   \n",
              "PRBC4        14.54  511.91    39.16     0.000   0.0000  0.000    0.00   \n",
              "PRBC3         0.00    0.00     0.00     0.000   0.0000  0.000    0.00   \n",
              "PORP4         2.40    0.00     0.00     0.000   0.0000  0.000    0.00   \n",
              "CGRA3        26.05    6.10     0.60     0.780   0.1017  0.433    1.61   \n",
              "CEBR3        18.00    6.66     1.24     4.483   0.1473  0.887    2.02   \n",
              "CGRA4        26.18    6.13     0.60     0.784   0.1012  0.435    1.62   \n",
              "PINE4         4.29    6.42     0.93     0.000   0.0770  0.000    0.00   \n",
              "CLSC6         0.00    0.00     0.00     0.000   0.0000  0.000    0.00   \n",
              "PINE3         4.50    6.73     0.98     0.000   0.0000  0.000    0.00   \n",
              "ODPV3        11.85   13.31     4.46     3.108   0.0316  3.149 -162.32   \n",
              "CORR3        12.00    0.04     0.06     0.834   0.0000  0.017    0.03   \n",
              "CORR4        82.00    0.27     0.41     5.701   0.0000  0.118    0.20   \n",
              "ODER3         0.00    0.00     0.00     0.000   0.0000  0.000    0.00   \n",
              "NINJ3         4.94   83.98     0.88     4.129   0.0000  0.825    0.94   \n",
              "CLAN3         0.00    0.00     0.00     0.000   0.0000  0.000    0.00   \n",
              "MPLU3        26.80   12.20    17.37     6.877   0.0000  2.676   50.65   \n",
              "RCSL4         0.84   -7.73   921.75     1.730   0.0000  1.744   12.84   \n",
              "RDTR3         6.30    8.11     1.37     0.000   0.0000  1.320    0.00   \n",
              "BRGE5        10.82   16.76     0.60   224.655   0.0000  0.270    0.72   \n",
              "BRGE6        11.49   17.79     0.63   238.566   0.0680  0.286    0.76   \n",
              "BRGE7        10.82   16.76     0.60   224.655   0.0422  0.270    0.72   \n",
              "BRGE8        10.95   16.96     0.60   227.354   0.0298  0.273    0.72   \n",
              "BRIV3        10.76   14.19     0.56     0.000   0.0147  0.000    0.00   \n",
              "BRIV4        10.37   13.68     0.54     0.000   0.0930  0.000    0.00   \n",
              "RNPT4        31.81    5.74     0.39     0.467   0.0000  0.379   57.01   \n",
              "RNPT3        31.87    5.75     0.39     0.468   0.0000  0.380   57.12   \n",
              "CASH3         7.63  -16.99     0.85     1.929   0.0000  0.550    1.12   \n",
              "BRSR3        13.89    6.95     0.60     0.000   0.0660  0.000    0.00   \n",
              "BRSR5        16.76    8.38     0.72     0.000   0.0556  0.000    0.00   \n",
              "BRSR6        13.44    6.72     0.58     0.000   0.0682  0.000    0.00   \n",
              "BSCT3         4.05    0.04     0.00     0.000   0.0000  0.000    0.00   \n",
              "BSCT5         3.50   30.51     2.76     0.000   0.0000  0.000    0.00   \n",
              "BSCT6         2.58   22.49     2.04     0.000   0.0000  0.000    0.00   \n",
              "BSLI3        13.14   16.64     1.93     0.000  10.6572  0.000    0.00   \n",
              "BSLI4        12.22   15.48     1.80     0.000  12.6055  0.000    0.00   \n",
              "RJCP3         0.01 -224.70     0.65     0.000   0.0000  0.619    0.00   \n",
              "BRSR4       181.10    0.09     0.01     0.000   0.0000  0.000    0.00   \n",
              "MOSI3         8.24   32.29     1.56     4.761   0.0000  1.453    1.89   \n",
              "MODL4         2.72  -20.30     1.66     0.000   0.0000  0.000    0.00   \n",
              "MODL3         3.08  -22.99     1.88     0.000   0.0071  0.000    0.00   \n",
              "JBDU3         0.00    0.00     0.00     0.000   0.0000  0.000    0.00   \n",
              "IVTT3         0.00    0.00     0.00     0.000   0.0000  0.000    0.00   \n",
              "ITUB4        33.32   10.51     1.86     0.000   0.0377  0.000    0.00   \n",
              "ITUB3        28.20    8.89     1.58     0.000   0.0446  0.000    0.00   \n",
              "ITEC3        40.10  -35.12    22.04  2611.690   0.0000  9.216   25.42   \n",
              "\n",
              "Multiples    pebit   pacl   evebit  ...    roic       roe   liqc  \\\n",
              "papel                               ...                            \n",
              "ABCB3         0.00   0.00     0.00  ...  0.0000    0.1429   0.00   \n",
              "CEBR5        17.29   2.03     7.86  ...  0.0922    0.1863   6.09   \n",
              "CEBR6        20.02   2.36    10.59  ...  0.0922    0.1863   6.09   \n",
              "RCSL3      -192.96 -12.26  -192.94  ... -0.0335 -119.2070   1.38   \n",
              "PSSA3         0.71  -2.86     0.27  ...  0.5964    0.1833   1.09   \n",
              "PRBC4         0.00   0.00     0.00  ...  0.0000    0.0765   0.00   \n",
              "PRBC3         0.00   0.00     0.00  ...  0.0000    0.0765   0.00   \n",
              "PORP4         0.00   0.00     0.00  ...  0.0000   -0.0208   0.00   \n",
              "CGRA3         6.46   2.79     4.73  ...  0.0832    0.0980   2.66   \n",
              "CEBR3        18.11   2.13     8.68  ...  0.0922    0.1863   6.09   \n",
              "CGRA4         6.49   2.80     4.76  ...  0.0832    0.0980   2.66   \n",
              "PINE4         0.00   0.00     0.00  ...  0.0000    0.1449   0.00   \n",
              "CLSC6         0.00   0.00     0.00  ...  0.0000    0.0000   0.00   \n",
              "PINE3         0.00   0.00     0.00  ...  0.0000    0.1449   0.00   \n",
              "ODPV3         9.78 -42.01     9.26  ...  0.3931    0.3350   0.92   \n",
              "CORR3        -0.08   0.42     3.33  ... -0.8544    1.5284   4.25   \n",
              "CORR4        -0.54   2.84     2.87  ... -0.8544    1.5284   4.25   \n",
              "ODER3         0.00   0.00     0.00  ...  0.0000    0.0000   0.00   \n",
              "NINJ3        -9.27   0.94     0.95  ... -1.3111    0.0105  16.07   \n",
              "CLAN3         0.00   0.00     0.00  ...  0.0000   -0.0105   0.00   \n",
              "MPLU3        10.34  66.01     7.71  ...  1.2957    1.4240   1.06   \n",
              "RCSL4       -54.03  -3.43   -54.00  ... -0.0335 -119.2070   1.38   \n",
              "RDTR3     -1919.75   0.00 -1897.05  ...  0.0000    0.1695   0.00   \n",
              "BRGE5        -1.05   1.38     0.98  ... -0.5333    0.0356   3.13   \n",
              "BRGE6        -1.12   1.46     0.91  ... -0.5333    0.0356   3.13   \n",
              "BRGE7        -1.05   1.38     0.98  ... -0.5333    0.0356   3.13   \n",
              "BRGE8        -1.07   1.39     0.97  ... -0.5333    0.0356   3.13   \n",
              "BRIV3         0.00   0.00     0.00  ...  0.0000    0.0392   0.00   \n",
              "BRIV4         0.00   0.00     0.00  ...  0.0000    0.0392   0.00   \n",
              "RNPT4        56.10  57.01    56.05  ...  0.0068    0.0672   1.38   \n",
              "RNPT3        56.21  57.12    56.15  ...  0.0068    0.0672   1.38   \n",
              "CASH3        -8.71   1.24    -3.20  ... -0.0979   -0.0498   2.65   \n",
              "BRSR3         0.00   0.00     0.00  ...  0.0000    0.0862   0.00   \n",
              "BRSR5         0.00   0.00     0.00  ...  0.0000    0.0862   0.00   \n",
              "BRSR6         0.00   0.00     0.00  ...  0.0000    0.0862   0.00   \n",
              "BSCT3         0.00   0.00     0.00  ...  0.0000    0.0905   0.00   \n",
              "BSCT5         0.00   0.00     0.00  ...  0.0000    0.0905   0.00   \n",
              "BSCT6         0.00   0.00     0.00  ...  0.0000    0.0905   0.00   \n",
              "BSLI3         0.00   0.00     0.00  ...  0.0000    0.1162   0.00   \n",
              "BSLI4         0.00   0.00     0.00  ...  0.0000    0.1162   0.00   \n",
              "RJCP3      -522.94   0.00  -523.96  ...  0.0000   -0.0029   0.00   \n",
              "BRSR4         0.00   0.00     0.00  ...  0.0000    0.0862   0.00   \n",
              "MOSI3        89.69   1.90    42.98  ...  0.0812    0.0482  13.30   \n",
              "MODL4         0.00   0.00     0.00  ...  0.0000   -0.0817   0.00   \n",
              "MODL3         0.00   0.00     0.00  ...  0.0000   -0.0817   0.00   \n",
              "JBDU3         0.00   0.00     0.00  ...  0.0000    0.0000   0.00   \n",
              "IVTT3         0.00   0.00     0.00  ...  0.0000   -0.0040   0.00   \n",
              "ITUB4         0.00   0.00     0.00  ...  0.0000    0.1772   0.00   \n",
              "ITUB3         0.00   0.00     0.00  ...  0.0000    0.1772   0.00   \n",
              "ITEC3       -26.00 -68.91   -24.80  ... -0.6306   -0.6276   5.23   \n",
              "\n",
              "Multiples         liq2m       patrliq  divbpatr     c5y  EMPRESA      ACAO  \\\n",
              "papel                                                                        \n",
              "ABCB3      0.000000e+00  5.721810e+09       0.0  0.7094     ABCB  ABCB3.SA   \n",
              "CEBR5      1.291560e+05  1.045450e+09       0.0 -0.4474     CEBR  CEBR5.SA   \n",
              "CEBR6      2.340070e+05  1.045450e+09       0.0 -0.4474     CEBR  CEBR6.SA   \n",
              "RCSL3      5.826690e+06  1.160000e+05       0.0  0.4190     RCSL  RCSL3.SA   \n",
              "PSSA3      4.249710e+07  1.185790e+10       0.0  0.1592     PSSA  PSSA3.SA   \n",
              "PRBC4      0.000000e+00  1.209470e+09       0.0 -0.0792     PRBC  PRBC4.SA   \n",
              "PRBC3      0.000000e+00  1.209470e+09       0.0 -0.0792     PRBC  PRBC3.SA   \n",
              "PORP4      0.000000e+00  2.239900e+07       0.0  0.1366     PORP  PORP4.SA   \n",
              "CGRA3      1.166520e+05  8.757810e+08       0.0  0.1206     CGRA  CGRA3.SA   \n",
              "CEBR3      1.615850e+05  1.045450e+09       0.0 -0.4474     CEBR  CEBR3.SA   \n",
              "CGRA4      2.328230e+05  8.757810e+08       0.0  0.1206     CGRA  CGRA4.SA   \n",
              "PINE4      2.473850e+06  9.645100e+08       0.0  1.2768     PINE  PINE4.SA   \n",
              "CLSC6      0.000000e+00  3.187480e+09       0.0  0.0884     CLSC  CLSC6.SA   \n",
              "PINE3      2.852800e+02  9.645100e+08       0.0  1.2768     PINE  PINE3.SA   \n",
              "ODPV3      1.422160e+07  1.467850e+09       0.0  0.0392     ODPV  ODPV3.SA   \n",
              "CORR3      0.000000e+00  4.665000e+06       0.0 -0.4209     CORR  CORR3.SA   \n",
              "CORR4      0.000000e+00  4.665000e+06       0.0 -0.4209     CORR  CORR4.SA   \n",
              "ODER3      0.000000e+00  4.981200e+08       0.0  0.2475     ODER  ODER3.SA   \n",
              "NINJ3      7.198950e+05  2.851950e+08       0.0  0.0333     NINJ  NINJ3.SA   \n",
              "CLAN3      0.000000e+00  1.012240e+09       0.0 -0.6396     CLAN  CLAN3.SA   \n",
              "MPLU3      0.000000e+00  2.502790e+08       0.0 -0.1888     MPLU  MPLU3.SA   \n",
              "RCSL4      3.097610e+06  1.160000e+05       0.0  0.4190     RCSL  RCSL4.SA   \n",
              "RDTR3      0.000000e+00  4.970920e+08       0.0  0.0000     RDTR  RDTR3.SA   \n",
              "BRGE5      1.942100e+02  1.337070e+09       0.0 -0.4582     BRGE  BRGE5.SA   \n",
              "BRGE6      1.181850e+03  1.337070e+09       0.0 -0.4582     BRGE  BRGE6.SA   \n",
              "BRGE7      0.000000e+00  1.337070e+09       0.0 -0.4582     BRGE  BRGE7.SA   \n",
              "BRGE8      1.402460e+03  1.337070e+09       0.0 -0.4582     BRGE  BRGE8.SA   \n",
              "BRIV3      2.890900e+03  1.713470e+09       0.0  0.0742     BRIV  BRIV3.SA   \n",
              "BRIV4      4.249970e+04  1.713470e+09       0.0  0.0742     BRIV  BRIV4.SA   \n",
              "RNPT4      0.000000e+00  6.394400e+07       0.0  0.0485     RNPT  RNPT4.SA   \n",
              "RNPT3      0.000000e+00  6.394400e+07       0.0  0.0485     RNPT  RNPT3.SA   \n",
              "CASH3      1.325000e+07  7.807340e+08       0.0  0.2820     CASH  CASH3.SA   \n",
              "BRSR3      1.196590e+05  9.478730e+09       0.0  0.0564     BRSR  BRSR3.SA   \n",
              "BRSR5      1.678180e+03  9.478730e+09       0.0  0.0564     BRSR  BRSR5.SA   \n",
              "BRSR6      1.895170e+07  9.478730e+09       0.0  0.0564     BRSR  BRSR6.SA   \n",
              "BSCT3      0.000000e+00  2.129600e+08       0.0  0.0192     BSCT  BSCT3.SA   \n",
              "BSCT5      0.000000e+00  2.129600e+08       0.0  0.0192     BSCT  BSCT5.SA   \n",
              "BSCT6      0.000000e+00  2.129600e+08       0.0  0.0192     BSCT  BSCT6.SA   \n",
              "BSLI3      4.992080e+03  2.467570e+09       0.0  0.0189     BSLI  BSLI3.SA   \n",
              "BSLI4      9.911510e+03  2.467570e+09       0.0  0.0189     BSLI  BSLI4.SA   \n",
              "RJCP3      0.000000e+00  1.728720e+07       0.0  0.0000     RJCP  RJCP3.SA   \n",
              "BRSR4      0.000000e+00  9.478730e+09       0.0  0.0564     BRSR  BRSR4.SA   \n",
              "MOSI3      0.000000e+00  6.703370e+08       0.0  0.0000     MOSI  MOSI3.SA   \n",
              "MODL4      0.000000e+00  1.154890e+09       0.0 -0.6237     MODL  MODL4.SA   \n",
              "MODL3      0.000000e+00  1.154890e+09       0.0 -0.6237     MODL  MODL3.SA   \n",
              "JBDU3      0.000000e+00  5.656900e+07       0.0  0.0000     JBDU  JBDU3.SA   \n",
              "IVTT3      0.000000e+00  1.083050e+09       0.0  0.2067     IVTT  IVTT3.SA   \n",
              "ITUB4      7.854890e+08  1.754140e+11       0.0  0.2857     ITUB  ITUB4.SA   \n",
              "ITUB3      1.525600e+07  1.754140e+11       0.0  0.2857     ITUB  ITUB3.SA   \n",
              "ITEC3      0.000000e+00  2.014300e+07       0.0 -0.7479     ITEC  ITEC3.SA   \n",
              "\n",
              "Multiples  NEGOCIADA  \n",
              "papel                 \n",
              "ABCB3          False  \n",
              "CEBR5           True  \n",
              "CEBR6           True  \n",
              "RCSL3           True  \n",
              "PSSA3           True  \n",
              "PRBC4          False  \n",
              "PRBC3          False  \n",
              "PORP4          False  \n",
              "CGRA3           True  \n",
              "CEBR3           True  \n",
              "CGRA4           True  \n",
              "PINE4           True  \n",
              "CLSC6          False  \n",
              "PINE3           True  \n",
              "ODPV3           True  \n",
              "CORR3           True  \n",
              "CORR4           True  \n",
              "ODER3          False  \n",
              "NINJ3           True  \n",
              "CLAN3          False  \n",
              "MPLU3          False  \n",
              "RCSL4           True  \n",
              "RDTR3          False  \n",
              "BRGE5           True  \n",
              "BRGE6           True  \n",
              "BRGE7           True  \n",
              "BRGE8           True  \n",
              "BRIV3           True  \n",
              "BRIV4           True  \n",
              "RNPT4          False  \n",
              "RNPT3          False  \n",
              "CASH3           True  \n",
              "BRSR3           True  \n",
              "BRSR5           True  \n",
              "BRSR6           True  \n",
              "BSCT3          False  \n",
              "BSCT5          False  \n",
              "BSCT6          False  \n",
              "BSLI3           True  \n",
              "BSLI4           True  \n",
              "RJCP3          False  \n",
              "BRSR4          False  \n",
              "MOSI3          False  \n",
              "MODL4          False  \n",
              "MODL3          False  \n",
              "JBDU3          False  \n",
              "IVTT3          False  \n",
              "ITUB4           True  \n",
              "ITUB3           True  \n",
              "ITEC3          False  \n",
              "\n",
              "[50 rows x 23 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b51bdc51-1c44-4f6d-ac0a-75f3fd2bb756\" 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>0.000000e+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>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>...</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>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "      <td>CEBR5.SA</td>\n",
              "      <td>True</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>...</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>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "      <td>CEBR6.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RCSL3</th>\n",
              "      <td>3.00</td>\n",
              "      <td>-27.62</td>\n",
              "      <td>3291.96</td>\n",
              "      <td>6.179</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>6.228</td>\n",
              "      <td>45.87</td>\n",
              "      <td>-192.96</td>\n",
              "      <td>-12.26</td>\n",
              "      <td>-192.94</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0335</td>\n",
              "      <td>-119.2070</td>\n",
              "      <td>1.38</td>\n",
              "      <td>5.826690e+06</td>\n",
              "      <td>1.160000e+05</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.4190</td>\n",
              "      <td>RCSL</td>\n",
              "      <td>RCSL3.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>4.249710e+07</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>PRBC4</th>\n",
              "      <td>14.54</td>\n",
              "      <td>511.91</td>\n",
              "      <td>39.16</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>0.000000e+00</td>\n",
              "      <td>1.209470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.0792</td>\n",
              "      <td>PRBC</td>\n",
              "      <td>PRBC4.SA</td>\n",
              "      <td>False</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>0.000000e+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>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>0.000000e+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>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>1.166520e+05</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>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>1.615850e+05</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>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>...</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>0.0</td>\n",
              "      <td>0.1206</td>\n",
              "      <td>CGRA</td>\n",
              "      <td>CGRA4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PINE4</th>\n",
              "      <td>4.29</td>\n",
              "      <td>6.42</td>\n",
              "      <td>0.93</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0770</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>2.473850e+06</td>\n",
              "      <td>9.645100e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2768</td>\n",
              "      <td>PINE</td>\n",
              "      <td>PINE4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CLSC6</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>0.000000e+00</td>\n",
              "      <td>3.187480e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0884</td>\n",
              "      <td>CLSC</td>\n",
              "      <td>CLSC6.SA</td>\n",
              "      <td>False</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>2.852800e+02</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>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>1.422160e+07</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>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>0.000000e+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>CORR4</th>\n",
              "      <td>82.00</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.41</td>\n",
              "      <td>5.701</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.118</td>\n",
              "      <td>0.20</td>\n",
              "      <td>-0.54</td>\n",
              "      <td>2.84</td>\n",
              "      <td>2.87</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.8544</td>\n",
              "      <td>1.5284</td>\n",
              "      <td>4.25</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>4.665000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4209</td>\n",
              "      <td>CORR</td>\n",
              "      <td>CORR4.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>0.000000e+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>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>7.198950e+05</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>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>0.000000e+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>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>0.000000e+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>RCSL4</th>\n",
              "      <td>0.84</td>\n",
              "      <td>-7.73</td>\n",
              "      <td>921.75</td>\n",
              "      <td>1.730</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.744</td>\n",
              "      <td>12.84</td>\n",
              "      <td>-54.03</td>\n",
              "      <td>-3.43</td>\n",
              "      <td>-54.00</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0335</td>\n",
              "      <td>-119.2070</td>\n",
              "      <td>1.38</td>\n",
              "      <td>3.097610e+06</td>\n",
              "      <td>1.160000e+05</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.4190</td>\n",
              "      <td>RCSL</td>\n",
              "      <td>RCSL4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RDTR3</th>\n",
              "      <td>6.30</td>\n",
              "      <td>8.11</td>\n",
              "      <td>1.37</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.320</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-1919.75</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-1897.05</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.1695</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>4.970920e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>RDTR</td>\n",
              "      <td>RDTR3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE5</th>\n",
              "      <td>10.82</td>\n",
              "      <td>16.76</td>\n",
              "      <td>0.60</td>\n",
              "      <td>224.655</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.270</td>\n",
              "      <td>0.72</td>\n",
              "      <td>-1.05</td>\n",
              "      <td>1.38</td>\n",
              "      <td>0.98</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.942100e+02</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE5.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE6</th>\n",
              "      <td>11.49</td>\n",
              "      <td>17.79</td>\n",
              "      <td>0.63</td>\n",
              "      <td>238.566</td>\n",
              "      <td>0.0680</td>\n",
              "      <td>0.286</td>\n",
              "      <td>0.76</td>\n",
              "      <td>-1.12</td>\n",
              "      <td>1.46</td>\n",
              "      <td>0.91</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.181850e+03</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE6.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE7</th>\n",
              "      <td>10.82</td>\n",
              "      <td>16.76</td>\n",
              "      <td>0.60</td>\n",
              "      <td>224.655</td>\n",
              "      <td>0.0422</td>\n",
              "      <td>0.270</td>\n",
              "      <td>0.72</td>\n",
              "      <td>-1.05</td>\n",
              "      <td>1.38</td>\n",
              "      <td>0.98</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE7.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE8</th>\n",
              "      <td>10.95</td>\n",
              "      <td>16.96</td>\n",
              "      <td>0.60</td>\n",
              "      <td>227.354</td>\n",
              "      <td>0.0298</td>\n",
              "      <td>0.273</td>\n",
              "      <td>0.72</td>\n",
              "      <td>-1.07</td>\n",
              "      <td>1.39</td>\n",
              "      <td>0.97</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.402460e+03</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE8.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>2.890900e+03</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>BRIV4</th>\n",
              "      <td>10.37</td>\n",
              "      <td>13.68</td>\n",
              "      <td>0.54</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0930</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>4.249970e+04</td>\n",
              "      <td>1.713470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0742</td>\n",
              "      <td>BRIV</td>\n",
              "      <td>BRIV4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RNPT4</th>\n",
              "      <td>31.81</td>\n",
              "      <td>5.74</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.467</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.379</td>\n",
              "      <td>57.01</td>\n",
              "      <td>56.10</td>\n",
              "      <td>57.01</td>\n",
              "      <td>56.05</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0068</td>\n",
              "      <td>0.0672</td>\n",
              "      <td>1.38</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>6.394400e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0485</td>\n",
              "      <td>RNPT</td>\n",
              "      <td>RNPT4.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RNPT3</th>\n",
              "      <td>31.87</td>\n",
              "      <td>5.75</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.468</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.380</td>\n",
              "      <td>57.12</td>\n",
              "      <td>56.21</td>\n",
              "      <td>57.12</td>\n",
              "      <td>56.15</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0068</td>\n",
              "      <td>0.0672</td>\n",
              "      <td>1.38</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>6.394400e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0485</td>\n",
              "      <td>RNPT</td>\n",
              "      <td>RNPT3.SA</td>\n",
              "      <td>False</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>1.325000e+07</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>1.196590e+05</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>BRSR5</th>\n",
              "      <td>16.76</td>\n",
              "      <td>8.38</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0556</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>1.678180e+03</td>\n",
              "      <td>9.478730e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0564</td>\n",
              "      <td>BRSR</td>\n",
              "      <td>BRSR5.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRSR6</th>\n",
              "      <td>13.44</td>\n",
              "      <td>6.72</td>\n",
              "      <td>0.58</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0682</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>1.895170e+07</td>\n",
              "      <td>9.478730e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0564</td>\n",
              "      <td>BRSR</td>\n",
              "      <td>BRSR6.SA</td>\n",
              "      <td>True</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>0.000000e+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>BSCT5</th>\n",
              "      <td>3.50</td>\n",
              "      <td>30.51</td>\n",
              "      <td>2.76</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>0.000000e+00</td>\n",
              "      <td>2.129600e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0192</td>\n",
              "      <td>BSCT</td>\n",
              "      <td>BSCT5.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BSCT6</th>\n",
              "      <td>2.58</td>\n",
              "      <td>22.49</td>\n",
              "      <td>2.04</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>0.000000e+00</td>\n",
              "      <td>2.129600e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0192</td>\n",
              "      <td>BSCT</td>\n",
              "      <td>BSCT6.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>4.992080e+03</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>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>...</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>0.0</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>BSLI</td>\n",
              "      <td>BSLI4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RJCP3</th>\n",
              "      <td>0.01</td>\n",
              "      <td>-224.70</td>\n",
              "      <td>0.65</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.619</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-522.94</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-523.96</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>-0.0029</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.728720e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>RJCP</td>\n",
              "      <td>RJCP3.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRSR4</th>\n",
              "      <td>181.10</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.01</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>0.000000e+00</td>\n",
              "      <td>9.478730e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0564</td>\n",
              "      <td>BRSR</td>\n",
              "      <td>BRSR4.SA</td>\n",
              "      <td>False</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>0.000000e+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>MODL4</th>\n",
              "      <td>2.72</td>\n",
              "      <td>-20.30</td>\n",
              "      <td>1.66</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>0.000000e+00</td>\n",
              "      <td>1.154890e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6237</td>\n",
              "      <td>MODL</td>\n",
              "      <td>MODL4.SA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MODL3</th>\n",
              "      <td>3.08</td>\n",
              "      <td>-22.99</td>\n",
              "      <td>1.88</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0071</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>0.000000e+00</td>\n",
              "      <td>1.154890e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.6237</td>\n",
              "      <td>MODL</td>\n",
              "      <td>MODL3.SA</td>\n",
              "      <td>False</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>0.000000e+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",
              "    <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>0.000000e+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>ITUB4</th>\n",
              "      <td>33.32</td>\n",
              "      <td>10.51</td>\n",
              "      <td>1.86</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0377</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>7.854890e+08</td>\n",
              "      <td>1.754140e+11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2857</td>\n",
              "      <td>ITUB</td>\n",
              "      <td>ITUB4.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>1.525600e+07</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>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>0.000000e+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",
              "  </tbody>\n",
              "</table>\n",
              "<p>50 rows × 23 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('divida_bruta_patr');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "empresas_filtradas = divida_bruta_patr[divida_bruta_patr['NEGOCIADA'] == True]"
      ],
      "metadata": {
        "id": "f56Q_0GT8Gk1"
      },
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "empresas_filtradas"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "lTb-3CLl8TEU",
        "outputId": "1b0b8d6d-59fa-4a16-cc8a-418e4eeeaea5"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao     pl      pvp      psr       dy     pa     pcg   pebit  \\\n",
              "papel                                                                         \n",
              "CEBR5        17.19   6.36     1.19    4.281   0.1543  0.847    1.93   17.29   \n",
              "CEBR6        19.90   7.36     1.37    4.956   0.1466  0.981    2.23   20.02   \n",
              "RCSL3         3.00 -27.62  3291.96    6.179   0.0000  6.228   45.87 -192.96   \n",
              "PSSA3        28.46   8.47     1.55    0.588   0.0496  0.337    5.97    0.71   \n",
              "CGRA3        26.05   6.10     0.60    0.780   0.1017  0.433    1.61    6.46   \n",
              "CEBR3        18.00   6.66     1.24    4.483   0.1473  0.887    2.02   18.11   \n",
              "CGRA4        26.18   6.13     0.60    0.784   0.1012  0.435    1.62    6.49   \n",
              "PINE4         4.29   6.42     0.93    0.000   0.0770  0.000    0.00    0.00   \n",
              "PINE3         4.50   6.73     0.98    0.000   0.0000  0.000    0.00    0.00   \n",
              "ODPV3        11.85  13.31     4.46    3.108   0.0316  3.149 -162.32    9.78   \n",
              "CORR3        12.00   0.04     0.06    0.834   0.0000  0.017    0.03   -0.08   \n",
              "CORR4        82.00   0.27     0.41    5.701   0.0000  0.118    0.20   -0.54   \n",
              "NINJ3         4.94  83.98     0.88    4.129   0.0000  0.825    0.94   -9.27   \n",
              "RCSL4         0.84  -7.73   921.75    1.730   0.0000  1.744   12.84  -54.03   \n",
              "BRGE5        10.82  16.76     0.60  224.655   0.0000  0.270    0.72   -1.05   \n",
              "BRGE6        11.49  17.79     0.63  238.566   0.0680  0.286    0.76   -1.12   \n",
              "BRGE7        10.82  16.76     0.60  224.655   0.0422  0.270    0.72   -1.05   \n",
              "BRGE8        10.95  16.96     0.60  227.354   0.0298  0.273    0.72   -1.07   \n",
              "BRIV3        10.76  14.19     0.56    0.000   0.0147  0.000    0.00    0.00   \n",
              "BRIV4        10.37  13.68     0.54    0.000   0.0930  0.000    0.00    0.00   \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",
              "BRSR5        16.76   8.38     0.72    0.000   0.0556  0.000    0.00    0.00   \n",
              "BRSR6        13.44   6.72     0.58    0.000   0.0682  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",
              "BSLI4        12.22  15.48     1.80    0.000  12.6055  0.000    0.00    0.00   \n",
              "ITUB4        33.32  10.51     1.86    0.000   0.0377  0.000    0.00    0.00   \n",
              "ITUB3        28.20   8.89     1.58    0.000   0.0446  0.000    0.00    0.00   \n",
              "\n",
              "Multiples   pacl  evebit  ...    roic       roe   liqc         liq2m  \\\n",
              "papel                     ...                                          \n",
              "CEBR5       2.03    7.86  ...  0.0922    0.1863   6.09  1.291560e+05   \n",
              "CEBR6       2.36   10.59  ...  0.0922    0.1863   6.09  2.340070e+05   \n",
              "RCSL3     -12.26 -192.94  ... -0.0335 -119.2070   1.38  5.826690e+06   \n",
              "PSSA3      -2.86    0.27  ...  0.5964    0.1833   1.09  4.249710e+07   \n",
              "CGRA3       2.79    4.73  ...  0.0832    0.0980   2.66  1.166520e+05   \n",
              "CEBR3       2.13    8.68  ...  0.0922    0.1863   6.09  1.615850e+05   \n",
              "CGRA4       2.80    4.76  ...  0.0832    0.0980   2.66  2.328230e+05   \n",
              "PINE4       0.00    0.00  ...  0.0000    0.1449   0.00  2.473850e+06   \n",
              "PINE3       0.00    0.00  ...  0.0000    0.1449   0.00  2.852800e+02   \n",
              "ODPV3     -42.01    9.26  ...  0.3931    0.3350   0.92  1.422160e+07   \n",
              "CORR3       0.42    3.33  ... -0.8544    1.5284   4.25  0.000000e+00   \n",
              "CORR4       2.84    2.87  ... -0.8544    1.5284   4.25  0.000000e+00   \n",
              "NINJ3       0.94    0.95  ... -1.3111    0.0105  16.07  7.198950e+05   \n",
              "RCSL4      -3.43  -54.00  ... -0.0335 -119.2070   1.38  3.097610e+06   \n",
              "BRGE5       1.38    0.98  ... -0.5333    0.0356   3.13  1.942100e+02   \n",
              "BRGE6       1.46    0.91  ... -0.5333    0.0356   3.13  1.181850e+03   \n",
              "BRGE7       1.38    0.98  ... -0.5333    0.0356   3.13  0.000000e+00   \n",
              "BRGE8       1.39    0.97  ... -0.5333    0.0356   3.13  1.402460e+03   \n",
              "BRIV3       0.00    0.00  ...  0.0000    0.0392   0.00  2.890900e+03   \n",
              "BRIV4       0.00    0.00  ...  0.0000    0.0392   0.00  4.249970e+04   \n",
              "CASH3       1.24   -3.20  ... -0.0979   -0.0498   2.65  1.325000e+07   \n",
              "BRSR3       0.00    0.00  ...  0.0000    0.0862   0.00  1.196590e+05   \n",
              "BRSR5       0.00    0.00  ...  0.0000    0.0862   0.00  1.678180e+03   \n",
              "BRSR6       0.00    0.00  ...  0.0000    0.0862   0.00  1.895170e+07   \n",
              "BSLI3       0.00    0.00  ...  0.0000    0.1162   0.00  4.992080e+03   \n",
              "BSLI4       0.00    0.00  ...  0.0000    0.1162   0.00  9.911510e+03   \n",
              "ITUB4       0.00    0.00  ...  0.0000    0.1772   0.00  7.854890e+08   \n",
              "ITUB3       0.00    0.00  ...  0.0000    0.1772   0.00  1.525600e+07   \n",
              "\n",
              "Multiples       patrliq  divbpatr     c5y  EMPRESA      ACAO  NEGOCIADA  \n",
              "papel                                                                    \n",
              "CEBR5      1.045450e+09       0.0 -0.4474     CEBR  CEBR5.SA       True  \n",
              "CEBR6      1.045450e+09       0.0 -0.4474     CEBR  CEBR6.SA       True  \n",
              "RCSL3      1.160000e+05       0.0  0.4190     RCSL  RCSL3.SA       True  \n",
              "PSSA3      1.185790e+10       0.0  0.1592     PSSA  PSSA3.SA       True  \n",
              "CGRA3      8.757810e+08       0.0  0.1206     CGRA  CGRA3.SA       True  \n",
              "CEBR3      1.045450e+09       0.0 -0.4474     CEBR  CEBR3.SA       True  \n",
              "CGRA4      8.757810e+08       0.0  0.1206     CGRA  CGRA4.SA       True  \n",
              "PINE4      9.645100e+08       0.0  1.2768     PINE  PINE4.SA       True  \n",
              "PINE3      9.645100e+08       0.0  1.2768     PINE  PINE3.SA       True  \n",
              "ODPV3      1.467850e+09       0.0  0.0392     ODPV  ODPV3.SA       True  \n",
              "CORR3      4.665000e+06       0.0 -0.4209     CORR  CORR3.SA       True  \n",
              "CORR4      4.665000e+06       0.0 -0.4209     CORR  CORR4.SA       True  \n",
              "NINJ3      2.851950e+08       0.0  0.0333     NINJ  NINJ3.SA       True  \n",
              "RCSL4      1.160000e+05       0.0  0.4190     RCSL  RCSL4.SA       True  \n",
              "BRGE5      1.337070e+09       0.0 -0.4582     BRGE  BRGE5.SA       True  \n",
              "BRGE6      1.337070e+09       0.0 -0.4582     BRGE  BRGE6.SA       True  \n",
              "BRGE7      1.337070e+09       0.0 -0.4582     BRGE  BRGE7.SA       True  \n",
              "BRGE8      1.337070e+09       0.0 -0.4582     BRGE  BRGE8.SA       True  \n",
              "BRIV3      1.713470e+09       0.0  0.0742     BRIV  BRIV3.SA       True  \n",
              "BRIV4      1.713470e+09       0.0  0.0742     BRIV  BRIV4.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",
              "BRSR5      9.478730e+09       0.0  0.0564     BRSR  BRSR5.SA       True  \n",
              "BRSR6      9.478730e+09       0.0  0.0564     BRSR  BRSR6.SA       True  \n",
              "BSLI3      2.467570e+09       0.0  0.0189     BSLI  BSLI3.SA       True  \n",
              "BSLI4      2.467570e+09       0.0  0.0189     BSLI  BSLI4.SA       True  \n",
              "ITUB4      1.754140e+11       0.0  0.2857     ITUB  ITUB4.SA       True  \n",
              "ITUB3      1.754140e+11       0.0  0.2857     ITUB  ITUB3.SA       True  \n",
              "\n",
              "[28 rows x 23 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f82c5885-2e85-41d1-8164-73f022d4ede0\" 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>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>...</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>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "      <td>CEBR5.SA</td>\n",
              "      <td>True</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>...</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>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "      <td>CEBR6.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RCSL3</th>\n",
              "      <td>3.00</td>\n",
              "      <td>-27.62</td>\n",
              "      <td>3291.96</td>\n",
              "      <td>6.179</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>6.228</td>\n",
              "      <td>45.87</td>\n",
              "      <td>-192.96</td>\n",
              "      <td>-12.26</td>\n",
              "      <td>-192.94</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0335</td>\n",
              "      <td>-119.2070</td>\n",
              "      <td>1.38</td>\n",
              "      <td>5.826690e+06</td>\n",
              "      <td>1.160000e+05</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.4190</td>\n",
              "      <td>RCSL</td>\n",
              "      <td>RCSL3.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>4.249710e+07</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>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>1.166520e+05</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>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>1.615850e+05</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>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>...</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>0.0</td>\n",
              "      <td>0.1206</td>\n",
              "      <td>CGRA</td>\n",
              "      <td>CGRA4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PINE4</th>\n",
              "      <td>4.29</td>\n",
              "      <td>6.42</td>\n",
              "      <td>0.93</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0770</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>2.473850e+06</td>\n",
              "      <td>9.645100e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.2768</td>\n",
              "      <td>PINE</td>\n",
              "      <td>PINE4.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>2.852800e+02</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>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>1.422160e+07</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>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>0.000000e+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>CORR4</th>\n",
              "      <td>82.00</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.41</td>\n",
              "      <td>5.701</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.118</td>\n",
              "      <td>0.20</td>\n",
              "      <td>-0.54</td>\n",
              "      <td>2.84</td>\n",
              "      <td>2.87</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.8544</td>\n",
              "      <td>1.5284</td>\n",
              "      <td>4.25</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>4.665000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4209</td>\n",
              "      <td>CORR</td>\n",
              "      <td>CORR4.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>7.198950e+05</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>RCSL4</th>\n",
              "      <td>0.84</td>\n",
              "      <td>-7.73</td>\n",
              "      <td>921.75</td>\n",
              "      <td>1.730</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.744</td>\n",
              "      <td>12.84</td>\n",
              "      <td>-54.03</td>\n",
              "      <td>-3.43</td>\n",
              "      <td>-54.00</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.0335</td>\n",
              "      <td>-119.2070</td>\n",
              "      <td>1.38</td>\n",
              "      <td>3.097610e+06</td>\n",
              "      <td>1.160000e+05</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.4190</td>\n",
              "      <td>RCSL</td>\n",
              "      <td>RCSL4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE5</th>\n",
              "      <td>10.82</td>\n",
              "      <td>16.76</td>\n",
              "      <td>0.60</td>\n",
              "      <td>224.655</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.270</td>\n",
              "      <td>0.72</td>\n",
              "      <td>-1.05</td>\n",
              "      <td>1.38</td>\n",
              "      <td>0.98</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.942100e+02</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE5.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE6</th>\n",
              "      <td>11.49</td>\n",
              "      <td>17.79</td>\n",
              "      <td>0.63</td>\n",
              "      <td>238.566</td>\n",
              "      <td>0.0680</td>\n",
              "      <td>0.286</td>\n",
              "      <td>0.76</td>\n",
              "      <td>-1.12</td>\n",
              "      <td>1.46</td>\n",
              "      <td>0.91</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.181850e+03</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE6.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE7</th>\n",
              "      <td>10.82</td>\n",
              "      <td>16.76</td>\n",
              "      <td>0.60</td>\n",
              "      <td>224.655</td>\n",
              "      <td>0.0422</td>\n",
              "      <td>0.270</td>\n",
              "      <td>0.72</td>\n",
              "      <td>-1.05</td>\n",
              "      <td>1.38</td>\n",
              "      <td>0.98</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE7.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRGE8</th>\n",
              "      <td>10.95</td>\n",
              "      <td>16.96</td>\n",
              "      <td>0.60</td>\n",
              "      <td>227.354</td>\n",
              "      <td>0.0298</td>\n",
              "      <td>0.273</td>\n",
              "      <td>0.72</td>\n",
              "      <td>-1.07</td>\n",
              "      <td>1.39</td>\n",
              "      <td>0.97</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5333</td>\n",
              "      <td>0.0356</td>\n",
              "      <td>3.13</td>\n",
              "      <td>1.402460e+03</td>\n",
              "      <td>1.337070e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4582</td>\n",
              "      <td>BRGE</td>\n",
              "      <td>BRGE8.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>2.890900e+03</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>BRIV4</th>\n",
              "      <td>10.37</td>\n",
              "      <td>13.68</td>\n",
              "      <td>0.54</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0930</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>4.249970e+04</td>\n",
              "      <td>1.713470e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0742</td>\n",
              "      <td>BRIV</td>\n",
              "      <td>BRIV4.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>1.325000e+07</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>1.196590e+05</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>BRSR5</th>\n",
              "      <td>16.76</td>\n",
              "      <td>8.38</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0556</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>1.678180e+03</td>\n",
              "      <td>9.478730e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0564</td>\n",
              "      <td>BRSR</td>\n",
              "      <td>BRSR5.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BRSR6</th>\n",
              "      <td>13.44</td>\n",
              "      <td>6.72</td>\n",
              "      <td>0.58</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0682</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>1.895170e+07</td>\n",
              "      <td>9.478730e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0564</td>\n",
              "      <td>BRSR</td>\n",
              "      <td>BRSR6.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>4.992080e+03</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>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>...</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>0.0</td>\n",
              "      <td>0.0189</td>\n",
              "      <td>BSLI</td>\n",
              "      <td>BSLI4.SA</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ITUB4</th>\n",
              "      <td>33.32</td>\n",
              "      <td>10.51</td>\n",
              "      <td>1.86</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0377</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>7.854890e+08</td>\n",
              "      <td>1.754140e+11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2857</td>\n",
              "      <td>ITUB</td>\n",
              "      <td>ITUB4.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>1.525600e+07</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",
              "  </tbody>\n",
              "</table>\n",
              "<p>28 rows × 23 columns</p>\n",
              "</div>\n",
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              "  <style>\n",
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              "  }\n",
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              "\n",
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              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
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              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "\n",
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              "\n",
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              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('empresas_filtradas')\"\n",
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              "\n",
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              "        google.colab.notebook.generateWithVariable('empresas_filtradas');\n",
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              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "empresas_filtradas = empresas_filtradas.sort_values('roe', ascending=False).head(10)"
      ],
      "metadata": {
        "id": "5dopUB1z8nPO"
      },
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "empresas_filtradas"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "id": "fyYop_dC88el",
        "outputId": "a98bb610-44eb-4cd5-8f00-326951d8657e"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Multiples  cotacao     pl   pvp    psr      dy     pa     pcg  pebit   pacl  \\\n",
              "papel                                                                         \n",
              "CORR4        82.00   0.27  0.41  5.701  0.0000  0.118    0.20  -0.54   2.84   \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",
              "CEBR5        17.19   6.36  1.19  4.281  0.1543  0.847    1.93  17.29   2.03   \n",
              "CEBR6        19.90   7.36  1.37  4.956  0.1466  0.981    2.23  20.02   2.36   \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",
              "ITUB4        33.32  10.51  1.86  0.000  0.0377  0.000    0.00   0.00   0.00   \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",
              "\n",
              "Multiples  evebit  ...    roic     roe  liqc         liq2m       patrliq  \\\n",
              "papel              ...                                                     \n",
              "CORR4        2.87  ... -0.8544  1.5284  4.25  0.000000e+00  4.665000e+06   \n",
              "CORR3        3.33  ... -0.8544  1.5284  4.25  0.000000e+00  4.665000e+06   \n",
              "ODPV3        9.26  ...  0.3931  0.3350  0.92  1.422160e+07  1.467850e+09   \n",
              "CEBR5        7.86  ...  0.0922  0.1863  6.09  1.291560e+05  1.045450e+09   \n",
              "CEBR6       10.59  ...  0.0922  0.1863  6.09  2.340070e+05  1.045450e+09   \n",
              "CEBR3        8.68  ...  0.0922  0.1863  6.09  1.615850e+05  1.045450e+09   \n",
              "PSSA3        0.27  ...  0.5964  0.1833  1.09  4.249710e+07  1.185790e+10   \n",
              "ITUB4        0.00  ...  0.0000  0.1772  0.00  7.854890e+08  1.754140e+11   \n",
              "ITUB3        0.00  ...  0.0000  0.1772  0.00  1.525600e+07  1.754140e+11   \n",
              "PINE3        0.00  ...  0.0000  0.1449  0.00  2.852800e+02  9.645100e+08   \n",
              "\n",
              "Multiples  divbpatr     c5y  EMPRESA      ACAO  NEGOCIADA  \n",
              "papel                                                      \n",
              "CORR4           0.0 -0.4209     CORR  CORR4.SA       True  \n",
              "CORR3           0.0 -0.4209     CORR  CORR3.SA       True  \n",
              "ODPV3           0.0  0.0392     ODPV  ODPV3.SA       True  \n",
              "CEBR5           0.0 -0.4474     CEBR  CEBR5.SA       True  \n",
              "CEBR6           0.0 -0.4474     CEBR  CEBR6.SA       True  \n",
              "CEBR3           0.0 -0.4474     CEBR  CEBR3.SA       True  \n",
              "PSSA3           0.0  0.1592     PSSA  PSSA3.SA       True  \n",
              "ITUB4           0.0  0.2857     ITUB  ITUB4.SA       True  \n",
              "ITUB3           0.0  0.2857     ITUB  ITUB3.SA       True  \n",
              "PINE3           0.0  1.2768     PINE  PINE3.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",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
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              "      <th></th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>CORR4</th>\n",
              "      <td>82.00</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.41</td>\n",
              "      <td>5.701</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.118</td>\n",
              "      <td>0.20</td>\n",
              "      <td>-0.54</td>\n",
              "      <td>2.84</td>\n",
              "      <td>2.87</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.8544</td>\n",
              "      <td>1.5284</td>\n",
              "      <td>4.25</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>4.665000e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.4209</td>\n",
              "      <td>CORR</td>\n",
              "      <td>CORR4.SA</td>\n",
              "      <td>True</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>0.000000e+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>1.422160e+07</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>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>...</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>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "      <td>CEBR5.SA</td>\n",
              "      <td>True</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>...</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>0.0</td>\n",
              "      <td>-0.4474</td>\n",
              "      <td>CEBR</td>\n",
              "      <td>CEBR6.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>1.615850e+05</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>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>4.249710e+07</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>ITUB4</th>\n",
              "      <td>33.32</td>\n",
              "      <td>10.51</td>\n",
              "      <td>1.86</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0377</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>7.854890e+08</td>\n",
              "      <td>1.754140e+11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2857</td>\n",
              "      <td>ITUB</td>\n",
              "      <td>ITUB4.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>1.525600e+07</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>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>2.852800e+02</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",
              "  </tbody>\n",
              "</table>\n",
              "<p>10 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-d38b16c6-ea36-4797-b5dd-6bc16d9dcdc4')\"\n",
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              "            style=\"display:none;\">\n",
              "\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
              "    .colab-df-buttons div {\n",
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              "      fill: #D2E3FC;\n",
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              "    [theme=dark] .colab-df-convert:hover {\n",
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              "        document.querySelector('#df-d38b16c6-ea36-4797-b5dd-6bc16d9dcdc4 button.colab-df-convert');\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
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              "\n",
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              "  .colab-df-quickchart {\n",
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              "      --disabled-fill-color: #AAA;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
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              "    border-radius: 50%;\n",
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              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
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              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "  .colab-df-quickchart-complete:disabled,\n",
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              "    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",
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              "    20% {\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",
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              "    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-58bbef9d-ef8f-43b2-8b1c-8c1be4a92ee9 button');\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "\n",
              "  <div id=\"id_b719c976-5b93-4e91-8376-8c547c0d603d\">\n",
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              "        border: none;\n",
              "        border-radius: 50%;\n",
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              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
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              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
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              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('empresas_filtradas')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_b719c976-5b93-4e91-8376-8c547c0d603d button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('empresas_filtradas');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ativos = empresas_filtradas.index + '.SA'"
      ],
      "metadata": {
        "id": "2lFWdctD9UVD"
      },
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ativos"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yoniLzPK9edr",
        "outputId": "f175e52e-5a33-4dc0-c76b-237be32b7136"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['CORR4.SA', 'CORR3.SA', 'ODPV3.SA', 'CEBR5.SA', 'CEBR6.SA', 'CEBR3.SA',\n",
              "       'PSSA3.SA', 'ITUB4.SA', 'ITUB3.SA', 'PINE3.SA'],\n",
              "      dtype='object', name='papel')"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    }
  ]
}